From 235e60053169b49cc767eaa7230e7ddc88b8f593 Mon Sep 17 00:00:00 2001
From: 0xrushi <0xrushi@gmail.com>
Date: Sun, 4 Jan 2026 23:03:14 -0500
Subject: [PATCH 1/7] Enhance service management scripts and add Strix Halo
 support

- Updated restart.sh, start.sh, and stop.sh to accept optional arguments for service management commands.
- Enhanced services.py to support new compute mode 'strixhalo' for service deployment.
- Modified wizard.py and related configuration files to include Strix Halo as a valid compute option.
- Updated Docker Compose files to define services for Strix Halo, ensuring compatibility with AMD ROCm.
- Improved documentation and comments for clarity on new configurations and service options.
---
 extras/asr-services/.env.template             |    2 +-
 extras/asr-services/Dockerfile_Parakeet       |    5 +-
 extras/asr-services/docker-compose.yml        |   57 +
 extras/asr-services/init.py                   |   10 +-
 extras/asr-services/pyproject.toml            |   12 +
 .../speaker-recognition/Dockerfile.strixhalo  |   81 +
 extras/speaker-recognition/docker-compose.yml |   27 +-
 extras/speaker-recognition/init.py            |   17 +-
 extras/speaker-recognition/pyproject.toml     |   36 +-
 .../api/routers/identification.py             |    7 +-
 .../api/routers/speakers.py                   |    2 +
 extras/speaker-recognition/uv.lock            | 6569 +++++++----------
 restart.sh                                    |    6 +-
 services.py                                   |   28 +-
 start.sh                                      |    6 +-
 stop.sh                                       |    6 +-
 wizard.py                                     |    4 +-
 wizard.sh                                     |    2 +-
 18 files changed, 2996 insertions(+), 3881 deletions(-)
 create mode 100644 extras/speaker-recognition/Dockerfile.strixhalo

diff --git a/extras/asr-services/.env.template b/extras/asr-services/.env.template
index 1a905f1a..afac8435 100644
--- a/extras/asr-services/.env.template
+++ b/extras/asr-services/.env.template
@@ -36,7 +36,7 @@ ASR_PORT=8767
 # =============================================================================
 # PyTorch/CUDA Configuration
 # =============================================================================
-# Options: cu121 (CUDA 12.1), cu126 (CUDA 12.6), cu128 (CUDA 12.8)
+# Options: cu121 (CUDA 12.1), cu126 (CUDA 12.6), cu128 (CUDA 12.8), strixhalo (AMD Strix Halo APU)
 PYTORCH_CUDA_VERSION=cu126
 
 # =============================================================================
diff --git a/extras/asr-services/Dockerfile_Parakeet b/extras/asr-services/Dockerfile_Parakeet
index 93b1cc14..cc41a181 100644
--- a/extras/asr-services/Dockerfile_Parakeet
+++ b/extras/asr-services/Dockerfile_Parakeet
@@ -11,12 +11,13 @@ WORKDIR /app
 # NeMo and texterrors need libs and C++ compiler
 RUN apt-get update && apt-get install -y --no-install-recommends \
         libsndfile1 \
+        ffmpeg \
         build-essential git portaudio19-dev \
     && rm -rf /var/lib/apt/lists/*
 
 # Dependency manifest first for cache‑friendly installs
 COPY pyproject.toml uv.lock ./
-RUN uv sync --no-install-project --group parakeet --extra ${PYTORCH_CUDA_VERSION} && \
+RUN uv sync --frozen --no-install-project --group parakeet --extra ${PYTORCH_CUDA_VERSION} && \
     uv cache clean
 
 # Should prepare the .venv for use :)
@@ -34,4 +35,4 @@ ENV PATH="/app/.venv/bin:$PATH"
 
 EXPOSE 8765
 
-CMD ["python", "parakeet-offline.py", "--port", "8765"]
\ No newline at end of file
+CMD ["python", "parakeet-offline.py", "--port", "8765"]
diff --git a/extras/asr-services/docker-compose.yml b/extras/asr-services/docker-compose.yml
index 84539124..86888a9e 100644
--- a/extras/asr-services/docker-compose.yml
+++ b/extras/asr-services/docker-compose.yml
@@ -31,6 +31,31 @@ services:
       - ./model_cache:/models
       - ./debug:/app/debug
       - ./results:/app/results
+    environment:
+      - HF_HOME=/models
+      - PARAKEET_MODEL=$PARAKEET_MODEL
+      - CHUNKING_ENABLED=${CHUNKING_ENABLED:-true}
+      - CHUNK_DURATION_SECONDS=${CHUNK_DURATION_SECONDS:-30.0}
+      - OVERLAP_DURATION_SECONDS=${OVERLAP_DURATION_SECONDS:-5.0}
+      - MIN_AUDIO_FOR_CHUNKING=${MIN_AUDIO_FOR_CHUNKING:-60.0}
+      - CONFIDENCE_THRESHOLD=${CONFIDENCE_THRESHOLD:-0.8}
+    restart: unless-stopped
+
+  # NVIDIA GPU variant (requires NVIDIA container runtime)
+  parakeet-asr-nvidia:
+    profiles: ["nvidia"]
+    build:
+      context: .
+      dockerfile: Dockerfile_Parakeet
+      args:
+        PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-cu126}
+    image: parakeet-asr:latest
+    ports:
+      - "${PARAKEET_HOST_PORT:-8767}:${PARAKEET_CONTAINER_PORT:-8765}"
+    volumes:
+      - ./model_cache:/models
+      - ./debug:/app/debug
+      - ./results:/app/results
     deploy:
       resources:
         reservations:
@@ -51,6 +76,38 @@ services:
       - CONFIDENCE_THRESHOLD=${CONFIDENCE_THRESHOLD:-0.8}
     restart: unless-stopped
 
+  # AMD ROCm / Strix Halo variant (requires /dev/kfd + /dev/dri passthrough)
+  parakeet-asr-strixhalo:
+    profiles: ["strixhalo", "amd"]
+    build:
+      context: .
+      dockerfile: Dockerfile_Parakeet
+      args:
+        PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-strixhalo}
+    image: parakeet-asr:latest
+    ports:
+      - "${PARAKEET_HOST_PORT:-8767}:${PARAKEET_CONTAINER_PORT:-8765}"
+    volumes:
+      - ./model_cache:/models
+      - ./debug:/app/debug
+      - ./results:/app/results
+    devices:
+      - /dev/kfd
+      - /dev/dri
+    group_add:
+      - video
+    security_opt:
+      - seccomp:unconfined
+    environment:
+      - HF_HOME=/models
+      - PARAKEET_MODEL=$PARAKEET_MODEL
+      - CHUNKING_ENABLED=${CHUNKING_ENABLED:-true}
+      - CHUNK_DURATION_SECONDS=${CHUNK_DURATION_SECONDS:-30.0}
+      - OVERLAP_DURATION_SECONDS=${OVERLAP_DURATION_SECONDS:-5.0}
+      - MIN_AUDIO_FOR_CHUNKING=${MIN_AUDIO_FOR_CHUNKING:-60.0}
+      - CONFIDENCE_THRESHOLD=${CONFIDENCE_THRESHOLD:-0.8}
+    restart: unless-stopped
+
   # ============================================================================
   # Faster-Whisper Provider (4-6x faster Whisper inference)
   # ============================================================================
diff --git a/extras/asr-services/init.py b/extras/asr-services/init.py
index a1489e0c..188e0425 100755
--- a/extras/asr-services/init.py
+++ b/extras/asr-services/init.py
@@ -272,12 +272,18 @@ def setup_cuda_version(self):
                 "1": "CUDA 12.1 (cu121)",
                 "2": "CUDA 12.6 (cu126) - Recommended",
                 "3": "CUDA 12.8 (cu128)",
+                "4": "AMD Strix Halo (NPU)"
             }
             cuda_to_choice = {"cu121": "1", "cu126": "2", "cu128": "3"}
             default_choice = cuda_to_choice.get(detected_cuda, "2")
 
             choice = self.prompt_choice("Choose CUDA version:", cuda_choices, default_choice)
-            choice_to_cuda = {"1": "cu121", "2": "cu126", "3": "cu128"}
+            choice_to_cuda = {
+                "1": "cu121",
+                "2": "cu126",
+                "3": "cu128",
+                "4": "strixhalo"
+            }
             cuda_version = choice_to_cuda[choice]
 
         self.config["PYTORCH_CUDA_VERSION"] = cuda_version
@@ -524,7 +530,7 @@ def main():
     )
     parser.add_argument(
         "--pytorch-cuda-version",
-        choices=["cu121", "cu126", "cu128"],
+        choices=["cu121", "cu126", "cu128", "strixhalo"],
         help="PyTorch CUDA version"
     )
 
diff --git a/extras/asr-services/pyproject.toml b/extras/asr-services/pyproject.toml
index fa01b2cf..4320a3da 100644
--- a/extras/asr-services/pyproject.toml
+++ b/extras/asr-services/pyproject.toml
@@ -42,6 +42,10 @@ cu128 = [
   "torch>=2.3",
   "torchaudio>=2.3",
 ]
+strixhalo = [
+  "torch>=2.3",
+  "torchaudio>=2.3",
+]
 
 [tool.uv]
 compile-bytecode = true
@@ -58,6 +62,7 @@ conflicts = [
     { extra = "cu121" },
     { extra = "cu126" },
     { extra = "cu128" },
+    { extra = "strixhalo" },
   ],
 ]
 
@@ -66,11 +71,13 @@ torch = [
     { index = "pytorch-cu121", extra = "cu121" },
     { index = "pytorch-cu126", extra = "cu126" },
     { index = "pytorch-cu128", extra = "cu128" },
+    { index = "rocm-gfx1151", extra = "strixhalo" },
 ]
 torchaudio = [
     { index = "pytorch-cu121", extra = "cu121" },
     { index = "pytorch-cu126", extra = "cu126" },
     { index = "pytorch-cu128", extra = "cu128" },
+    { index = "rocm-gfx1151", extra = "strixhalo" },
 ]
 
 [[tool.uv.index]]
@@ -88,6 +95,11 @@ name = "pytorch-cu128"
 url = "https://download.pytorch.org/whl/cu128"
 explicit = true
 
+[[tool.uv.index]]
+name = "rocm-gfx1151"
+url = "https://rocm.nightlies.amd.com/v2/gfx1151/"
+explicit = true
+
 [dependency-groups]
 # Provider-specific dependency groups
 faster-whisper = [
diff --git a/extras/speaker-recognition/Dockerfile.strixhalo b/extras/speaker-recognition/Dockerfile.strixhalo
new file mode 100644
index 00000000..7c5c3a4f
--- /dev/null
+++ b/extras/speaker-recognition/Dockerfile.strixhalo
@@ -0,0 +1,81 @@
+FROM docker.io/kyuz0/vllm-therock-gfx1151:sha-039484a
+
+ARG PYTORCH_CUDA_VERSION=strixhalo
+ENV PYTORCH_CUDA_VERSION=${PYTORCH_CUDA_VERSION}
+
+# Install system dependencies (base image may be deb/rpm/alpine)
+RUN set -eux; \
+    if command -v apt-get >/dev/null 2>&1; then \
+        apt-get update; \
+        apt-get install -y --no-install-recommends \
+            build-essential git ffmpeg curl libjpeg-dev zlib1g-dev libpng-dev; \
+        rm -rf /var/lib/apt/lists/*; \
+    elif command -v dnf >/dev/null 2>&1; then \
+        dnf -y install \
+            gcc gcc-c++ make git ffmpeg curl libjpeg-turbo-devel zlib-devel libpng-devel; \
+        dnf -y clean all; \
+    elif command -v yum >/dev/null 2>&1; then \
+        yum -y install \
+            gcc gcc-c++ make git ffmpeg curl libjpeg-turbo-devel zlib-devel libpng-devel; \
+        yum -y clean all; \
+    elif command -v apk >/dev/null 2>&1; then \
+        apk add --no-cache \
+            build-base git ffmpeg curl jpeg-dev zlib-dev libpng-dev; \
+    else \
+        echo "WARNING: No supported package manager found; skipping OS deps install" >&2; \
+    fi
+
+WORKDIR /app
+
+# Install uv
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /bin/uv
+
+# Copy dependency files first (for better caching)
+COPY pyproject.toml uv.lock ./
+
+# Use the base image's prebuilt venv (contains torch stack for gfx1151)
+RUN test -x /opt/venv/bin/python
+ENV VIRTUAL_ENV=/opt/venv
+ENV PATH="/opt/venv/bin:$PATH"
+
+# Install dependencies, but never install/override torch/torchvision/torchaudio in this image.
+# We avoid `uv sync` here because it recreates the venv and drops `--system-site-packages`.
+# For strixhalo, we install pyannote.audio from git with --no-deps separately.
+RUN set -eux; \
+    uv export --frozen --format requirements.txt --no-dev --no-hashes \
+        --extra ${PYTORCH_CUDA_VERSION} --no-emit-project \
+        --prune torch --prune torchvision --prune torchaudio \
+        --prune rocm --prune rocm-sdk-core --prune rocm-sdk-devel --prune rocm-sdk-libraries-gfx1151 \
+        --prune torchcodec \
+        $(if [ "${PYTORCH_CUDA_VERSION}" = "strixhalo" ]; then echo "--prune pyannote.audio"; fi) \
+        --output-file /tmp/requirements.txt; \
+    uv pip install --python /opt/venv/bin/python --no-managed-python --prerelease=if-necessary-or-explicit \
+        --requirements /tmp/requirements.txt; \
+    if [ "${PYTORCH_CUDA_VERSION}" = "strixhalo" ]; then \
+        uv pip install --python /opt/venv/bin/python --no-managed-python --no-deps \
+            "git+https://github.com/pyannote/pyannote-audio.git"; \
+    fi; \
+    uv cache clean
+
+# Copy the full source code (after dependencies are cached)
+COPY src/ src/
+
+# Install the project (editable so the compose bind-mount workflow still works)
+RUN uv pip install --python /opt/venv/bin/python --no-managed-python --no-deps --editable .
+
+# Verify we can import the base image's torch stack (and that torchvision ops are present)
+RUN python -c "import torch, torchvision; print('torch', torch.__version__, torch.__file__); print('torchvision', torchvision.__version__, torchvision.__file__)"
+
+# Create directories
+RUN mkdir -p /app/audio_chunks /app/debug /app/data /models
+
+# Set environment variables
+ENV HF_HOME=/models
+ENV PYTHONPATH=/app
+ENV LD_LIBRARY_PATH=/opt/rocm/lib:/opt/rocm/lib/host-math/lib:/opt/rocm/lib/rocm_sysdeps/lib:/opt/venv/lib/python3.13/site-packages/torch/lib:/usr/lib64:${LD_LIBRARY_PATH}
+
+# Expose port
+EXPOSE 8085
+
+# Run the service
+CMD ["/opt/venv/bin/simple-speaker-service"]
diff --git a/extras/speaker-recognition/docker-compose.yml b/extras/speaker-recognition/docker-compose.yml
index 50d40caf..d0574f4f 100644
--- a/extras/speaker-recognition/docker-compose.yml
+++ b/extras/speaker-recognition/docker-compose.yml
@@ -60,13 +60,34 @@ services:
         aliases:
           - speaker-service
   
+  # Strix Halo / AMD ROCm Profile Configuration
+  speaker-service-strixhalo:
+    <<: *base-speaker-service
+    profiles: ["strixhalo"]
+    networks:
+      default:
+        aliases:
+          - speaker-service
+    build:
+      context: .
+      dockerfile: Dockerfile.strixhalo
+      args:
+        PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-strixhalo}
+    devices:
+      - /dev/kfd
+      - /dev/dri
+    group_add:
+      - video
+    security_opt:
+      - seccomp:unconfined
+
   # React Web UI
   web-ui:
     platform: linux/amd64
     build:
       context: webui
       dockerfile: Dockerfile
-    profiles: ["cpu", "gpu"]
+    profiles: ["cpu", "gpu", "strixhalo"]
     ports:
       - "${REACT_UI_PORT:-5173}:${REACT_UI_PORT:-5173}"
     volumes:
@@ -93,7 +114,7 @@ services:
   # Nginx reverse proxy for unified HTTPS endpoint
   nginx:
     image: nginx:alpine
-    profiles: ["cpu", "gpu"]
+    profiles: ["cpu", "gpu", "strixhalo"]
     ports:
       - "8444:443"
       - "8081:80"
@@ -114,4 +135,4 @@ services:
 networks:
   default:
     name: chronicle-network
-    external: true
\ No newline at end of file
+    external: true
diff --git a/extras/speaker-recognition/init.py b/extras/speaker-recognition/init.py
index 99932617..6e678686 100755
--- a/extras/speaker-recognition/init.py
+++ b/extras/speaker-recognition/init.py
@@ -166,14 +166,23 @@ def setup_compute_mode(self):
 
             choices = {
                 "1": "CPU-only (works everywhere)",
-                "2": "GPU acceleration (requires NVIDIA+CUDA)"
+                "2": "GPU acceleration (requires NVIDIA+CUDA)",
+                "3": "AMD Strix Halo (NPU acceleration)"
             }
             choice = self.prompt_choice("Choose compute mode:", choices, default_choice)
-            compute_mode = "gpu" if choice == "2" else "cpu"
+
+            if choice == "2":
+                compute_mode = "gpu"
+            elif choice == "3":
+                compute_mode = "strixhalo"
+            else:
+                compute_mode = "cpu"
 
         # Set PYTORCH_CUDA_VERSION for Docker build (profile determined from this)
         if compute_mode == "cpu":
             self.config["PYTORCH_CUDA_VERSION"] = "cpu"
+        elif compute_mode == "strixhalo":
+            self.config["PYTORCH_CUDA_VERSION"] = "strixhalo"
         else:
             # Detect system CUDA version and suggest as default
             detected_cuda = self.detect_cuda_version()
@@ -420,8 +429,8 @@ def main():
     parser.add_argument("--hf-token",
                        help="Hugging Face token (default: prompt user)")
     parser.add_argument("--compute-mode",
-                       choices=["cpu", "gpu"],
-                       help="Compute mode: cpu or gpu (default: prompt user)")
+                       choices=["cpu", "gpu", "strixhalo"],
+                       help="Compute mode: cpu, gpu, or strixhalo (default: prompt user)")
     parser.add_argument("--deepgram-api-key",
                        help="Deepgram API key (optional)")
     parser.add_argument("--enable-https", action="store_true",
diff --git a/extras/speaker-recognition/pyproject.toml b/extras/speaker-recognition/pyproject.toml
index 81ac6814..bae86e17 100644
--- a/extras/speaker-recognition/pyproject.toml
+++ b/extras/speaker-recognition/pyproject.toml
@@ -2,14 +2,14 @@
 name = "simple-speaker-recognition"
 version = "0.1.0"
 description = "Speaker recognition and diarization service for friend-lite"
-requires-python = ">=3.10"
+requires-python = ">=3.11,<3.14"
 
 dependencies = [
     "fastapi>=0.115.12",
     "uvicorn>=0.34.2",
     "scipy>=1.10.0",
-    "pyannote.audio>=4.0",
-    "torchcodec<0.10",  # 0.10+ requires PyTorch newer than 2.9
+    "pyannote.audio>=4.0; extra != 'strixhalo'",
+    "torchcodec<0.10; extra != 'strixhalo'",  # 0.10+ requires PyTorch newer than 2.9
     "aiohttp>=3.8.0",
     "httpx>=0.27.0",
     "python-multipart>=0.0.6",
@@ -57,12 +57,38 @@ cu128 = [
     "torchaudio>=2.0.0",
 ]
 
+strixhalo = [
+    # Provided by the base image; keep listed so `tool.uv.sources` can scope them to this extra,
+    # but mark them as never-selected so uv won't install/upgrade them into the venv.
+    "torch>=2.0.0; sys_platform == 'never'",
+    "torchaudio>=2.0.0; sys_platform == 'never'",
+    "torchvision>=0.15.0; sys_platform == 'never'",
+    # pyannote.audio from git (installed with --no-deps, dependencies listed separately below)
+    "pyannote.audio",
+    # OpenTelemetry dependencies for pyannote.audio
+    "opentelemetry-api>=1.39.0",
+    "opentelemetry-sdk>=1.39.0",
+    "opentelemetry-exporter-otlp>=1.34.0",
+    # Pyannote dependencies
+    "pyannote-pipeline>=4.0.0",
+    "pyannote-metrics>=4.0.0",
+    "pyannoteai-sdk>=0.3.0",
+    # Audio processing dependencies
+    "asteroid-filterbanks>=0.4.0",
+    "pytorch-metric-learning>=2.8.1",
+    # PyTorch Lightning (required by pyannote.audio)
+    "lightning>=2.0.0",
+    "torch_audiomentations",
+]
+
 [tool.uv]
+required-environments = ["sys_platform == 'linux' and platform_machine == 'x86_64'"]
 conflicts = [
     [
         { extra = "cpu" },
         { extra = "cu126" },
         { extra = "cu128" },
+        { extra = "strixhalo" },
     ],
 ]
 
@@ -77,7 +103,7 @@ torchaudio = [
     { index = "pytorch-cu126", extra = "cu126" },
     { index = "pytorch-cu128", extra = "cu128" },
 ]
-
+"pyannote.audio" = { git = "https://github.com/pyannote/pyannote-audio.git", extra = "strixhalo" }
 [[tool.uv.index]]
 name = "pytorch-cpu"
 url = "https://download.pytorch.org/whl/cpu"
@@ -116,4 +142,4 @@ test = [
 ]
 
 [tool.isort]
-profile = "black"
\ No newline at end of file
+profile = "black"
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py
index 1f215242..4a1a5e83 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py
@@ -26,7 +26,6 @@
 from simple_speaker_recognition.database import get_db_session
 from simple_speaker_recognition.database.models import Speaker
 from simple_speaker_recognition.utils.audio_processing import get_audio_info
-from simple_speaker_recognition.utils.analysis import create_speaker_analysis
 
 # These will be imported from the main service.py when we integrate
 # from ..service import get_db, audio_backend
@@ -721,6 +720,9 @@ async def analyze_annotation_segments(
     and performs clustering analysis to help visualize speaker separation.
     """
     import json
+    # Local import to avoid OpenMP/BLAS runtime conflicts between PyTorch (ROCm) and Sklearn/UMAP
+    # that cause a segmentation fault if imported at the top level alongside torch.
+    from simple_speaker_recognition.utils.analysis import create_speaker_analysis
     
     # Parse segments JSON
     try:
@@ -853,6 +855,9 @@ async def analyze_segments_with_enrolled_speakers(
     4. Suggests optimal threshold based on separation
     """
     import json
+    # Local import to avoid OpenMP/BLAS runtime conflicts between PyTorch (ROCm) and Sklearn/UMAP
+    # that cause a segmentation fault if imported at the top level alongside torch.
+    from simple_speaker_recognition.utils.analysis import create_speaker_analysis
     
     # Parse segments JSON
     try:
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py
index bc810ef9..7d05c367 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py
@@ -76,6 +76,8 @@ async def get_speakers_analysis(
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """Get comprehensive analysis of speaker embeddings including clustering and visualization data."""
+    # Local import to avoid OpenMP/BLAS runtime conflicts between PyTorch (ROCm) and Sklearn/UMAP
+    # that cause a segmentation fault if imported at the top level alongside torch.
     from simple_speaker_recognition.utils.analysis import create_speaker_analysis
     
     log.info(f"Generating speaker analysis for user_id={user_id}, method={method}, cluster_method={cluster_method}")
diff --git a/extras/speaker-recognition/uv.lock b/extras/speaker-recognition/uv.lock
index 363d5802..ffc01d1a 100644
--- a/extras/speaker-recognition/uv.lock
+++ b/extras/speaker-recognition/uv.lock
@@ -1,57 +1,56 @@
 version = 1
-revision = 2
-requires-python = ">=3.10"
+revision = 3
+requires-python = ">=3.11, <3.14"
 resolution-markers = [
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 [[package]]
@@ -3693,31 +2811,31 @@ name = "pydantic-settings"
 version = "2.11.0"
 source = { registry = "https://pypi.org/simple" }
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 [[package]]
@@ -4197,105 +3147,131 @@ name = "simple-speaker-recognition"
 version = "0.1.0"
 source = { editable = "." }
 dependencies = [
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+    { name = "aiohttp" },
+    { name = "alembic" },
+    { name = "deepgram-sdk" },
+    { name = "easy-audio-interfaces" },
+    { name = "faiss-cpu" },
+    { name = "fastapi" },
+    { name = "librosa" },
+    { name = "matplotlib" },
+    { name = "pandas" },
+    { name = "plotly" },
+    { name = "pydantic" },
+    { name = "pydantic-settings" },
+    { name = "pydub" },
+    { name = "python-multipart" },
+    { name = "scikit-learn" },
+    { name = "scipy" },
+    { name = "soundfile" },
+    { name = "sqlalchemy" },
+    { name = "umap-learn" },
+    { name = "uvicorn" },
+    { name = "websockets" },
+    { name = "yt-dlp" },
 ]
 
 [package.optional-dependencies]
 cpu = [
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+    { name = "torch", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torch", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform != 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 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== 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 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'extra-26-simple-speaker-recognition-cu126') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (platform_python_implementation != 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform != 'darwin' and sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+]
+cu121 = [
+    { name = "torch", version = "2.5.1+cu121", source = { registry = "https://download.pytorch.org/whl/cu121" } },
+    { name = "torchaudio", version = "2.5.1+cu121", source = { registry = "https://download.pytorch.org/whl/cu121" } },
 ]
 cu126 = [
-    { name = "torch", version = "2.9.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "extra != 'extra-26-simple-speaker-recognition-cu121'" },
-    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
-    { name = "torchaudio", version = "2.9.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
+    { name = "torch", version = "2.9.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" } },
+    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
 ]
 cu128 = [
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-    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
-    { name = "torchaudio", version = "2.9.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
+    { name = "torch", version = "2.9.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" } },
+    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
 ]
 local-audio = [
-    { name = "easy-audio-interfaces", extra = ["local-audio"], marker = "extra != 'extra-26-simple-speaker-recognition-cu121' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128')" },
+    { name = "easy-audio-interfaces", extra = ["local-audio"] },
+]
+strixhalo = [
+    { name = "asteroid-filterbanks" },
+    { name = "lightning" },
+    { name = "opentelemetry-api" },
+    { name = "opentelemetry-exporter-otlp" },
+    { name = "opentelemetry-sdk" },
+    { name = "pyannote-audio" },
+    { name = "pyannote-metrics" },
+    { name = "pyannote-pipeline" },
+    { name = "pyannoteai-sdk" },
+    { name = "pytorch-metric-learning" },
+    { name = "torch", version = "2.8.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'never'" },
+    { name = "torch-audiomentations" },
+    { name = "torchaudio", version = "2.8.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'never'" },
+    { name = "torchvision", marker = "sys_platform == 'never'" },
 ]
 
 [package.dev-dependencies]
 dev = [
-    { name = "black", marker = "extra != 'extra-26-simple-speaker-recognition-cu121' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128')" },
-    { name = "isort", marker = "extra != 'extra-26-simple-speaker-recognition-cu121' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128')" },
+    { name = "black" },
+    { name = "isort" },
 ]
 test = [
-    { name = "pytest", marker = "extra != 'extra-26-simple-speaker-recognition-cu121' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128')" },
-    { name = "requests", marker = "extra != 'extra-26-simple-speaker-recognition-cu121' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128')" },
+    { name = "pytest" },
+    { name = "requests" },
 ]
 
 [package.metadata]
 requires-dist = [
     { name = "aiohttp", specifier = ">=3.8.0" },
     { name = "alembic", specifier = ">=1.13.0" },
+    { name = "asteroid-filterbanks", marker = "extra == 'strixhalo'", specifier = ">=0.4.0" },
     { name = "deepgram-sdk", specifier = ">=4.7.0" },
     { name = "easy-audio-interfaces", specifier = ">=0.7.1" },
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     { name = "faiss-cpu", specifier = ">=1.9" },
     { name = "fastapi", specifier = ">=0.115.12" },
-    { name = "httpx", specifier = ">=0.27.0" },
     { name = "librosa", specifier = ">=0.10.0" },
+    { name = "lightning", marker = "extra == 'strixhalo'", specifier = ">=2.0.0" },
     { name = "matplotlib", specifier = ">=3.8.0" },
-    { name = "omegaconf", specifier = ">=2.3.0" },
+    { name = "opentelemetry-api", marker = "extra == 'strixhalo'", specifier = ">=1.39.0" },
+    { name = "opentelemetry-exporter-otlp", marker = "extra == 'strixhalo'", specifier = ">=1.34.0" },
+    { name = "opentelemetry-sdk", marker = "extra == 'strixhalo'", specifier = ">=1.39.0" },
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     { name = "plotly", specifier = ">=5.18.0" },
-    { name = "pyannote-audio", specifier = ">=4.0" },
+    { name = "pyannote-audio", marker = "extra == 'strixhalo'", git = "https://github.com/pyannote/pyannote-audio.git" },
+    { name = "pyannote-audio", marker = "extra != 'strixhalo'", specifier = ">=3.3.2" },
+    { name = "pyannote-metrics", marker = "extra == 'strixhalo'", specifier = ">=4.0.0" },
+    { name = "pyannote-pipeline", marker = "extra == 'strixhalo'", specifier = ">=4.0.0" },
+    { name = "pyannoteai-sdk", marker = "extra == 'strixhalo'", specifier = ">=0.3.0" },
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     { name = "python-multipart", specifier = ">=0.0.6" },
-    { name = "pyyaml", specifier = ">=6.0.0" },
+    { name = "pytorch-metric-learning", marker = "extra == 'strixhalo'", specifier = ">=2.8.1" },
     { name = "scikit-learn", specifier = ">=1.4.0" },
     { name = "scipy", specifier = ">=1.10.0" },
     { name = "soundfile", specifier = ">=0.12" },
     { name = "sqlalchemy", specifier = ">=2.0.0" },
+    { name = "torch", marker = "sys_platform == 'never' and extra == 'strixhalo'", specifier = ">=2.0.0" },
     { name = "torch", marker = "extra == 'cpu'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cpu", conflict = { package = "simple-speaker-recognition", extra = "cpu" } },
+    { name = "torch", marker = "extra == 'cu121'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu121", conflict = { package = "simple-speaker-recognition", extra = "cu121" } },
     { name = "torch", marker = "extra == 'cu126'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu126", conflict = { package = "simple-speaker-recognition", extra = "cu126" } },
     { name = "torch", marker = "extra == 'cu128'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu128", conflict = { package = "simple-speaker-recognition", extra = "cu128" } },
+    { name = "torch-audiomentations", marker = "extra == 'strixhalo'" },
+    { name = "torchaudio", marker = "sys_platform == 'never' and extra == 'strixhalo'", specifier = ">=2.0.0" },
     { name = "torchaudio", marker = "extra == 'cpu'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cpu", conflict = { package = "simple-speaker-recognition", extra = "cpu" } },
+    { name = "torchaudio", marker = "extra == 'cu121'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu121", conflict = { package = "simple-speaker-recognition", extra = "cu121" } },
     { name = "torchaudio", marker = "extra == 'cu126'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu126", conflict = { package = "simple-speaker-recognition", extra = "cu126" } },
     { name = "torchaudio", marker = "extra == 'cu128'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu128", conflict = { package = "simple-speaker-recognition", extra = "cu128" } },
-    { name = "torchcodec", specifier = "<0.10" },
+    { name = "torchvision", marker = "sys_platform == 'never' and extra == 'strixhalo'", specifier = ">=0.15.0" },
     { name = "umap-learn", specifier = ">=0.5.3" },
     { name = "uvicorn", specifier = ">=0.34.2" },
     { name = "websockets", specifier = ">=12.0" },
     { name = "yt-dlp", specifier = ">=2025.7.21" },
 ]
-provides-extras = ["local-audio", "cpu", "cu126", "cu128"]
+provides-extras = ["local-audio", "cpu", "cu121", "cu126", "cu128", "strixhalo"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -4311,27 +3287,27 @@ test = [
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 version = "1.17.0"
 source = { registry = "https://pypi.org/simple" }
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+sdist = { url = "https://files.pythonhosted.org/packages/94/e7/b2c673351809dca68a0e064b6af791aa332cf192da575fd474ed7d6f16a2/six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81", size = 34031, upload-time = "2024-12-04T17:35:28.174Z" }
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+    { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" },
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 ]
 
 [[package]]
@@ -4838,24 +3770,14 @@ name = "torch-audiomentations"
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 name = "yt-dlp"
 version = "2025.9.26"
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diff --git a/restart.sh b/restart.sh
index 9ac7c54d..ba7e6229 100755
--- a/restart.sh
+++ b/restart.sh
@@ -1,3 +1,7 @@
 #!/bin/bash
 source "$(dirname "$0")/scripts/check_uv.sh"
-uv run --with-requirements setup-requirements.txt python services.py restart --all
+if [ $# -eq 0 ]; then
+    uv run --with-requirements setup-requirements.txt python services.py restart --all
+else
+    uv run --with-requirements setup-requirements.txt python services.py restart "$@"
+fi
diff --git a/services.py b/services.py
index 2826d902..0e29899b 100755
--- a/services.py
+++ b/services.py
@@ -179,9 +179,14 @@ def run_compose_command(service_name, command, build=False, force_recreate=False
             env_file = service_path / '.env'
             if env_file.exists():
                 env_values = dotenv_values(env_file)
-                # Derive profile from PYTORCH_CUDA_VERSION (cu126/cu121/etc = gpu, cpu = cpu)
+                # Derive profile from PYTORCH_CUDA_VERSION
                 pytorch_version = env_values.get('PYTORCH_CUDA_VERSION', 'cpu')
-                profile = 'gpu' if pytorch_version.startswith('cu') else 'cpu'
+                if pytorch_version == 'strixhalo':
+                    profile = 'strixhalo'
+                elif pytorch_version.startswith('cu'):
+                    profile = 'gpu'
+                else:
+                    profile = 'cpu'
                 build_cmd.extend(['--profile', profile])
 
         # For asr-services, only build the selected provider
@@ -277,9 +282,14 @@ def run_compose_command(service_name, command, build=False, force_recreate=False
         env_file = service_path / '.env'
         if env_file.exists():
             env_values = dotenv_values(env_file)
-            # Derive profile from PYTORCH_CUDA_VERSION (cu126/cu121/etc = gpu, cpu = cpu)
+            # Derive profile from PYTORCH_CUDA_VERSION
             pytorch_version = env_values.get('PYTORCH_CUDA_VERSION', 'cpu')
-            profile = 'gpu' if pytorch_version.startswith('cu') else 'cpu'
+            if pytorch_version == 'strixhalo':
+                profile = 'strixhalo'
+            elif pytorch_version.startswith('cu'):
+                profile = 'gpu'
+            else:
+                profile = 'cpu'
 
             cmd.extend(['--profile', profile])
 
@@ -288,7 +298,13 @@ def run_compose_command(service_name, command, build=False, force_recreate=False
                 if https_enabled.lower() == 'true':
                     cmd.extend(up_flags)
                 else:
-                    cmd.extend(up_flags + ['speaker-service-gpu' if profile == 'gpu' else 'speaker-service-cpu', 'web-ui'])
+                    if profile == 'gpu':
+                        service_to_start = 'speaker-service-gpu'
+                    elif profile == 'strixhalo':
+                        service_to_start = 'speaker-service-strixhalo'
+                    else:
+                        service_to_start = 'speaker-service-cpu'
+                    cmd.extend(up_flags + [service_to_start, 'web-ui'])
             elif command == 'down':
                 cmd.extend(['down'])
         else:
@@ -649,4 +665,4 @@ def main():
         restart_services(services, recreate=args.recreate)
 
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/start.sh b/start.sh
index 723fb20f..026e389c 100755
--- a/start.sh
+++ b/start.sh
@@ -1,3 +1,7 @@
 #!/bin/bash
 source "$(dirname "$0")/scripts/check_uv.sh"
-uv run --with-requirements setup-requirements.txt python services.py start --all "$@"
+if [ $# -eq 0 ]; then
+    uv run --with-requirements setup-requirements.txt python services.py start --all --build
+else
+    uv run --with-requirements setup-requirements.txt python services.py start "$@"
+fi
diff --git a/stop.sh b/stop.sh
index 0fc033d4..f6999def 100755
--- a/stop.sh
+++ b/stop.sh
@@ -1,3 +1,7 @@
 #!/bin/bash
 source "$(dirname "$0")/scripts/check_uv.sh"
-uv run --with-requirements setup-requirements.txt python services.py stop --all
+if [ $# -eq 0 ]; then
+    uv run --with-requirements setup-requirements.txt python services.py stop --all
+else
+    uv run --with-requirements setup-requirements.txt python services.py stop "$@"
+fi
diff --git a/wizard.py b/wizard.py
index e4d52395..a3125881 100755
--- a/wizard.py
+++ b/wizard.py
@@ -321,7 +321,7 @@ def run_service_setup(
 
             # Pass compute mode from existing .env if available
             compute_mode = read_env_value(speaker_env_path, "COMPUTE_MODE")
-            if compute_mode in ["cpu", "gpu"]:
+            if compute_mode in ["cpu", "gpu", "strixhalo"]:
                 cmd.extend(["--compute-mode", compute_mode])
                 console.print(
                     f"[blue][INFO][/blue] Found existing COMPUTE_MODE ({compute_mode}), reusing"
@@ -344,7 +344,7 @@ def run_service_setup(
 
             speaker_env_path = "extras/speaker-recognition/.env"
             cuda_version = read_env_value(speaker_env_path, "PYTORCH_CUDA_VERSION")
-            if cuda_version and cuda_version in ["cu121", "cu126", "cu128"]:
+            if cuda_version and cuda_version in ["cu121", "cu126", "cu128", "strixhalo"]:
                 cmd.extend(["--pytorch-cuda-version", cuda_version])
                 console.print(
                     f"[blue][INFO][/blue] Found existing PYTORCH_CUDA_VERSION ({cuda_version}) from speaker-recognition, reusing"
diff --git a/wizard.sh b/wizard.sh
index fb749554..0ad245b0 100755
--- a/wizard.sh
+++ b/wizard.sh
@@ -1,3 +1,3 @@
 #!/bin/bash
 source "$(dirname "$0")/scripts/check_uv.sh"
-uv run --with-requirements setup-requirements.txt wizard.py
+uv run --with-requirements setup-requirements.txt wizard.py "$@"

From d9ca0f4200f4317cffaaea08b44427294903a418 Mon Sep 17 00:00:00 2001
From: 0xrushi <0xrushi@gmail.com>
Date: Sun, 4 Jan 2026 23:07:30 -0500
Subject: [PATCH 2/7] Refactor Dockerfile for speaker recognition service

- Simplified the installation of system dependencies by removing conditional package manager checks and directly using `dnf` for installation.
- Cleaned up the Dockerfile to enhance readability and maintainability.
---
 .../speaker-recognition/Dockerfile.strixhalo  | 24 ++++---------------
 1 file changed, 4 insertions(+), 20 deletions(-)

diff --git a/extras/speaker-recognition/Dockerfile.strixhalo b/extras/speaker-recognition/Dockerfile.strixhalo
index 7c5c3a4f..ff0853ac 100644
--- a/extras/speaker-recognition/Dockerfile.strixhalo
+++ b/extras/speaker-recognition/Dockerfile.strixhalo
@@ -3,27 +3,11 @@ FROM docker.io/kyuz0/vllm-therock-gfx1151:sha-039484a
 ARG PYTORCH_CUDA_VERSION=strixhalo
 ENV PYTORCH_CUDA_VERSION=${PYTORCH_CUDA_VERSION}
 
-# Install system dependencies (base image may be deb/rpm/alpine)
+# Install system dependencies
 RUN set -eux; \
-    if command -v apt-get >/dev/null 2>&1; then \
-        apt-get update; \
-        apt-get install -y --no-install-recommends \
-            build-essential git ffmpeg curl libjpeg-dev zlib1g-dev libpng-dev; \
-        rm -rf /var/lib/apt/lists/*; \
-    elif command -v dnf >/dev/null 2>&1; then \
-        dnf -y install \
-            gcc gcc-c++ make git ffmpeg curl libjpeg-turbo-devel zlib-devel libpng-devel; \
-        dnf -y clean all; \
-    elif command -v yum >/dev/null 2>&1; then \
-        yum -y install \
-            gcc gcc-c++ make git ffmpeg curl libjpeg-turbo-devel zlib-devel libpng-devel; \
-        yum -y clean all; \
-    elif command -v apk >/dev/null 2>&1; then \
-        apk add --no-cache \
-            build-base git ffmpeg curl jpeg-dev zlib-dev libpng-dev; \
-    else \
-        echo "WARNING: No supported package manager found; skipping OS deps install" >&2; \
-    fi
+    dnf -y install \
+        gcc gcc-c++ make git ffmpeg curl libjpeg-turbo-devel zlib-devel libpng-devel; \
+    dnf -y clean all
 
 WORKDIR /app
 

From f4b20f8e486aafe3fdb88a44972e62a76a0f8bee Mon Sep 17 00:00:00 2001
From: 0xrushi <0xrushi@gmail.com>
Date: Sun, 4 Jan 2026 23:23:09 -0500
Subject: [PATCH 3/7] Add startup flow diagram and enhance speaker recognition
 documentation

---
 Docs/init-system.md | 55 ++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 54 insertions(+), 1 deletion(-)

diff --git a/Docs/init-system.md b/Docs/init-system.md
index 895d727d..4ec742dc 100644
--- a/Docs/init-system.md
+++ b/Docs/init-system.md
@@ -225,6 +225,59 @@ cd extras/asr-services && docker compose up --build -d
 cd extras/openmemory-mcp && docker compose up --build -d
 ```
 
+## Startup Flow (Mermaid) diagram
+
+Chronicle has two layers:
+- **Setup** (`wizard.sh` / `wizard.py`) writes config (`.env`, `config/config.yml`, optional SSL/nginx config).
+- **Run** (`start.sh` / `services.py`) starts the configured services via `docker compose`.
+
+```mermaid
+flowchart TD
+  A[wizard.sh] --> B[uv run --with-requirements setup-requirements.txt wizard.py]
+  B --> C{Select services}
+  C --> D[backends/advanced/init.py\nwrites backends/advanced/.env + config/config.yml]
+  C --> E[extras/speaker-recognition/init.py\nwrites extras/speaker-recognition/.env\noptionally ssl/* + nginx.conf]
+  C --> F[extras/asr-services/init.py\nwrites extras/asr-services/.env]
+  C --> G[extras/openmemory-mcp/setup.sh]
+
+  A2[start.sh] --> B2[uv run --with-requirements setup-requirements.txt python services.py start ...]
+  B2 --> H{For each service:\n.env exists?}
+  H -->|yes| I[services.py runs docker compose\nin each service directory]
+  H -->|no| J[Skip (not configured)]
+```
+
+### How `services.py` picks Speaker Recognition variants
+
+`services.py` reads `extras/speaker-recognition/.env` and decides:
+- `COMPUTE_MODE=cpu|gpu|strixhalo` → choose compose profile
+- `REACT_UI_HTTPS=true|false` → include `nginx` (HTTPS) vs run only API+UI (HTTP)
+
+```mermaid
+flowchart TD
+  S[start.sh] --> P[services.py]
+  P --> R[Read extras/speaker-recognition/.env]
+  R --> M{COMPUTE_MODE}
+  M -->|cpu| C1[docker compose --profile cpu up ...]
+  M -->|gpu| C2[docker compose --profile gpu up ...]
+  M -->|strixhalo| C3[docker compose --profile strixhalo up ...]
+  R --> H{REACT_UI_HTTPS}
+  H -->|true| N1[Start profile default set:\nAPI + web-ui + nginx]
+  H -->|false| N2[Start only:\nAPI + web-ui (no nginx)]
+```
+
+### CPU + NVIDIA share the same `Dockerfile` + `pyproject.toml`
+
+Speaker recognition uses a single dependency definition with per-accelerator “extras”:
+- `extras/speaker-recognition/pyproject.toml` defines extras like `cpu`, `cu121`, `cu126`, `cu128`, `strixhalo`.
+- `extras/speaker-recognition/Dockerfile` takes `ARG PYTORCH_CUDA_VERSION` and runs:
+  - `uv sync --extra ${PYTORCH_CUDA_VERSION}`
+  - `uv run --extra ${PYTORCH_CUDA_VERSION} ...`
+- `extras/speaker-recognition/docker-compose.yml` sets that build arg per profile:
+  - CPU profile defaults to `PYTORCH_CUDA_VERSION=cpu`
+  - GPU profile defaults to `PYTORCH_CUDA_VERSION=cu126` and reserves NVIDIA GPUs
+
+AMD/ROCm (Strix Halo) uses the same `pyproject.toml` interface (the `strixhalo` extra), but a different build recipe (`extras/speaker-recognition/Dockerfile.strixhalo`) and ROCm device mappings, because the base image provides the torch stack.
+
 ## Configuration Files
 
 ### Generated Files
@@ -267,4 +320,4 @@ cd backends/advanced && docker compose logs chronicle-backend
 
 # Speaker Recognition logs
 cd extras/speaker-recognition && docker compose logs speaker-service
-```
\ No newline at end of file
+```

From f1050413e265d332ebc73d06dd32da4350491c0e Mon Sep 17 00:00:00 2001
From: 0xrushi <0xrushi@gmail.com>
Date: Mon, 23 Feb 2026 21:38:19 -0500
Subject: [PATCH 4/7] increase test timeout

---
 extras/asr-services/Dockerfile_Parakeet       |     2 +-
 extras/asr-services/docker-compose.yml        |    35 +
 extras/asr-services/init.py                   |   229 +-
 .../providers/vibevoice/Dockerfile.strixhalo  |    71 +
 extras/asr-services/pyproject.toml            |    17 +-
 extras/asr-services/uv.lock                   | 13661 +++++++---------
 extras/speaker-recognition/uv.lock            |   665 +-
 services.py                                   |   529 +-
 tests/endpoints/conversation_tests.robot      |    19 +-
 tests/endpoints/rq_queue_tests.robot          |     6 +-
 tests/infrastructure/infra_tests.robot        |     3 +-
 .../always_persist_audio_tests.robot          |     2 +
 tests/integration/conversation_queue.robot    |     7 +-
 tests/integration/plugin_event_tests.robot    |    12 +-
 .../websocket_streaming_tests.robot           |     2 +-
 .../websocket_transcription_e2e_test.robot    |    14 +-
 tests/resources/audio_keywords.robot          |     4 +-
 tests/resources/websocket_keywords.robot      |     2 +-
 wizard.py                                     |    13 +-
 19 files changed, 6798 insertions(+), 8495 deletions(-)
 create mode 100644 extras/asr-services/providers/vibevoice/Dockerfile.strixhalo

diff --git a/extras/asr-services/Dockerfile_Parakeet b/extras/asr-services/Dockerfile_Parakeet
index cc41a181..c13d2977 100644
--- a/extras/asr-services/Dockerfile_Parakeet
+++ b/extras/asr-services/Dockerfile_Parakeet
@@ -17,7 +17,7 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 
 # Dependency manifest first for cache‑friendly installs
 COPY pyproject.toml uv.lock ./
-RUN uv sync --frozen --no-install-project --group parakeet --extra ${PYTORCH_CUDA_VERSION} && \
+RUN uv sync --frozen --no-install-project --group parakeet --extra local-audio --extra wyoming --extra ${PYTORCH_CUDA_VERSION} && \
     uv cache clean
 
 # Should prepare the .venv for use :)
diff --git a/extras/asr-services/docker-compose.yml b/extras/asr-services/docker-compose.yml
index 86888a9e..ee6922e1 100644
--- a/extras/asr-services/docker-compose.yml
+++ b/extras/asr-services/docker-compose.yml
@@ -178,6 +178,41 @@ services:
       # Batching config: managed via config/defaults.yml (asr_services.vibevoice)
     restart: unless-stopped
 
+  # AMD ROCm / Strix Halo variant for VibeVoice
+  vibevoice-asr-strixhalo:
+    profiles: ["strixhalo", "amd"]
+    build:
+      context: .
+      dockerfile: providers/vibevoice/Dockerfile.strixhalo
+    image: chronicle-asr-vibevoice-strixhalo:latest
+    ports:
+      - "${ASR_PORT:-8767}:8765"
+    volumes:
+      - ./model_cache:/models
+      - ./debug:/app/debug
+      - ./results:/app/results
+      - ../../config:/app/config:ro
+      - ./lora_adapters:/models/lora_adapters
+    devices:
+      - /dev/kfd
+      - /dev/dri
+    group_add:
+      - video
+    security_opt:
+      - seccomp:unconfined
+    environment:
+      - HF_HOME=/models
+      - ASR_MODEL=${ASR_MODEL:-microsoft/VibeVoice-ASR}
+      - VIBEVOICE_LLM_MODEL=${VIBEVOICE_LLM_MODEL:-Qwen/Qwen2.5-7B}
+      - VIBEVOICE_ATTN_IMPL=${VIBEVOICE_ATTN_IMPL:-sdpa}
+      - DEVICE=${DEVICE:-cuda}
+      - TORCH_DTYPE=${TORCH_DTYPE:-bfloat16}
+      - MAX_NEW_TOKENS=${MAX_NEW_TOKENS:-8192}
+      - QUANTIZATION=${QUANTIZATION:-4bit}
+      - LORA_ADAPTER_PATH=${LORA_ADAPTER_PATH:-}
+      - HSA_OVERRIDE_GFX_VERSION=11.5.1
+    restart: unless-stopped
+
   # ============================================================================
   # Transformers Provider (Hindi Whisper, HuggingFace models)
   # ============================================================================
diff --git a/extras/asr-services/init.py b/extras/asr-services/init.py
index 188e0425..48a4d541 100755
--- a/extras/asr-services/init.py
+++ b/extras/asr-services/init.py
@@ -37,7 +37,12 @@
         "default_model": "microsoft/VibeVoice-ASR",
         "service": "vibevoice-asr",
         # Note: VibeVoice provides diarization but NOT word_timestamps
-        "capabilities": ["timestamps", "diarization", "speaker_identification", "long_form"],
+        "capabilities": [
+            "timestamps",
+            "diarization",
+            "speaker_identification",
+            "long_form",
+        ],
     },
     "faster-whisper": {
         "name": "Faster-Whisper",
@@ -49,7 +54,13 @@
         },
         "default_model": "Systran/faster-whisper-large-v3",
         "service": "faster-whisper-asr",
-        "capabilities": ["timestamps", "word_timestamps", "language_detection", "vad_filter", "translation"],
+        "capabilities": [
+            "timestamps",
+            "word_timestamps",
+            "language_detection",
+            "vad_filter",
+            "translation",
+        ],
     },
     "transformers": {
         "name": "Transformers",
@@ -84,7 +95,12 @@
         "service": "qwen3-asr-wrapper",
         # No diarization (use speaker service for that).
         # word_timestamps provided by ForcedAligner (batch only, enabled via Dockerfile.full).
-        "capabilities": ["word_timestamps", "multilingual", "language_detection", "streaming"],
+        "capabilities": [
+            "word_timestamps",
+            "multilingual",
+            "language_detection",
+            "streaming",
+        ],
     },
 }
 
@@ -98,11 +114,7 @@ def __init__(self, args=None):
     def print_header(self, title: str):
         """Print a colorful header"""
         self.console.print()
-        panel = Panel(
-            Text(title, style="cyan bold"),
-            style="cyan",
-            expand=False
-        )
+        panel = Panel(Text(title, style="cyan bold"), style="cyan", expand=False)
         self.console.print(panel)
         self.console.print()
 
@@ -120,7 +132,9 @@ def prompt_value(self, prompt: str, default: str = "") -> str:
             self.console.print(f"Using default: {default}")
             return default
 
-    def prompt_choice(self, prompt: str, choices: Dict[str, str], default: str = "1") -> str:
+    def prompt_choice(
+        self, prompt: str, choices: Dict[str, str], default: str = "1"
+    ) -> str:
         """Prompt for a choice from options"""
         self.console.print(prompt)
         for key, desc in choices.items():
@@ -132,7 +146,9 @@ def prompt_choice(self, prompt: str, choices: Dict[str, str], default: str = "1"
                 choice = Prompt.ask("Enter choice", default=default)
                 if choice in choices:
                     return choice
-                self.console.print(f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]")
+                self.console.print(
+                    f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]"
+                )
             except EOFError:
                 self.console.print(f"Using default choice: {default}")
                 return default
@@ -148,7 +164,9 @@ def backup_existing_env(self):
             timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
             backup_path = f".env.backup.{timestamp}"
             shutil.copy2(env_path, backup_path)
-            self.console.print(f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}")
+            self.console.print(
+                f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}"
+            )
 
     def detect_cuda_version(self) -> str:
         """Detect system CUDA version (delegates to shared utility)"""
@@ -157,10 +175,12 @@ def detect_cuda_version(self) -> str:
     def select_provider(self) -> str:
         """Select ASR provider"""
         # Check for command-line provider first (skip interactive UI)
-        if hasattr(self.args, 'provider') and self.args.provider:
+        if hasattr(self.args, "provider") and self.args.provider:
             provider = self.args.provider
-            provider_name = PROVIDERS.get(provider, {}).get('name', provider)
-            self.console.print(f"[green]✅[/green] ASR Provider: {provider_name} (configured via wizard)")
+            provider_name = PROVIDERS.get(provider, {}).get("name", provider)
+            self.console.print(
+                f"[green]✅[/green] ASR Provider: {provider_name} (configured via wizard)"
+            )
             return provider
 
         self.print_section("Provider Selection")
@@ -174,27 +194,21 @@ def select_provider(self) -> str:
         table.add_row(
             "vibevoice",
             "Microsoft VibeVoice-ASR",
-            "Built-in speaker diarization, batch only"
+            "Built-in speaker diarization, batch only",
         )
         table.add_row(
-            "qwen3-asr",
-            "Qwen3-ASR via vLLM",
-            "52 languages, streaming + batch"
+            "qwen3-asr", "Qwen3-ASR via vLLM", "52 languages, streaming + batch"
         )
         table.add_row(
             "nemo",
             "NVIDIA NeMo (Parakeet)",
-            "English, streaming + batch, word timestamps"
-        )
-        table.add_row(
-            "transformers",
-            "HuggingFace models",
-            "Hindi, custom models"
+            "English, streaming + batch, word timestamps",
         )
+        table.add_row("transformers", "HuggingFace models", "Hindi, custom models")
         table.add_row(
             "faster-whisper",
             "Fast Whisper (CTranslate2)",
-            "Lightweight, fast inference"
+            "Lightweight, fast inference",
         )
         self.console.print(table)
         self.console.print()
@@ -208,7 +222,13 @@ def select_provider(self) -> str:
         }
 
         choice = self.prompt_choice("Choose ASR provider:", provider_choices, "1")
-        choice_to_provider = {"1": "vibevoice", "2": "qwen3-asr", "3": "nemo", "4": "transformers", "5": "faster-whisper"}
+        choice_to_provider = {
+            "1": "vibevoice",
+            "2": "qwen3-asr",
+            "3": "nemo",
+            "4": "transformers",
+            "5": "faster-whisper",
+        }
         return choice_to_provider[choice]
 
     def select_model(self, provider: str) -> str:
@@ -218,15 +238,19 @@ def select_model(self, provider: str) -> str:
         default_model = provider_info["default_model"]
 
         # Check for command-line model
-        if hasattr(self.args, 'model') and self.args.model:
+        if hasattr(self.args, "model") and self.args.model:
             model = self.args.model
-            self.console.print(f"[green]✅[/green] ASR Model: {model} (configured via wizard)")
+            self.console.print(
+                f"[green]✅[/green] ASR Model: {model} (configured via wizard)"
+            )
             return model
 
         self.print_section(f"Model Selection ({PROVIDERS[provider]['name']})")
 
         # Show available models
-        self.console.print(f"[blue]Available models for {provider_info['name']}:[/blue]")
+        self.console.print(
+            f"[blue]Available models for {provider_info['name']}:[/blue]"
+        )
         model_choices = {}
         for i, (model_id, description) in enumerate(models.items(), 1):
             model_choices[str(i)] = f"{model_id} - {description}"
@@ -247,7 +271,9 @@ def select_model(self, provider: str) -> str:
 
         if choice == str(len(models) + 1):
             # Custom model
-            custom_model = self.prompt_value("Enter model identifier (HuggingFace repo or path)")
+            custom_model = self.prompt_value(
+                "Enter model identifier (HuggingFace repo or path)"
+            )
             return custom_model
         else:
             return list(models.keys())[int(choice) - 1]
@@ -256,33 +282,44 @@ def setup_cuda_version(self):
         """Configure PyTorch CUDA version"""
         self.print_section("PyTorch CUDA Version")
 
-        is_macos = platform.system() == 'Darwin'
+        is_macos = platform.system() == "Darwin"
 
-        if hasattr(self.args, 'pytorch_cuda_version') and self.args.pytorch_cuda_version:
+        if (
+            hasattr(self.args, "pytorch_cuda_version")
+            and self.args.pytorch_cuda_version
+        ):
             cuda_version = self.args.pytorch_cuda_version
-            self.console.print(f"[green][SUCCESS][/green] CUDA version from command line: {cuda_version}")
+            self.console.print(
+                f"[green][SUCCESS][/green] CUDA version from command line: {cuda_version}"
+            )
         elif is_macos:
             cuda_version = "cpu"
-            self.console.print("[blue][INFO][/blue] Detected macOS - using CPU-only PyTorch")
+            self.console.print(
+                "[blue][INFO][/blue] Detected macOS - using CPU-only PyTorch"
+            )
         else:
             detected_cuda = self.detect_cuda_version()
-            self.console.print(f"[blue][INFO][/blue] Detected CUDA version: {detected_cuda}")
+            self.console.print(
+                f"[blue][INFO][/blue] Detected CUDA version: {detected_cuda}"
+            )
 
             cuda_choices = {
                 "1": "CUDA 12.1 (cu121)",
                 "2": "CUDA 12.6 (cu126) - Recommended",
                 "3": "CUDA 12.8 (cu128)",
-                "4": "AMD Strix Halo (NPU)"
+                "4": "AMD Strix Halo (NPU)",
             }
             cuda_to_choice = {"cu121": "1", "cu126": "2", "cu128": "3"}
             default_choice = cuda_to_choice.get(detected_cuda, "2")
 
-            choice = self.prompt_choice("Choose CUDA version:", cuda_choices, default_choice)
+            choice = self.prompt_choice(
+                "Choose CUDA version:", cuda_choices, default_choice
+            )
             choice_to_cuda = {
                 "1": "cu121",
                 "2": "cu126",
                 "3": "cu128",
-                "4": "strixhalo"
+                "4": "strixhalo",
             }
             cuda_version = choice_to_cuda[choice]
 
@@ -312,8 +349,12 @@ def setup_provider_config(self, provider: str, model: str):
             self.config["TORCH_DTYPE"] = "float16"
             self.config["DEVICE"] = "cuda"
             self.config["USE_FLASH_ATTENTION"] = "true"
-            self.console.print("[blue][INFO][/blue] Enabled Flash Attention for VibeVoice")
-            self.console.print("[blue][INFO][/blue] VibeVoice provides built-in speaker diarization (no pyannote needed)")
+            self.console.print(
+                "[blue][INFO][/blue] Enabled Flash Attention for VibeVoice"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] VibeVoice provides built-in speaker diarization (no pyannote needed)"
+            )
 
         elif provider == "transformers":
             self.config["TORCH_DTYPE"] = "float16"
@@ -323,7 +364,9 @@ def setup_provider_config(self, provider: str, model: str):
             # Hindi model-specific
             if "hindi" in model.lower():
                 self.config["LANGUAGE"] = "hi"
-                self.console.print("[blue][INFO][/blue] Set language to Hindi for Hindi Whisper model")
+                self.console.print(
+                    "[blue][INFO][/blue] Set language to Hindi for Hindi Whisper model"
+                )
 
         elif provider == "nemo":
             # NeMo's transcribe() handles long audio natively - no extra config needed
@@ -332,8 +375,12 @@ def setup_provider_config(self, provider: str, model: str):
         elif provider == "qwen3-asr":
             self.config["QWEN3_GPU_MEM"] = "0.8"
             # No CUDA build needed - uses pre-built vLLM image
-            self.console.print("[blue][INFO][/blue] Qwen3-ASR uses a pre-built vLLM Docker image (no local CUDA build)")
-            self.console.print("[blue][INFO][/blue] Streaming bridge will also be started on port 8769")
+            self.console.print(
+                "[blue][INFO][/blue] Qwen3-ASR uses a pre-built vLLM Docker image (no local CUDA build)"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] Streaming bridge will also be started on port 8769"
+            )
 
     def generate_env_file(self):
         """Generate .env file from configuration"""
@@ -378,7 +425,9 @@ def update_config_yml(self, provider: str):
 
         stt_model = provider_to_stt_model.get(provider)
         if not stt_model:
-            self.console.print(f"[yellow][WARNING][/yellow] Unknown provider '{provider}', skipping config.yml update")
+            self.console.print(
+                f"[yellow][WARNING][/yellow] Unknown provider '{provider}', skipping config.yml update"
+            )
             return
 
         stream_model = provider_to_stream_model.get(provider)
@@ -401,24 +450,35 @@ def update_config_yml(self, provider: str):
                 defaults_path = config_manager.config_dir / "defaults.yml"
                 if defaults_path.exists():
                     import yaml
+
                     with open(defaults_path) as f:
                         defaults = yaml.safe_load(f) or {}
                     defaults_models = defaults.get("models", []) or []
-                    defaults_by_name = {m["name"]: m for m in defaults_models if "name" in m}
+                    defaults_by_name = {
+                        m["name"]: m for m in defaults_models if "name" in m
+                    }
 
                     for name in missing:
                         if name in defaults_by_name:
                             models.append(defaults_by_name[name])
-                            self.console.print(f"[green][SUCCESS][/green] Added model '{name}' to config.yml from defaults")
+                            self.console.print(
+                                f"[green][SUCCESS][/green] Added model '{name}' to config.yml from defaults"
+                            )
                         else:
-                            self.console.print(f"[yellow][WARNING][/yellow] Model '{name}' not found in defaults.yml either")
+                            self.console.print(
+                                f"[yellow][WARNING][/yellow] Model '{name}' not found in defaults.yml either"
+                            )
 
                     config["models"] = models
                     config_manager.save_full_config(config)
                 else:
-                    self.console.print(f"[yellow][WARNING][/yellow] defaults.yml not found, cannot add missing models")
+                    self.console.print(
+                        f"[yellow][WARNING][/yellow] defaults.yml not found, cannot add missing models"
+                    )
             else:
-                self.console.print(f"[blue][INFO][/blue] Model definitions already present in config.yml")
+                self.console.print(
+                    f"[blue][INFO][/blue] Model definitions already present in config.yml"
+                )
 
             # Update defaults
             defaults_update = {"stt": stt_model}
@@ -426,13 +486,21 @@ def update_config_yml(self, provider: str):
                 defaults_update["stt_stream"] = stream_model
             config_manager.update_config_defaults(defaults_update)
 
-            self.console.print(f"[green][SUCCESS][/green] Updated defaults.stt to '{stt_model}' in config/config.yml")
+            self.console.print(
+                f"[green][SUCCESS][/green] Updated defaults.stt to '{stt_model}' in config/config.yml"
+            )
             if stream_model:
-                self.console.print(f"[green][SUCCESS][/green] Updated defaults.stt_stream to '{stream_model}' in config/config.yml")
+                self.console.print(
+                    f"[green][SUCCESS][/green] Updated defaults.stt_stream to '{stream_model}' in config/config.yml"
+                )
 
         except Exception as e:
-            self.console.print(f"[yellow][WARNING][/yellow] Could not update config.yml: {e}")
-            self.console.print("[blue][INFO][/blue] You may need to manually set defaults.stt in config/config.yml")
+            self.console.print(
+                f"[yellow][WARNING][/yellow] Could not update config.yml: {e}"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] You may need to manually set defaults.stt in config/config.yml"
+            )
 
     def show_summary(self, provider: str, model: str):
         """Show configuration summary"""
@@ -459,26 +527,52 @@ def show_next_steps(self, provider: str):
         self.console.print()
 
         service_name = PROVIDERS[provider]["service"]
+        cuda_version = self.config.get("PYTORCH_CUDA_VERSION", "")
 
-        self.console.print("1. Build and start the ASR service:")
-        self.console.print(f"   [cyan]docker compose up --build -d {service_name}[/cyan]")
+        if cuda_version == "strixhalo":
+            strix_services = {
+                "vibevoice": "vibevoice-asr-strixhalo",
+                "nemo": "parakeet-asr-strixhalo",
+            }
+            strix_service_name = strix_services.get(provider, service_name)
+            self.console.print(
+                "1. Build and start the ASR service with Strix Halo profile:"
+            )
+            self.console.print(
+                f"   [cyan]docker compose --profile strixhalo up --build -d {strix_service_name}[/cyan]"
+            )
+        else:
+            self.console.print("1. Build and start the ASR service:")
+            self.console.print(
+                f"   [cyan]docker compose up --build -d {service_name}[/cyan]"
+            )
         self.console.print()
         self.console.print("2. Or use a pre-configured profile:")
-        self.console.print("   [cyan]cp configs/parakeet.env .env && docker compose up --build -d nemo-asr[/cyan]")
+        self.console.print(
+            "   [cyan]cp configs/parakeet.env .env && docker compose up --build -d nemo-asr[/cyan]"
+        )
         self.console.print()
         self.console.print("3. Service will be available at:")
-        self.console.print(f"   [cyan]http://localhost:{self.config.get('ASR_PORT', '8767')}[/cyan]")
+        self.console.print(
+            f"   [cyan]http://localhost:{self.config.get('ASR_PORT', '8767')}[/cyan]"
+        )
         self.console.print()
         self.console.print("4. Test the service:")
-        self.console.print(f"   [cyan]curl http://localhost:{self.config.get('ASR_PORT', '8767')}/health[/cyan]")
+        self.console.print(
+            f"   [cyan]curl http://localhost:{self.config.get('ASR_PORT', '8767')}/health[/cyan]"
+        )
         self.console.print()
         self.console.print("5. Configure Chronicle backend:")
-        self.console.print(f"   Set PARAKEET_ASR_URL=http://host.docker.internal:{self.config.get('ASR_PORT', '8767')}")
+        self.console.print(
+            f"   Set PARAKEET_ASR_URL=http://host.docker.internal:{self.config.get('ASR_PORT', '8767')}"
+        )
 
     def run(self):
         """Run the complete setup process"""
         self.print_header("🎤 ASR Services Setup (Provider-Based Architecture)")
-        self.console.print("Configure offline speech-to-text service with your choice of provider and model")
+        self.console.print(
+            "Configure offline speech-to-text service with your choice of provider and model"
+        )
         self.console.print()
 
         try:
@@ -487,7 +581,7 @@ def run(self):
             model = self.select_model(provider)
 
             # Configure CUDA version (only for providers that need local CUDA builds)
-            if provider in ["nemo", "transformers"]:
+            if provider in ["nemo", "transformers", "vibevoice"]:
                 self.setup_cuda_version()
 
             # Provider-specific configuration
@@ -505,7 +599,9 @@ def run(self):
             self.show_next_steps(provider)
 
             self.console.print()
-            self.console.print("[green][SUCCESS][/green] ASR Services setup complete! 🎉")
+            self.console.print(
+                "[green][SUCCESS][/green] ASR Services setup complete! 🎉"
+            )
 
         except KeyboardInterrupt:
             self.console.print()
@@ -522,16 +618,13 @@ def main():
     parser.add_argument(
         "--provider",
         choices=["vibevoice", "faster-whisper", "transformers", "nemo", "qwen3-asr"],
-        help="ASR provider to use"
-    )
-    parser.add_argument(
-        "--model",
-        help="Model identifier (HuggingFace repo or path)"
+        help="ASR provider to use",
     )
+    parser.add_argument("--model", help="Model identifier (HuggingFace repo or path)")
     parser.add_argument(
         "--pytorch-cuda-version",
         choices=["cu121", "cu126", "cu128", "strixhalo"],
-        help="PyTorch CUDA version"
+        help="PyTorch CUDA version",
     )
 
     args = parser.parse_args()
diff --git a/extras/asr-services/providers/vibevoice/Dockerfile.strixhalo b/extras/asr-services/providers/vibevoice/Dockerfile.strixhalo
new file mode 100644
index 00000000..859b4d22
--- /dev/null
+++ b/extras/asr-services/providers/vibevoice/Dockerfile.strixhalo
@@ -0,0 +1,71 @@
+# syntax=docker/dockerfile:1
+#
+# VibeVoice ASR Provider Dockerfile for AMD Strix Halo (gfx1151)
+#
+# Uses pip for PyTorch/ROCm installation due to rocm[libraries] source distribution.
+# VibeVoice provides speech-to-text with speaker diarization.
+
+#########################  builder #################################
+FROM python:3.12-slim-bookworm AS builder
+
+WORKDIR /app
+
+# Install system dependencies for building
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        build-essential git curl \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install uv for dependency management
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
+
+ENV UV_COMPILE_BYTECODE=1
+ENV UV_LINK_MODE=copy
+
+# Dependency manifest first for cache-friendly installs
+COPY pyproject.toml uv.lock ./
+
+# Sync dependencies WITHOUT torch (will install via pip)
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --frozen --no-install-project --group vibevoice --no-extra strixhalo
+
+# Install PyTorch with ROCm support using uv pip
+# This is needed because uv cannot resolve rocm[libraries] from source dist
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv pip install --index-url https://rocm.nightlies.amd.com/v2/gfx1151/ \
+    --pre "torch>=2.10" "torchaudio>=2.10"
+
+#########################  runtime #################################
+FROM python:3.12-slim-bookworm AS runtime
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+# Install runtime dependencies
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        curl ffmpeg git libsndfile1 gcc libc6-dev \
+    && rm -rf /var/lib/apt/lists/*
+
+# Copy installed packages from builder's venv to system Python
+COPY --from=builder /app/.venv/lib/python3.12/site-packages /usr/local/lib/python3.12/site-packages
+
+# Copy application code
+COPY common/ ./common/
+COPY providers/vibevoice/ ./providers/vibevoice/
+
+# Pre-clone VibeVoice repository for faster startup
+ENV HF_HOME="/models"
+RUN mkdir -p /models && \
+    git clone https://github.com/microsoft/VibeVoice.git /models/vibevoice
+
+# Default environment variables
+ENV ASR_MODEL="microsoft/VibeVoice-ASR"
+ENV VIBEVOICE_LLM_MODEL="Qwen/Qwen2.5-7B"
+ENV VIBEVOICE_ATTN_IMPL="sdpa"
+ENV DEVICE="cuda"
+ENV TORCH_DTYPE="bfloat16"
+ENV MAX_NEW_TOKENS="8192"
+ENV QUANTIZATION="4bit"
+ENV HSA_OVERRIDE_GFX_VERSION=11.5.1
+
+EXPOSE 8765
+
+CMD ["python", "-m", "providers.vibevoice.service", "--port", "8765"]
diff --git a/extras/asr-services/pyproject.toml b/extras/asr-services/pyproject.toml
index 4320a3da..05b98e18 100644
--- a/extras/asr-services/pyproject.toml
+++ b/extras/asr-services/pyproject.toml
@@ -42,9 +42,13 @@ cu128 = [
   "torch>=2.3",
   "torchaudio>=2.3",
 ]
+
+# AMD Strix Halo (gfx1151) - uses pip in Dockerfile due to rocm[libraries] source dist
+# This extra is handled separately in Docker builds
+# torch2.10+ officially supports strixhalo
 strixhalo = [
-  "torch>=2.3",
-  "torchaudio>=2.3",
+  "torch>=2.10",
+  "torchaudio>=2.10",
 ]
 
 [tool.uv]
@@ -71,13 +75,11 @@ torch = [
     { index = "pytorch-cu121", extra = "cu121" },
     { index = "pytorch-cu126", extra = "cu126" },
     { index = "pytorch-cu128", extra = "cu128" },
-    { index = "rocm-gfx1151", extra = "strixhalo" },
 ]
 torchaudio = [
     { index = "pytorch-cu121", extra = "cu121" },
     { index = "pytorch-cu126", extra = "cu126" },
     { index = "pytorch-cu128", extra = "cu128" },
-    { index = "rocm-gfx1151", extra = "strixhalo" },
 ]
 
 [[tool.uv.index]]
@@ -95,11 +97,6 @@ name = "pytorch-cu128"
 url = "https://download.pytorch.org/whl/cu128"
 explicit = true
 
-[[tool.uv.index]]
-name = "rocm-gfx1151"
-url = "https://rocm.nightlies.amd.com/v2/gfx1151/"
-explicit = true
-
 [dependency-groups]
 # Provider-specific dependency groups
 faster-whisper = [
@@ -119,6 +116,7 @@ nemo = [
     "nemo-toolkit[asr]>=2.2.0",
     "cuda-python>=12.3",
     "numpy>=1.26,<2.0",
+    "ml-dtypes>=0.5.0; python_version < '3.13'",
 ]
 
 vibevoice = [
@@ -151,6 +149,7 @@ parakeet = [
     "nemo-toolkit[asr]>=2.2.0",
     "cuda-python>=12.3",
     "numpy>=1.26,<2.0",
+    "ml-dtypes>=0.5.0; python_version < '3.13'",
 ]
 
 # Development dependencies
diff --git a/extras/asr-services/uv.lock b/extras/asr-services/uv.lock
index 752a5c90..49cdb4af 100644
--- a/extras/asr-services/uv.lock
+++ b/extras/asr-services/uv.lock
@@ -1,287 +1,17 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.10"
 resolution-markers = [
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.14' and sys_platform == 'linux'",
+    "python_full_version == '3.13.*' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and sys_platform != 'linux'",
+    "python_full_version == '3.13.*' and sys_platform != 'linux'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux'",
+    "python_full_version < '3.11' and sys_platform == 'linux'",
+    "python_full_version < '3.11' and sys_platform != 'linux'",
 ]
 conflicts = [[
     { package = "asr-services", group = "faster-whisper" },
@@ -294,15 +24,16 @@ conflicts = [[
     { package = "asr-services", extra = "cu121" },
     { package = "asr-services", extra = "cu126" },
     { package = "asr-services", extra = "cu128" },
+    { package = "asr-services", extra = "strixhalo" },
 ]]
 
 [[package]]
 name = "absl-py"
-version = "2.3.0"
+version = "2.4.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/03/15/18693af986560a5c3cc0b84a8046b536ffb2cdb536e03cce897f2759e284/absl_py-2.3.0.tar.gz", hash = "sha256:d96fda5c884f1b22178852f30ffa85766d50b99e00775ea626c23304f582fc4f", size = 116400, upload_time = "2025-05-27T09:15:50.143Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/64/c7/8de93764ad66968d19329a7e0c147a2bb3c7054c554d4a119111b8f9440f/absl_py-2.4.0.tar.gz", hash = "sha256:8c6af82722b35cf71e0f4d1d47dcaebfff286e27110a99fc359349b247dfb5d4", size = 116543, upload-time = "2026-01-28T10:17:05.322Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/87/04/9d75e1d3bb4ab8ec67ff10919476ccdee06c098bcfcf3a352da5f985171d/absl_py-2.3.0-py3-none-any.whl", hash = "sha256:9824a48b654a306168f63e0d97714665f8490b8d89ec7bf2efc24bf67cf579b3", size = 135657, upload_time = "2025-05-27T09:15:48.742Z" },
+    { url = "https://files.pythonhosted.org/packages/18/a6/907a406bb7d359e6a63f99c313846d9eec4f7e6f7437809e03aa00fa3074/absl_py-2.4.0-py3-none-any.whl", hash = "sha256:88476fd881ca8aab94ffa78b7b6c632a782ab3ba1cd19c9bd423abc4fb4cd28d", size = 135750, upload-time = "2026-01-28T10:17:04.19Z" },
 ]
 
 [[package]]
@@ -316,207 +47,249 @@ dependencies = [
     { name = "psutil" },
     { name = "pyyaml" },
     { name = "safetensors" },
-    { name = "torch", version = "2.5.1+cu121", source = { registry = "https://download.pytorch.org/whl/cu121" }, marker = "extra == 'extra-12-asr-services-cu121' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
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'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "torchaudio", version = "2.9.1+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "torch", version = "2.10.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" } },
+    { name = "torchaudio", version = "2.10.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" } },
 ]
 cu128 = [
-    { name = "torch", version = "2.9.1+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" } },
-    { name = "torchaudio", version = "2.9.1", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu128') or (platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "torchaudio", version = "2.9.1+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu128') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "torch", version = "2.10.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" } },
+    { name = "torchaudio", version = "2.10.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" } },
 ]
 local-audio = [
     { name = "easy-audio-interfaces", extra = ["local-audio"] },
 ]
+strixhalo = [
+    { name = "torch", version = "2.10.0", source = { registry = "https://pypi.org/simple" } },
+    { name = "torchaudio", version = "2.10.0", source = { registry = "https://pypi.org/simple" } },
+]
 wyoming = [
     { name = "easy-audio-interfaces" },
     { name = "silero-vad" },
@@ -575,15 +350,17 @@ faster-whisper = [
 ]
 nemo = [
     { name = "cuda-python" },
-    { name = "nemo-toolkit", version = "2.6.1", source = { registry = "https://pypi.org/simple" }, extra = ["asr"], marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and 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'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 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'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
     { name = "numpy" },
 ]
 parakeet = [
     { name = "cuda-python" },
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'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
     { name = "numpy" },
 ]
 qwen3-asr = [
@@ -600,35 +377,31 @@ qwen3-asr-full = [
 transformers = [
     { name = "accelerate" },
     { name = "diffusers" },
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and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 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'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "torch", version = "2.7.1", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers')" },
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and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 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'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
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+    { name = "torch", marker = "extra == 'strixhalo'", specifier = ">=2.10" },
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     { name = "wyoming", marker = "extra == 'wyoming'", specifier = ">=1.7.0" },
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+provides-extras = ["local-audio", "wyoming", "cu121", "cu126", "cu128", "strixhalo"]
 
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 demo = [
@@ -672,11 +447,13 @@ faster-whisper = [
 ]
 nemo = [
     { name = "cuda-python", specifier = ">=12.3" },
+    { name = "ml-dtypes", marker = "python_full_version < '3.13'", specifier = ">=0.5.0" },
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 ]
 parakeet = [
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+    { name = "ml-dtypes", marker = "python_full_version < '3.13'", specifier = ">=0.5.0" },
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+    "python_full_version >= '3.14' and sys_platform == 'linux'",
+    "python_full_version == '3.13.*' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and sys_platform != 'linux'",
+    "python_full_version == '3.13.*' and sys_platform != 'linux'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux'",
+    "python_full_version < '3.11' and sys_platform == 'linux'",
+    "python_full_version < '3.11' and sys_platform != 'linux'",
+]
+dependencies = [
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 [[package]]
 name = "black"
-version = "25.1.0"
+version = "26.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "click" },
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-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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 [[package]]
@@ -2963,77 +2994,83 @@ dependencies = [
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@@ -3046,20 +3083,23 @@ dependencies = [
     { name = "joblib" },
     { name = "lazy-loader" },
     { name = "msgpack" },
-    { name = "numba" },
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     { name = "numpy" },
     { name = "pooch" },
-    { name = "scikit-learn" },
-    { name = "scipy" },
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     { name = "soundfile" },
     { name = "soxr" },
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 [[package]]
@@ -3072,90 +3112,141 @@ dependencies = [
     { name = "packaging" },
     { name = "pytorch-lightning" },
     { name = "pyyaml" },
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-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-]
-dependencies = [
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+]
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 [package.optional-dependencies]
 asr = [
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-    { name = "braceexpand", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "cloudpickle", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
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+    { name = "hydra-core", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "inflect", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "jiwer", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "kaldi-python-io", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "kaldiio", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "lhotse", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "librosa", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "lightning", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "marshmallow", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
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+    { name = "webdataset", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
 ]
 
 [[package]]
@@ -3738,8 +3987,10 @@ name = "nemo-toolkit"
 version = "2.6.1"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version >= '3.13' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and sys_platform != 'linux'",
+    "python_full_version >= '3.14' and sys_platform == 'linux'",
+    "python_full_version == '3.13.*' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and sys_platform != 'linux'",
+    "python_full_version == '3.13.*' and sys_platform != 'linux'",
     "python_full_version == '3.12.*' and sys_platform == 'linux'",
     "python_full_version == '3.12.*' and sys_platform != 'linux'",
     "python_full_version == '3.11.*' and sys_platform == 'linux'",
@@ -3748,73 +3999,75 @@ resolution-markers = [
     "python_full_version < '3.11' and sys_platform != 'linux'",
 ]
 dependencies = [
-    { name = "cuda-bindings", marker = "(sys_platform != 'darwin' and extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (sys_platform != 'darwin' and extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (sys_platform != 'darwin' and extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (sys_platform != 'darwin' and extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 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(extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
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-    { name = "numba", marker = "(sys_platform == 'darwin' and extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (sys_platform == 'darwin' and extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (sys_platform == 'darwin' and extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (sys_platform == 'darwin' and extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "numba-cuda", marker = "(sys_platform != 'darwin' and extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (sys_platform != 'darwin' and extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (sys_platform != 'darwin' and extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (sys_platform != 'darwin' and extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 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-    { name = "nv-one-logger-pytorch-lightning-integration", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "nv-one-logger-training-telemetry", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "omegaconf", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
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+    { name = "kaldi-python-io", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "kaldialign", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "lhotse", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "librosa", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "lightning", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "marshmallow", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "mediapy", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "nv-one-logger-core", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "nv-one-logger-pytorch-lightning-integration", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "nv-one-logger-training-telemetry", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "omegaconf", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
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 ]
 
 [[package]]
@@ -3822,269 +4075,89 @@ name = "nemo-toolkit"
 version = "2.6.2"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
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-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and 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+    { name = "nv-one-logger-training-telemetry", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 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 ]
 
 [[package]]
@@ -4092,301 +4165,31 @@ name = "networkx"
 version = "3.4.2"
 source = { registry = "https://pypi.org/simple" }
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-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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 name = "networkx"
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-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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 [[package]]
@@ -4394,14 +4197,14 @@ name = "nltk"
 version = "3.9.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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+    { name = "click", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
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 [[package]]
@@ -4409,154 +4212,210 @@ name = "num2words"
 version = "0.5.14"
 source = { registry = "https://pypi.org/simple" }
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@@ -4564,15 +4423,15 @@ name = "nv-one-logger-core"
 version = "2.3.1"
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 [[package]]
@@ -4580,15 +4439,15 @@ name = "nv-one-logger-pytorch-lightning-integration"
 version = "2.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "lightning" },
-    { name = "nv-one-logger-core" },
-    { name = "nv-one-logger-training-telemetry" },
-    { name = "setuptools" },
-    { name = "strenum" },
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-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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 [[package]]
@@ -5338,94 +4771,15 @@ name = "nvidia-cufile-cu12"
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-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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@@ -5708,24 +4900,21 @@ name = "nvidia-cusolver-cu12"
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-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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@@ -6055,104 +5041,25 @@ name = "nvidia-nvjitlink-cu12"
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-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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@@ -8766,15 +7493,15 @@ dependencies = [
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 [[package]]
 name = "tokenizers"
-version = "0.21.1"
+version = "0.21.4"
 source = { registry = "https://pypi.org/simple" }
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-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.14' and sys_platform == 'linux'",
+    "python_full_version == '3.13.*' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and sys_platform != 'linux'",
+    "python_full_version == '3.13.*' and sys_platform != 'linux'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux'",
+    "python_full_version < '3.11' and sys_platform == 'linux'",
+    "python_full_version < '3.11' and sys_platform != 'linux'",
 ]
 dependencies = [
-    { name = "huggingface-hub" },
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+    "python_full_version >= '3.14' and sys_platform == 'linux'",
+    "python_full_version == '3.13.*' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and sys_platform != 'linux'",
+    "python_full_version == '3.13.*' and sys_platform != 'linux'",
     "python_full_version == '3.12.*' and sys_platform == 'linux'",
     "python_full_version == '3.12.*' and sys_platform != 'linux'",
     "python_full_version == '3.11.*' and sys_platform == 'linux'",
@@ -9249,26 +7733,26 @@ resolution-markers = [
     "python_full_version < '3.11' and sys_platform != 'linux'",
 ]
 dependencies = [
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-    { name = "fsspec", marker = "extra == 'extra-12-asr-services-cu121' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "jinja2", marker = "extra == 'extra-12-asr-services-cu121' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "networkx", version = "3.4.2", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and extra == 'extra-12-asr-services-cu121') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "networkx", version = "3.5", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and extra == 'extra-12-asr-services-cu121') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "nvidia-cublas-cu12", version = "12.1.3.1", source = { registry = "https://pypi.org/simple" }, marker = "(platform_machine == 'x86_64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121') or (platform_machine != 'x86_64' and extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (platform_machine != 'x86_64' and extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (platform_machine != 'x86_64' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'x86_64' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 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'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "typing-extensions", marker = "extra == 'extra-12-asr-services-cu121' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
 ]
 wheels = [
     { url = "https://download.pytorch.org/whl/cu121/torch-2.5.1%2Bcu121-cp310-cp310-linux_x86_64.whl", hash = "sha256:92af92c569de5da937dd1afb45ecfdd598ec1254cf2e49e3d698cb24d71aae14" },
@@ -9282,11 +7766,13 @@ wheels = [
 
 [[package]]
 name = "torch"
-version = "2.7.1"
+version = "2.10.0"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version >= '3.13' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and sys_platform != 'linux'",
+    "python_full_version >= '3.14' and sys_platform == 'linux'",
+    "python_full_version == '3.13.*' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and sys_platform != 'linux'",
+    "python_full_version == '3.13.*' and sys_platform != 'linux'",
     "python_full_version == '3.12.*' and sys_platform == 'linux'",
     "python_full_version == '3.12.*' and sys_platform != 'linux'",
     "python_full_version == '3.11.*' and sys_platform == 'linux'",
@@ -9295,187 +7781,199 @@ resolution-markers = [
     "python_full_version < '3.11' and sys_platform != 'linux'",
 ]
 dependencies = [
-    { name = "filelock", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128')" },
-    { name = "fsspec", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128')" },
-    { name = "jinja2", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128')" },
-    { name = "networkx", version = "3.4.2", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (python_full_version >= '3.11' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 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+    { name = "cuda-bindings", marker = "(sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "filelock", marker = "extra == 'extra-12-asr-services-cu126' or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 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extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "fsspec", marker = "extra == 'extra-12-asr-services-cu126' or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 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+    { name = "jinja2", marker = "extra == 'extra-12-asr-services-cu126' or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 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+    { name = "networkx", version = "3.4.2", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or 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 resolution-markers = [
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-    "python_full_version >= '3.13' and sys_platform != 'linux'",
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-
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-    "python_full_version >= '3.13' and sys_platform != 'linux'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
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+    "python_full_version >= '3.14' and sys_platform != 'linux'",
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     "python_full_version == '3.12.*' and sys_platform != 'linux'",
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     "python_full_version == '3.11.*' and sys_platform != 'linux'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
+    "python_full_version < '3.11' and sys_platform == 'linux'",
     "python_full_version < '3.11' and sys_platform != 'linux'",
 ]
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 ]
 
 [[package]]
 name = "torchaudio"
-version = "2.9.1+cu128"
+version = "2.10.0+cu128"
 source = { registry = "https://download.pytorch.org/whl/cu128" }
 resolution-markers = [
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-    "python_full_version >= '3.13' and sys_platform != 'linux'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and sys_platform == 'linux'",
+    "python_full_version == '3.13.*' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and sys_platform != 'linux'",
+    "python_full_version == '3.13.*' and sys_platform != 'linux'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux'",
     "python_full_version == '3.12.*' and sys_platform != 'linux'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
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     "python_full_version == '3.11.*' and sys_platform != 'linux'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
+    "python_full_version < '3.11' and sys_platform == 'linux'",
     "python_full_version < '3.11' and sys_platform != 'linux'",
 ]
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 ]
 
 [[package]]
 name = "torchmetrics"
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.14' and sys_platform == 'linux'",
+    "python_full_version == '3.13.*' and sys_platform == 'linux'",
+    "python_full_version >= '3.14' and sys_platform != 'linux'",
+    "python_full_version == '3.13.*' and sys_platform != 'linux'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux'",
+    "python_full_version < '3.11' and sys_platform == 'linux'",
+    "python_full_version < '3.11' and sys_platform != 'linux'",
 ]
 dependencies = [
-    { name = "filelock" },
-    { name = "huggingface-hub" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pyyaml" },
-    { name = "regex" },
-    { name = "requests" },
-    { name = "safetensors" },
-    { name = "tokenizers", version = "0.21.1", source = { registry = "https://pypi.org/simple" } },
-    { name = "tqdm" },
+    { name = "filelock", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "huggingface-hub", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
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diff --git a/extras/speaker-recognition/uv.lock b/extras/speaker-recognition/uv.lock
index ffc01d1a..766a92c2 100644
--- a/extras/speaker-recognition/uv.lock
+++ b/extras/speaker-recognition/uv.lock
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+    "python_full_version < '3.12' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
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     { package = "simple-speaker-recognition", extra = "cu128" },
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+    { name = "typing-extensions", marker = "python_full_version < '3.13' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
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+[[package]]
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+version = "4.9.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/3e/38/7859ff46355f76f8d19459005ca000b6e7012f2f1ca597746cbcd1fbfe5e/antlr4-python3-runtime-4.9.3.tar.gz", hash = "sha256:f224469b4168294902bb1efa80a8bf7855f24c99aef99cbefc1bcd3cce77881b", size = 117034, upload-time = "2021-11-06T17:52:23.524Z" }
+
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 version = "4.11.0"
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+    { name = "typing-extensions", marker = "python_full_version < '3.13' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
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+    { name = "pycparser", marker = "implementation_name != 'PyPy' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
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+    { name = "colorama", marker = "sys_platform == 'win32' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
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+    { name = "fsspec", extra = ["http"], marker = "(extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
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@@ -1832,35 +1733,21 @@ name = "nvidia-cufile-cu12"
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 [[package]]
 name = "nvidia-curand-cu12"
 version = "10.3.7.77"
@@ -1886,15 +1773,15 @@ name = "nvidia-curand-cu12"
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 [[package]]
 name = "nvidia-cusolver-cu12"
 version = "11.7.1.2"
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+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
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-
 [[package]]
 name = "nvidia-nvtx-cu12"
 version = "12.6.77"
@@ -2180,15 +2001,15 @@ name = "nvidia-nvtx-cu12"
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
+    "(python_full_version < '3.12' and platform_machine != 'aarch64' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo') or (python_full_version < '3.12' and platform_python_implementation != 'CPython' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo') or (python_full_version < '3.12' and sys_platform != 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo')",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
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@@ -2196,6 +2017,19 @@ wheels = [
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 ]
 
+[[package]]
+name = "omegaconf"
+version = "2.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "antlr4-python3-runtime" },
+    { name = "pyyaml" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/09/48/6388f1bb9da707110532cb70ec4d2822858ddfb44f1cdf1233c20a80ea4b/omegaconf-2.3.0.tar.gz", hash = "sha256:d5d4b6d29955cc50ad50c46dc269bcd92c6e00f5f90d23ab5fee7bfca4ba4cc7", size = 3298120, upload-time = "2022-12-08T20:59:22.753Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e3/94/1843518e420fa3ed6919835845df698c7e27e183cb997394e4a670973a65/omegaconf-2.3.0-py3-none-any.whl", hash = "sha256:7b4df175cdb08ba400f45cae3bdcae7ba8365db4d165fc65fd04b050ab63b46b", size = 79500, upload-time = "2022-12-08T20:59:19.686Z" },
+]
+
 [[package]]
 name = "opentelemetry-api"
 version = "1.39.1"
@@ -2868,7 +2702,7 @@ name = "pytest"
 version = "8.4.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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+    { name = "colorama", marker = "sys_platform == 'win32' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
     { name = "iniconfig" },
     { name = "packaging" },
     { name = "pluggy" },
@@ -2923,7 +2757,7 @@ name = "pytorch-lightning"
 version = "2.5.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "fsspec", extra = ["http"], marker = "(extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "fsspec", extra = ["http"], marker = "(extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
     { name = "lightning-utilities" },
     { name = "packaging" },
     { name = "pyyaml" },
@@ -3153,14 +2987,17 @@ dependencies = [
     { name = "easy-audio-interfaces" },
     { name = "faiss-cpu" },
     { name = "fastapi" },
+    { name = "httpx" },
     { name = "librosa" },
     { name = "matplotlib" },
+    { name = "omegaconf" },
     { name = "pandas" },
     { name = "plotly" },
     { name = "pydantic" },
     { name = "pydantic-settings" },
     { name = "pydub" },
     { name = "python-multipart" },
+    { name = "pyyaml" },
     { name = "scikit-learn" },
     { name = "scipy" },
     { name = "soundfile" },
@@ -3173,24 +3010,20 @@ dependencies = [
 
 [package.optional-dependencies]
 cpu = [
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-    { name = "torch", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform != 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
-    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
-    { name = "torchaudio", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (platform_python_implementation != 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform != 'darwin' and sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
-]
-cu121 = [
-    { name = "torch", version = "2.5.1+cu121", source = { registry = "https://download.pytorch.org/whl/cu121" } },
-    { name = "torchaudio", version = "2.5.1+cu121", source = { registry = "https://download.pytorch.org/whl/cu121" } },
+    { name = "torch", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torch", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform != 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (platform_python_implementation != 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform != 'darwin' and sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
 ]
 cu126 = [
     { name = "torch", version = "2.9.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" } },
-    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
-    { name = "torchaudio", version = "2.9.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
 ]
 cu128 = [
     { name = "torch", version = "2.9.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" } },
-    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
-    { name = "torchaudio", version = "2.9.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
 ]
 local-audio = [
     { name = "easy-audio-interfaces", extra = ["local-audio"] },
@@ -3232,16 +3065,18 @@ requires-dist = [
     { name = "easy-audio-interfaces", extras = ["local-audio"], marker = "extra == 'local-audio'", specifier = ">=0.7.1" },
     { name = "faiss-cpu", specifier = ">=1.9" },
     { name = "fastapi", specifier = ">=0.115.12" },
+    { name = "httpx", specifier = ">=0.27.0" },
     { name = "librosa", specifier = ">=0.10.0" },
     { name = "lightning", marker = "extra == 'strixhalo'", specifier = ">=2.0.0" },
     { name = "matplotlib", specifier = ">=3.8.0" },
+    { name = "omegaconf", specifier = ">=2.3.0" },
     { name = "opentelemetry-api", marker = "extra == 'strixhalo'", specifier = ">=1.39.0" },
     { name = "opentelemetry-exporter-otlp", marker = "extra == 'strixhalo'", specifier = ">=1.34.0" },
     { name = "opentelemetry-sdk", marker = "extra == 'strixhalo'", specifier = ">=1.39.0" },
     { name = "pandas", specifier = ">=2.0.0" },
     { name = "plotly", specifier = ">=5.18.0" },
     { name = "pyannote-audio", marker = "extra == 'strixhalo'", git = "https://github.com/pyannote/pyannote-audio.git" },
-    { name = "pyannote-audio", marker = "extra != 'strixhalo'", specifier = ">=3.3.2" },
+    { name = "pyannote-audio", marker = "extra != 'strixhalo'", specifier = ">=4.0" },
     { name = "pyannote-metrics", marker = "extra == 'strixhalo'", specifier = ">=4.0.0" },
     { name = "pyannote-pipeline", marker = "extra == 'strixhalo'", specifier = ">=4.0.0" },
     { name = "pyannoteai-sdk", marker = "extra == 'strixhalo'", specifier = ">=0.3.0" },
@@ -3250,28 +3085,28 @@ requires-dist = [
     { name = "pydub", specifier = ">=0.25.1" },
     { name = "python-multipart", specifier = ">=0.0.6" },
     { name = "pytorch-metric-learning", marker = "extra == 'strixhalo'", specifier = ">=2.8.1" },
+    { name = "pyyaml", specifier = ">=6.0.0" },
     { name = "scikit-learn", specifier = ">=1.4.0" },
     { name = "scipy", specifier = ">=1.10.0" },
     { name = "soundfile", specifier = ">=0.12" },
     { name = "sqlalchemy", specifier = ">=2.0.0" },
     { name = "torch", marker = "sys_platform == 'never' and extra == 'strixhalo'", specifier = ">=2.0.0" },
     { name = "torch", marker = "extra == 'cpu'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cpu", conflict = { package = "simple-speaker-recognition", extra = "cpu" } },
-    { name = "torch", marker = "extra == 'cu121'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu121", conflict = { package = "simple-speaker-recognition", extra = "cu121" } },
     { name = "torch", marker = "extra == 'cu126'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu126", conflict = { package = "simple-speaker-recognition", extra = "cu126" } },
     { name = "torch", marker = "extra == 'cu128'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu128", conflict = { package = "simple-speaker-recognition", extra = "cu128" } },
     { name = "torch-audiomentations", marker = "extra == 'strixhalo'" },
     { name = "torchaudio", marker = "sys_platform == 'never' and extra == 'strixhalo'", specifier = ">=2.0.0" },
     { name = "torchaudio", marker = "extra == 'cpu'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cpu", conflict = { package = "simple-speaker-recognition", extra = "cpu" } },
-    { name = "torchaudio", marker = "extra == 'cu121'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu121", conflict = { package = "simple-speaker-recognition", extra = "cu121" } },
     { name = "torchaudio", marker = "extra == 'cu126'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu126", conflict = { package = "simple-speaker-recognition", extra = "cu126" } },
     { name = "torchaudio", marker = "extra == 'cu128'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu128", conflict = { package = "simple-speaker-recognition", extra = "cu128" } },
+    { name = "torchcodec", marker = "extra != 'strixhalo'", specifier = "<0.10" },
     { name = "torchvision", marker = "sys_platform == 'never' and extra == 'strixhalo'", specifier = ">=0.15.0" },
     { name = "umap-learn", specifier = ">=0.5.3" },
     { name = "uvicorn", specifier = ">=0.34.2" },
     { name = "websockets", specifier = ">=12.0" },
     { name = "yt-dlp", specifier = ">=2025.7.21" },
 ]
-provides-extras = ["local-audio", "cpu", "cu121", "cu126", "cu128", "strixhalo"]
+provides-extras = ["local-audio", "cpu", "cu126", "cu128", "strixhalo"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -3355,7 +3190,7 @@ name = "sqlalchemy"
 version = "2.0.44"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "greenlet", marker = "platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "greenlet", marker = "platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
     { name = "typing-extensions" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/f0/f2/840d7b9496825333f532d2e3976b8eadbf52034178aac53630d09fe6e1ef/sqlalchemy-2.0.44.tar.gz", hash = "sha256:0ae7454e1ab1d780aee69fd2aae7d6b8670a581d8847f2d1e0f7ddfbf47e5a22", size = 9819830, upload-time = "2025-10-10T14:39:12.935Z" }
@@ -3392,8 +3227,8 @@ name = "standard-aifc"
 version = "3.13.0"
 source = { registry = "https://pypi.org/simple" }
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-    { name = "nvidia-cudnn-cu12", version = "9.10.2.21", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux'" },
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-    { name = "nvidia-cudnn-cu12", version = "9.10.2.21", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux'" },
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-    { name = "torch", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 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'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torch", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torch", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_python_implementation != 'CPython' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
 ]
 wheels = [
     { url = "https://download.pytorch.org/whl/cpu/torchaudio-2.9.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:662eb49ab25e1a2b7367bb072a8ad05c8a4b650ebbe7090a5af1a1eb1d40767c" },
@@ -4043,29 +3778,13 @@ name = "tqdm"
 version = "4.67.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "sys_platform == 'win32' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "colorama", marker = "sys_platform == 'win32' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/a8/4b/29b4ef32e036bb34e4ab51796dd745cdba7ed47ad142a9f4a1eb8e0c744d/tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2", size = 169737, upload-time = "2024-11-24T20:12:22.481Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/d0/30/dc54f88dd4a2b5dc8a0279bdd7270e735851848b762aeb1c1184ed1f6b14/tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2", size = 78540, upload-time = "2024-11-24T20:12:19.698Z" },
 ]
 
-[[package]]
-name = "triton"
-version = "3.1.0"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version == '3.12.*'",
-    "python_full_version < '3.12'",
-]
-dependencies = [
-    { name = "filelock", marker = "python_full_version < '3.13'" },
-]
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/86/17/d9a5cf4fcf46291856d1e90762e36cbabd2a56c7265da0d1d9508c8e3943/triton-3.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f34f6e7885d1bf0eaaf7ba875a5f0ce6f3c13ba98f9503651c1e6dc6757ed5c", size = 209506424, upload-time = "2024-10-14T16:05:42.337Z" },
-    { url = "https://files.pythonhosted.org/packages/78/eb/65f5ba83c2a123f6498a3097746607e5b2f16add29e36765305e4ac7fdd8/triton-3.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c8182f42fd8080a7d39d666814fa36c5e30cc00ea7eeeb1a2983dbb4c99a0fdc", size = 209551444, upload-time = "2024-10-14T16:05:53.433Z" },
-]
-
 [[package]]
 name = "triton"
 version = "3.4.0"
diff --git a/services.py b/services.py
index 0e29899b..00958e92 100755
--- a/services.py
+++ b/services.py
@@ -9,60 +9,88 @@
 from pathlib import Path
 
 import yaml
+from dotenv import dotenv_values
 from rich.console import Console
 from rich.table import Table
-from dotenv import dotenv_values
 
 from setup_utils import read_env_value
 
 console = Console()
 
+
 def load_config_yml():
     """Load config.yml from repository root"""
-    config_path = Path(__file__).parent / 'config' / 'config.yml'
+    config_path = Path(__file__).parent / "config" / "config.yml"
     if not config_path.exists():
         return None
 
     try:
-        with open(config_path, 'r') as f:
+        with open(config_path, "r") as f:
             return yaml.safe_load(f)
     except Exception as e:
-        console.print(f"[yellow]⚠️  Warning: Could not load config/config.yml: {e}[/yellow]")
+        console.print(
+            f"[yellow]⚠️  Warning: Could not load config/config.yml: {e}[/yellow]"
+        )
         return None
 
+
 SERVICES = {
-    'backend': {
-        'path': 'backends/advanced',
-        'compose_file': 'docker-compose.yml',
-        'description': 'Advanced Backend + WebUI',
-        'ports': ['8000', '5173']
+    "backend": {
+        "path": "backends/advanced",
+        "compose_file": "docker-compose.yml",
+        "description": "Advanced Backend + WebUI",
+        "ports": ["8000", "5173"],
     },
-    'speaker-recognition': {
-        'path': 'extras/speaker-recognition', 
-        'compose_file': 'docker-compose.yml',
-        'description': 'Speaker Recognition Service',
-        'ports': ['8085', '5174/8444']
+    "speaker-recognition": {
+        "path": "extras/speaker-recognition",
+        "compose_file": "docker-compose.yml",
+        "description": "Speaker Recognition Service",
+        "ports": ["8085", "5174/8444"],
     },
-    'asr-services': {
-        'path': 'extras/asr-services',
-        'compose_file': 'docker-compose.yml', 
-        'description': 'Parakeet ASR Service',
-        'ports': ['8767']
+    "asr-services": {
+        "path": "extras/asr-services",
+        "compose_file": "docker-compose.yml",
+        "description": "Parakeet ASR Service",
+        "ports": ["8767"],
     },
-    'openmemory-mcp': {
-        'path': 'extras/openmemory-mcp',
-        'compose_file': 'docker-compose.yml',
-        'description': 'OpenMemory MCP Server',
-        'ports': ['8765']
+    "openmemory-mcp": {
+        "path": "extras/openmemory-mcp",
+        "compose_file": "docker-compose.yml",
+        "description": "OpenMemory MCP Server",
+        "ports": ["8765"],
+    },
+    "langfuse": {
+        "path": "extras/langfuse",
+        "compose_file": "docker-compose.yml",
+        "description": "LangFuse Observability & Prompt Management",
+        "ports": ["3002"],
     },
-    'langfuse': {
-        'path': 'extras/langfuse',
-        'compose_file': 'docker-compose.yml',
-        'description': 'LangFuse Observability & Prompt Management',
-        'ports': ['3002']
-    }
 }
 
+
+def _resolve_asr_service_name(asr_provider: str, asr_profile: str | None) -> str | None:
+    """Return docker compose service name for ASR provider/profile combination."""
+    provider_to_service = {
+        "vibevoice": "vibevoice-asr",
+        "faster-whisper": "faster-whisper-asr",
+        "transformers": "transformers-asr",
+        "nemo": "nemo-asr",
+        "parakeet": "parakeet-asr",
+        "qwen3-asr": "qwen3-asr-wrapper",
+    }
+    service_name = provider_to_service.get(asr_provider)
+    if not service_name:
+        return None
+
+    if asr_profile == "strixhalo":
+        if asr_provider == "vibevoice":
+            return "vibevoice-asr-strixhalo"
+        if asr_provider in ("nemo", "parakeet"):
+            return "parakeet-asr-strixhalo"
+
+    return service_name
+
+
 def _get_backend_env_path() -> Path:
     return Path(__file__).parent / "backends" / "advanced" / ".env"
 
@@ -139,90 +167,101 @@ def _ensure_langfuse_env() -> bool:
 def check_service_configured(service_name):
     """Check if service is configured (has .env file)"""
     service = SERVICES[service_name]
-    service_path = Path(service['path'])
+    service_path = Path(service["path"])
 
-    if service_name == 'langfuse':
-        return (service_path / '.env').exists()
+    if service_name == "langfuse":
+        return (service_path / ".env").exists()
 
     # Backend uses advanced init, others use .env
-    if service_name == 'backend':
-        return (service_path / '.env').exists()
+    if service_name == "backend":
+        return (service_path / ".env").exists()
     else:
-        return (service_path / '.env').exists()
+        return (service_path / ".env").exists()
+
 
 def run_compose_command(service_name, command, build=False, force_recreate=False):
     """Run docker compose command for a service"""
     service = SERVICES[service_name]
-    service_path = Path(service['path'])
+    service_path = Path(service["path"])
 
     if not service_path.exists():
         console.print(f"[red]❌ Service directory not found: {service_path}[/red]")
         return False
 
-    compose_file = service_path / service['compose_file']
+    compose_file = service_path / service["compose_file"]
     if not compose_file.exists():
         console.print(f"[red]❌ Docker compose file not found: {compose_file}[/red]")
         return False
 
     # Step 1: If build is requested, run build separately first (no timeout for CUDA builds)
-    if build and command == 'up':
+    if build and command == "up":
         # Build command - need to specify profiles for build too
-        build_cmd = ['docker', 'compose']
+        build_cmd = ["docker", "compose"]
 
         # Add profiles to build command (needed for profile-specific services)
-        if service_name == 'backend':
-            caddyfile_path = service_path / 'Caddyfile'
+        if service_name == "backend":
+            caddyfile_path = service_path / "Caddyfile"
             if caddyfile_path.exists() and caddyfile_path.is_file():
-                build_cmd.extend(['--profile', 'https'])
+                build_cmd.extend(["--profile", "https"])
 
-        elif service_name == 'speaker-recognition':
-            env_file = service_path / '.env'
+        elif service_name == "speaker-recognition":
+            env_file = service_path / ".env"
             if env_file.exists():
                 env_values = dotenv_values(env_file)
                 # Derive profile from PYTORCH_CUDA_VERSION
-                pytorch_version = env_values.get('PYTORCH_CUDA_VERSION', 'cpu')
-                if pytorch_version == 'strixhalo':
-                    profile = 'strixhalo'
-                elif pytorch_version.startswith('cu'):
-                    profile = 'gpu'
+                pytorch_version = env_values.get("PYTORCH_CUDA_VERSION", "cpu")
+                if pytorch_version == "strixhalo":
+                    profile = "strixhalo"
+                elif pytorch_version.startswith("cu"):
+                    profile = "gpu"
                 else:
-                    profile = 'cpu'
-                build_cmd.extend(['--profile', profile])
+                    profile = "cpu"
+                build_cmd.extend(["--profile", profile])
 
         # For asr-services, only build the selected provider
         asr_service_to_build = None
-        if service_name == 'asr-services':
-            env_file = service_path / '.env'
+        asr_profile = None
+        if service_name == "asr-services":
+            env_file = service_path / ".env"
             if env_file.exists():
                 env_values = dotenv_values(env_file)
-                asr_provider = env_values.get('ASR_PROVIDER', '').strip("'\"")
-
-                # Map provider to docker service name
-                provider_to_service = {
-                    'vibevoice': 'vibevoice-asr',
-                    'faster-whisper': 'faster-whisper-asr',
-                    'transformers': 'transformers-asr',
-                    'nemo': 'nemo-asr',
-                    'parakeet': 'parakeet-asr',
-                    'qwen3-asr': 'qwen3-asr-wrapper',
-                }
-                asr_service_to_build = provider_to_service.get(asr_provider)
+                asr_provider = env_values.get("ASR_PROVIDER", "").strip("'\"")
+                pytorch_version = env_values.get("PYTORCH_CUDA_VERSION", "").strip(
+                    "'\""
+                )
+
+                # Determine profile based on PYTORCH_CUDA_VERSION
+                if pytorch_version == "strixhalo":
+                    asr_profile = "strixhalo"
+
+                asr_service_to_build = _resolve_asr_service_name(
+                    asr_provider, asr_profile
+                )
 
                 if asr_service_to_build:
-                    console.print(f"[blue]ℹ️  Building ASR provider: {asr_provider} ({asr_service_to_build})[/blue]")
+                    profile_info = f" (profile: {asr_profile})" if asr_profile else ""
+                    console.print(
+                        f"[blue]ℹ️  Building ASR provider: {asr_provider} ({asr_service_to_build}){profile_info}[/blue]"
+                    )
+
+                # Add profile to build command if needed
+                if asr_profile:
+                    build_cmd.extend(["--profile", asr_profile])
 
-        build_cmd.append('build')
+        build_cmd.append("build")
 
         # If building ASR, only build the specific service(s)
         if asr_service_to_build:
-            if asr_provider == 'qwen3-asr':
+            if asr_provider == "qwen3-asr":
                 # Qwen3-ASR also needs the streaming bridge built
-                build_cmd.extend([asr_service_to_build, 'qwen3-asr-bridge'])
+                build_cmd.extend([asr_service_to_build, "qwen3-asr-bridge"])
             else:
                 build_cmd.append(asr_service_to_build)
 
         # Run build with streaming output (no timeout)
-        console.print(f"[cyan]🔨 Building {service_name} (this may take several minutes for CUDA/GPU builds)...[/cyan]")
+        console.print(
+            f"[cyan]🔨 Building {service_name} (this may take several minutes for CUDA/GPU builds)...[/cyan]"
+        )
         try:
             process = subprocess.Popen(
                 build_cmd,
@@ -230,24 +269,26 @@ def run_compose_command(service_name, command, build=False, force_recreate=False
                 stdout=subprocess.PIPE,
                 stderr=subprocess.STDOUT,
                 text=True,
-                bufsize=1
+                bufsize=1,
             )
 
             if process.stdout is None:
-                raise RuntimeError("Process stdout is None - unable to read command output")
+                raise RuntimeError(
+                    "Process stdout is None - unable to read command output"
+                )
 
             for line in process.stdout:
                 line = line.rstrip()
                 if not line:
                     continue
 
-                if 'error' in line.lower() or 'failed' in line.lower():
+                if "error" in line.lower() or "failed" in line.lower():
                     console.print(f"  [red]{line}[/red]")
-                elif 'Successfully' in line or 'built' in line.lower():
+                elif "Successfully" in line or "built" in line.lower():
                     console.print(f"  [green]{line}[/green]")
-                elif 'Building' in line or 'Step' in line:
+                elif "Building" in line or "Step" in line:
                     console.print(f"  [cyan]{line}[/cyan]")
-                elif 'warning' in line.lower():
+                elif "warning" in line.lower():
                     console.print(f"  [yellow]{line}[/yellow]")
                 else:
                     console.print(f"  [dim]{line}[/dim]")
@@ -265,108 +306,117 @@ def run_compose_command(service_name, command, build=False, force_recreate=False
             return False
 
     # Step 2: Run the actual command (up/down/restart/status)
-    up_flags = ['up', '-d']
+    up_flags = ["up", "-d"]
     if force_recreate:
-        up_flags.append('--force-recreate')
+        up_flags.append("--force-recreate")
 
-    cmd = ['docker', 'compose']
+    cmd = ["docker", "compose"]
 
     # Add profiles for backend service
-    if service_name == 'backend':
-        caddyfile_path = service_path / 'Caddyfile'
+    if service_name == "backend":
+        caddyfile_path = service_path / "Caddyfile"
         if caddyfile_path.exists() and caddyfile_path.is_file():
-            cmd.extend(['--profile', 'https'])
+            cmd.extend(["--profile", "https"])
 
     # Handle speaker-recognition service specially
-    if service_name == 'speaker-recognition' and command in ['up', 'down']:
-        env_file = service_path / '.env'
+    if service_name == "speaker-recognition" and command in ["up", "down"]:
+        env_file = service_path / ".env"
         if env_file.exists():
             env_values = dotenv_values(env_file)
             # Derive profile from PYTORCH_CUDA_VERSION
-            pytorch_version = env_values.get('PYTORCH_CUDA_VERSION', 'cpu')
-            if pytorch_version == 'strixhalo':
-                profile = 'strixhalo'
-            elif pytorch_version.startswith('cu'):
-                profile = 'gpu'
+            pytorch_version = env_values.get("PYTORCH_CUDA_VERSION", "cpu")
+            if pytorch_version == "strixhalo":
+                profile = "strixhalo"
+            elif pytorch_version.startswith("cu"):
+                profile = "gpu"
             else:
-                profile = 'cpu'
+                profile = "cpu"
 
-            cmd.extend(['--profile', profile])
+            cmd.extend(["--profile", profile])
 
-            if command == 'up':
-                https_enabled = env_values.get('REACT_UI_HTTPS', 'false')
-                if https_enabled.lower() == 'true':
+            if command == "up":
+                https_enabled = env_values.get("REACT_UI_HTTPS", "false")
+                if https_enabled.lower() == "true":
                     cmd.extend(up_flags)
                 else:
-                    if profile == 'gpu':
-                        service_to_start = 'speaker-service-gpu'
-                    elif profile == 'strixhalo':
-                        service_to_start = 'speaker-service-strixhalo'
+                    if profile == "gpu":
+                        service_to_start = "speaker-service-gpu"
+                    elif profile == "strixhalo":
+                        service_to_start = "speaker-service-strixhalo"
                     else:
-                        service_to_start = 'speaker-service-cpu'
-                    cmd.extend(up_flags + [service_to_start, 'web-ui'])
-            elif command == 'down':
-                cmd.extend(['down'])
+                        service_to_start = "speaker-service-cpu"
+                    cmd.extend(up_flags + [service_to_start, "web-ui"])
+            elif command == "down":
+                cmd.extend(["down"])
         else:
-            if command == 'up':
+            if command == "up":
                 cmd.extend(up_flags)
-            elif command == 'down':
-                cmd.extend(['down'])
+            elif command == "down":
+                cmd.extend(["down"])
 
     # Handle asr-services - start only the configured provider
-    elif service_name == 'asr-services' and command in ['up', 'down', 'restart']:
-        env_file = service_path / '.env'
+    elif service_name == "asr-services" and command in ["up", "down", "restart"]:
+        env_file = service_path / ".env"
         asr_service_name = None
+        asr_profile = None
 
         if env_file.exists():
             env_values = dotenv_values(env_file)
-            asr_provider = env_values.get('ASR_PROVIDER', '').strip("'\"")
-
-            # Map provider to docker service name
-            provider_to_service = {
-                'vibevoice': 'vibevoice-asr',
-                'faster-whisper': 'faster-whisper-asr',
-                'transformers': 'transformers-asr',
-                'nemo': 'nemo-asr',
-                'parakeet': 'parakeet-asr',
-                'qwen3-asr': 'qwen3-asr-wrapper',
-            }
-            asr_service_name = provider_to_service.get(asr_provider)
+            asr_provider = env_values.get("ASR_PROVIDER", "").strip("'\"")
+            pytorch_version = env_values.get("PYTORCH_CUDA_VERSION", "").strip("'\"")
+
+            # Determine profile based on PYTORCH_CUDA_VERSION
+            if pytorch_version == "strixhalo":
+                asr_profile = "strixhalo"
+
+            asr_service_name = _resolve_asr_service_name(asr_provider, asr_profile)
 
             if asr_service_name:
-                console.print(f"[blue]ℹ️  Using ASR provider: {asr_provider} ({asr_service_name})[/blue]")
+                profile_info = f" (profile: {asr_profile})" if asr_profile else ""
+                console.print(
+                    f"[blue]ℹ️  Using ASR provider: {asr_provider} ({asr_service_name}){profile_info}[/blue]"
+                )
 
-        if command == 'up':
+        if command == "up":
             if asr_service_name:
+                # Add profile if needed
+                if asr_profile:
+                    cmd.extend(["--profile", asr_profile])
                 services_to_start = [asr_service_name]
                 # Qwen3-ASR also needs the streaming bridge
-                if asr_provider == 'qwen3-asr':
-                    services_to_start.append('qwen3-asr-bridge')
+                if asr_provider == "qwen3-asr":
+                    services_to_start.append("qwen3-asr-bridge")
                 cmd.extend(up_flags + services_to_start)
             else:
-                console.print("[yellow]⚠️  No ASR_PROVIDER configured, starting default service[/yellow]")
-                cmd.extend(up_flags + ['vibevoice-asr'])
-        elif command == 'down':
-            cmd.extend(['down'])
-        elif command == 'restart':
+                console.print(
+                    "[yellow]⚠️  No ASR_PROVIDER configured, starting default service[/yellow]"
+                )
+                cmd.extend(up_flags + ["vibevoice-asr"])
+        elif command == "down":
+            if asr_profile:
+                cmd.extend(["--profile", asr_profile])
+            cmd.extend(["down"])
+        elif command == "restart":
             if asr_service_name:
+                if asr_profile:
+                    cmd.extend(["--profile", asr_profile])
                 services_to_restart = [asr_service_name]
-                if asr_provider == 'qwen3-asr':
-                    services_to_restart.append('qwen3-asr-bridge')
-                cmd.extend(['restart'] + services_to_restart)
+                if asr_provider == "qwen3-asr":
+                    services_to_restart.append("qwen3-asr-bridge")
+                cmd.extend(["restart"] + services_to_restart)
             else:
-                cmd.extend(['restart'])
+                cmd.extend(["restart"])
 
     else:
         # Standard compose commands for other services
-        if command == 'up':
+        if command == "up":
             cmd.extend(up_flags)
-        elif command == 'down':
-            cmd.extend(['down'])
-        elif command == 'restart':
-            cmd.extend(['restart'])
-        elif command == 'status':
-            cmd.extend(['ps'])
+        elif command == "down":
+            cmd.extend(["down"])
+        elif command == "restart":
+            cmd.extend(["restart"])
+        elif command == "status":
+            cmd.extend(["ps"])
 
     try:
         # Run the command with timeout (build already done if needed)
@@ -376,7 +426,7 @@ def run_compose_command(service_name, command, build=False, force_recreate=False
             capture_output=True,
             text=True,
             check=False,
-            timeout=120  # 2 minute timeout
+            timeout=120,  # 2 minute timeout
         )
 
         if result.returncode == 0:
@@ -390,29 +440,32 @@ def run_compose_command(service_name, command, build=False, force_recreate=False
             return False
 
     except subprocess.TimeoutExpired:
-        console.print(f"[red]❌ Command timed out after 2 minutes for {service_name}[/red]")
+        console.print(
+            f"[red]❌ Command timed out after 2 minutes for {service_name}[/red]"
+        )
         return False
     except Exception as e:
         console.print(f"[red]❌ Error running command: {e}[/red]")
         return False
 
+
 def ensure_docker_network():
     """Ensure chronicle-network exists"""
     try:
         # Check if network already exists
         result = subprocess.run(
-            ['docker', 'network', 'inspect', 'chronicle-network'],
+            ["docker", "network", "inspect", "chronicle-network"],
             capture_output=True,
-            check=False
+            check=False,
         )
 
         if result.returncode != 0:
             # Network doesn't exist, create it
             console.print("[blue]📡 Creating chronicle-network...[/blue]")
             subprocess.run(
-                ['docker', 'network', 'create', 'chronicle-network'],
+                ["docker", "network", "create", "chronicle-network"],
                 check=True,
-                capture_output=True
+                capture_output=True,
             )
             console.print("[green]✅ chronicle-network created[/green]")
         else:
@@ -425,6 +478,7 @@ def ensure_docker_network():
         console.print(f"[red]❌ Error checking/creating network: {e}[/red]")
         return False
 
+
 def start_services(services, build=False, force_recreate=False):
     """Start specified services"""
     console.print(f"🚀 [bold]Starting {len(services)} services...[/bold]")
@@ -439,28 +493,34 @@ def start_services(services, build=False, force_recreate=False):
         if service_name not in SERVICES:
             console.print(f"[red]❌ Unknown service: {service_name}[/red]")
             continue
-            
+
         if service_name == "langfuse" and not _ensure_langfuse_env():
             console.print("[yellow]⚠️  LangFuse not configured, skipping[/yellow]")
             continue
 
         if not check_service_configured(service_name):
-            console.print(f"[yellow]⚠️  {service_name} not configured, skipping[/yellow]")
+            console.print(
+                f"[yellow]⚠️  {service_name} not configured, skipping[/yellow]"
+            )
             continue
-            
+
         console.print(f"\n🔧 Starting {service_name}...")
-        if run_compose_command(service_name, 'up', build, force_recreate):
+        if run_compose_command(service_name, "up", build, force_recreate):
             console.print(f"[green]✅ {service_name} started[/green]")
             success_count += 1
         else:
             console.print(f"[red]❌ Failed to start {service_name}[/red]")
-    
-    console.print(f"\n[green]🎉 {success_count}/{len(services)} services started successfully[/green]")
+
+    console.print(
+        f"\n[green]🎉 {success_count}/{len(services)} services started successfully[/green]"
+    )
 
     # Show access URLs if backend was started
-    if 'backend' in services and check_service_configured('backend'):
+    if "backend" in services and check_service_configured("backend"):
         backend_env = _get_backend_env_path()
-        https_enabled = (read_env_value(backend_env, "HTTPS_ENABLED") or "").lower() == "true"
+        https_enabled = (
+            read_env_value(backend_env, "HTTPS_ENABLED") or ""
+        ).lower() == "true"
         server_ip = read_env_value(backend_env, "SERVER_IP") or ""
 
         if https_enabled and server_ip:
@@ -479,12 +539,13 @@ def start_services(services, build=False, force_recreate=False):
         console.print(f"   API:            {api_url}")
 
     # Show LangFuse prompt management tip if langfuse was started
-    if 'langfuse' in services and check_service_configured('langfuse'):
+    if "langfuse" in services and check_service_configured("langfuse"):
         backend_env = _get_backend_env_path()
         langfuse_host = read_env_value(backend_env, "SERVER_IP") or "localhost"
         langfuse_url = f"http://{langfuse_host}:3002/project/chronicle/prompts"
         console.print(f"   Prompt Mgmt:    {langfuse_url}")
 
+
 def stop_services(services):
     """Stop specified services"""
     console.print(f"🛑 [bold]Stopping {len(services)} services...[/bold]")
@@ -496,22 +557,29 @@ def stop_services(services):
             continue
 
         console.print(f"\n🔧 Stopping {service_name}...")
-        if run_compose_command(service_name, 'down'):
+        if run_compose_command(service_name, "down"):
             console.print(f"[green]✅ {service_name} stopped[/green]")
             success_count += 1
         else:
             console.print(f"[red]❌ Failed to stop {service_name}[/red]")
 
-    console.print(f"\n[green]🎉 {success_count}/{len(services)} services stopped successfully[/green]")
+    console.print(
+        f"\n[green]🎉 {success_count}/{len(services)} services stopped successfully[/green]"
+    )
+
 
 def restart_services(services, recreate=False):
     """Restart specified services"""
     console.print(f"🔄 [bold]Restarting {len(services)} services...[/bold]")
 
     if recreate:
-        console.print("[dim]Using down + up to recreate containers (fixes WSL2 bind mount issues)[/dim]\n")
+        console.print(
+            "[dim]Using down + up to recreate containers (fixes WSL2 bind mount issues)[/dim]\n"
+        )
     else:
-        console.print("[dim]Quick restart (use --recreate to fix bind mount issues)[/dim]\n")
+        console.print(
+            "[dim]Quick restart (use --recreate to fix bind mount issues)[/dim]\n"
+        )
 
     success_count = 0
     for service_name in services:
@@ -520,98 +588,122 @@ def restart_services(services, recreate=False):
             continue
 
         if not check_service_configured(service_name):
-            console.print(f"[yellow]⚠️  {service_name} not configured, skipping[/yellow]")
+            console.print(
+                f"[yellow]⚠️  {service_name} not configured, skipping[/yellow]"
+            )
             continue
 
         console.print(f"\n🔧 Restarting {service_name}...")
 
         if recreate:
             # Full recreation: down + up (fixes bind mount issues)
-            if not run_compose_command(service_name, 'down'):
+            if not run_compose_command(service_name, "down"):
                 console.print(f"[red]❌ Failed to stop {service_name}[/red]")
                 continue
 
-            if run_compose_command(service_name, 'up'):
+            if run_compose_command(service_name, "up"):
                 console.print(f"[green]✅ {service_name} restarted[/green]")
                 success_count += 1
             else:
                 console.print(f"[red]❌ Failed to start {service_name}[/red]")
         else:
             # Quick restart: docker compose restart
-            if run_compose_command(service_name, 'restart'):
+            if run_compose_command(service_name, "restart"):
                 console.print(f"[green]✅ {service_name} restarted[/green]")
                 success_count += 1
             else:
                 console.print(f"[red]❌ Failed to restart {service_name}[/red]")
 
-    console.print(f"\n[green]🎉 {success_count}/{len(services)} services restarted successfully[/green]")
+    console.print(
+        f"\n[green]🎉 {success_count}/{len(services)} services restarted successfully[/green]"
+    )
+
 
 def show_status():
     """Show status of all services"""
     console.print("📊 [bold]Service Status:[/bold]\n")
-    
+
     table = Table()
     table.add_column("Service", style="cyan")
     table.add_column("Configured", justify="center")
     table.add_column("Description", style="dim")
     table.add_column("Ports", style="green")
-    
+
     for service_name, service_info in SERVICES.items():
         configured = "✅" if check_service_configured(service_name) else "❌"
-        ports = ", ".join(service_info['ports'])
-        table.add_row(
-            service_name,
-            configured, 
-            service_info['description'],
-            ports
-        )
-    
+        ports = ", ".join(service_info["ports"])
+        table.add_row(service_name, configured, service_info["description"], ports)
+
     console.print(table)
-    
+
     console.print("\n💡 [dim]Use './start.sh' to start all configured services[/dim]")
 
+
 def main():
     parser = argparse.ArgumentParser(description="Chronicle Service Management")
-    subparsers = parser.add_subparsers(dest='command', help='Available commands')
-    
+    subparsers = parser.add_subparsers(dest="command", help="Available commands")
+
     # Start command
-    start_parser = subparsers.add_parser('start', help='Start services')
-    start_parser.add_argument('services', nargs='*', 
-                            help='Services to start: backend, speaker-recognition, asr-services, openmemory-mcp (or use --all)')
-    start_parser.add_argument('--all', action='store_true', help='Start all configured services')
-    start_parser.add_argument('--build', action='store_true', help='Build images before starting')
-    start_parser.add_argument('--force-recreate', action='store_true', help='Force recreate containers even if unchanged')
-    
+    start_parser = subparsers.add_parser("start", help="Start services")
+    start_parser.add_argument(
+        "services",
+        nargs="*",
+        help="Services to start: backend, speaker-recognition, asr-services, openmemory-mcp (or use --all)",
+    )
+    start_parser.add_argument(
+        "--all", action="store_true", help="Start all configured services"
+    )
+    start_parser.add_argument(
+        "--build", action="store_true", help="Build images before starting"
+    )
+    start_parser.add_argument(
+        "--force-recreate",
+        action="store_true",
+        help="Force recreate containers even if unchanged",
+    )
+
     # Stop command
-    stop_parser = subparsers.add_parser('stop', help='Stop services')
-    stop_parser.add_argument('services', nargs='*',
-                           help='Services to stop: backend, speaker-recognition, asr-services, openmemory-mcp (or use --all)')
-    stop_parser.add_argument('--all', action='store_true', help='Stop all services')
+    stop_parser = subparsers.add_parser("stop", help="Stop services")
+    stop_parser.add_argument(
+        "services",
+        nargs="*",
+        help="Services to stop: backend, speaker-recognition, asr-services, openmemory-mcp (or use --all)",
+    )
+    stop_parser.add_argument("--all", action="store_true", help="Stop all services")
 
     # Restart command
-    restart_parser = subparsers.add_parser('restart', help='Restart services')
-    restart_parser.add_argument('services', nargs='*',
-                               help='Services to restart: backend, speaker-recognition, asr-services, openmemory-mcp (or use --all)')
-    restart_parser.add_argument('--all', action='store_true', help='Restart all services')
-    restart_parser.add_argument('--recreate', action='store_true',
-                               help='Recreate containers (down + up) instead of quick restart - fixes WSL2 bind mount issues')
+    restart_parser = subparsers.add_parser("restart", help="Restart services")
+    restart_parser.add_argument(
+        "services",
+        nargs="*",
+        help="Services to restart: backend, speaker-recognition, asr-services, openmemory-mcp (or use --all)",
+    )
+    restart_parser.add_argument(
+        "--all", action="store_true", help="Restart all services"
+    )
+    restart_parser.add_argument(
+        "--recreate",
+        action="store_true",
+        help="Recreate containers (down + up) instead of quick restart - fixes WSL2 bind mount issues",
+    )
 
     # Status command
-    subparsers.add_parser('status', help='Show service status')
-    
+    subparsers.add_parser("status", help="Show service status")
+
     args = parser.parse_args()
-    
+
     if not args.command:
         show_status()
         return
-    
-    if args.command == 'status':
+
+    if args.command == "status":
         show_status()
-        
-    elif args.command == 'start':
+
+    elif args.command == "start":
         if args.all:
             services = [
-                s for s in SERVICES.keys()
+                s
+                for s in SERVICES.keys()
                 if check_service_configured(s)
                 or (s == "langfuse" and _langfuse_enabled_in_backend())
             ]
@@ -619,17 +711,21 @@ def main():
             # Validate service names
             invalid_services = [s for s in args.services if s not in SERVICES]
             if invalid_services:
-                console.print(f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]")
+                console.print(
+                    f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]"
+                )
                 console.print(f"Available services: {', '.join(SERVICES.keys())}")
                 return
             services = args.services
         else:
-            console.print("[red]❌ No services specified. Use --all or specify service names.[/red]")
+            console.print(
+                "[red]❌ No services specified. Use --all or specify service names.[/red]"
+            )
             return
-            
+
         start_services(services, args.build, args.force_recreate)
-        
-    elif args.command == 'stop':
+
+    elif args.command == "stop":
         if args.all:
             # Only stop configured services (like start --all does)
             services = [s for s in SERVICES.keys() if check_service_configured(s)]
@@ -637,32 +733,41 @@ def main():
             # Validate service names
             invalid_services = [s for s in args.services if s not in SERVICES]
             if invalid_services:
-                console.print(f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]")
+                console.print(
+                    f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]"
+                )
                 console.print(f"Available services: {', '.join(SERVICES.keys())}")
                 return
             services = args.services
         else:
-            console.print("[red]❌ No services specified. Use --all or specify service names.[/red]")
+            console.print(
+                "[red]❌ No services specified. Use --all or specify service names.[/red]"
+            )
             return
 
         stop_services(services)
 
-    elif args.command == 'restart':
+    elif args.command == "restart":
         if args.all:
             services = [s for s in SERVICES.keys() if check_service_configured(s)]
         elif args.services:
             # Validate service names
             invalid_services = [s for s in args.services if s not in SERVICES]
             if invalid_services:
-                console.print(f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]")
+                console.print(
+                    f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]"
+                )
                 console.print(f"Available services: {', '.join(SERVICES.keys())}")
                 return
             services = args.services
         else:
-            console.print("[red]❌ No services specified. Use --all or specify service names.[/red]")
+            console.print(
+                "[red]❌ No services specified. Use --all or specify service names.[/red]"
+            )
             return
 
         restart_services(services, recreate=args.recreate)
 
+
 if __name__ == "__main__":
     main()
diff --git a/tests/endpoints/conversation_tests.robot b/tests/endpoints/conversation_tests.robot
index 565d5416..0df9243c 100644
--- a/tests/endpoints/conversation_tests.robot
+++ b/tests/endpoints/conversation_tests.robot
@@ -21,7 +21,7 @@ Get User Conversations Test
     ${conversations_data}=        Get User Conversations
 
     # Verify conversation structure if any exist
-   
+
     IF    isinstance($conversations_data, dict) and len($conversations_data) > 0
         ${client_ids}=    Get Dictionary Keys    ${conversations_data}
         FOR    ${client_id}    IN    @{client_ids}
@@ -59,14 +59,14 @@ Reprocess test and get Conversation Versions Test
 
     # Wait for the reprocess job to complete before getting versions
     ${job_id}=    Set Variable    ${reprocess}[job_id]
-    Wait For Job Status    ${job_id}    finished    timeout=120s    interval=5s
+    Wait For Job Status    ${job_id}    finished    timeout=180s    interval=5s
 
     ${conversation}=           Get Conversation By ID       ${conversation_id}
     ${updated_versions}=           Get Conversation Versions     ${conversation_id}
 
     ${expected_count}=    Evaluate    ${start_num_versions} + 1
     Should Be Equal As Integers     ${conversation}[transcript_version_count]    ${expected_count}
-    Should be equal as strings     ${conversation}[active_transcript_version]      ${updated_versions}[-1][version_id]    
+    Should be equal as strings     ${conversation}[active_transcript_version]      ${updated_versions}[-1][version_id]
 
 
 Unauthorized Conversation Access Test
@@ -111,7 +111,7 @@ Reprocess Memory Test
 
     # Wait for job to complete
     ${job_id}=    Set Variable    ${response}[job_id]
-    Wait For Job Status    ${job_id}    finished    timeout=60s    interval=5s
+    Wait For Job Status    ${job_id}    finished    timeout=180s    interval=5s
 
     # Verify new memory version was created
     ${updated_conversation}=    Get Conversation By ID    ${conversation_id}
@@ -122,12 +122,12 @@ Reprocess Memory Test
 
     ${memory_versions}=    Get conversation memory versions    ${conversation_id}
     Length Should Be    ${memory_versions}    ${new_memory_count}
-  
+
 
 Close Conversation Test
     [Documentation]    Test closing current conversation for a client
     [Tags]    conversation
-    
+
     Skip     msg=Close conversation needs to be evaluated as to it's purpose from the client side
 
     Get Anonymous Session    anon_session
@@ -171,7 +171,7 @@ Transcript Version activate Test
         ${reprocess}=    Reprocess Transcript     ${conversation_id}
         # Wait for the reprocess job to complete before getting versions
         ${job_id}=    Set Variable    ${reprocess}[job_id]
-        Wait For Job Status    ${job_id}    finished    timeout=120s    interval=5s
+        Wait For Job Status    ${job_id}    finished    timeout=180s    interval=5s
     END
 
     # Get fresh version list after reprocessing
@@ -181,10 +181,10 @@ Transcript Version activate Test
     # Test activating a different version (activate version index 1)
     ${target_version}=    Set Variable    ${versions}[1][version_id]
     ${response}=       Activate Transcript Version      ${conversation_id}    ${target_version}
-    Should Be Equal As Strings    ${response}[active_transcript_version]   ${target_version}  
+    Should Be Equal As Strings    ${response}[active_transcript_version]   ${target_version}
 
 
-        # ${active_memory}=     Get memory versions  
+        # ${active_memory}=     Get memory versions
         # ...    ${test}[active_memory_version]
         # IF    '${active_memory}' != '${None}' and '${active_memory}' != 'null'
         #     ${response}=       Activate Memory Version       ${conversation_id}    ${active_memory}
@@ -264,4 +264,3 @@ Filter Starred Conversations
     IF    ${conv_check}[starred]
         Star Conversation    ${conversation_id}
     END
-
diff --git a/tests/endpoints/rq_queue_tests.robot b/tests/endpoints/rq_queue_tests.robot
index cbd58d96..eaa7587c 100644
--- a/tests/endpoints/rq_queue_tests.robot
+++ b/tests/endpoints/rq_queue_tests.robot
@@ -31,7 +31,7 @@ Restart Backend Service
     # Restart backend container (handles dependencies properly)
     # Project name 'backend-test' is set in docker-compose-test.yml
     Run Process    docker    compose    -f    ${COMPOSE_FILE}    restart    chronicle-backend-test
-    ...    cwd=${BACKEND_DIR}    timeout=60s    shell=True
+    ...    cwd=${BACKEND_DIR}    timeout=180s    shell=True
 
     # Wait for backend to be ready again (configurable timeout for slow tests)
     Wait Until Keyword Succeeds    ${wait_timeout}    5s
@@ -174,7 +174,7 @@ Test Queue Stats Accuracy
 
     # Wait for OUR specific jobs to complete (don't rely on global counts)
     FOR    ${job_id}    IN    @{created_jobs}
-        Wait For Job Status    ${job_id}    finished    timeout=60s    interval=2s
+        Wait For Job Status    ${job_id}    finished    timeout=180s    interval=2s
     END
 
     Log    All ${job_count} created jobs finished successfully
@@ -194,4 +194,4 @@ Test Queue API Authentication
     ${response}=    GET On Session    anon_session    /api/queue/stats    expected_status=401
     Should Be Equal As Integers    ${response.status_code}    401
 
-    Log    Queue API authentication properly enforced
\ No newline at end of file
+    Log    Queue API authentication properly enforced
diff --git a/tests/infrastructure/infra_tests.robot b/tests/infrastructure/infra_tests.robot
index 53d90f3a..93e5508d 100644
--- a/tests/infrastructure/infra_tests.robot
+++ b/tests/infrastructure/infra_tests.robot
@@ -354,7 +354,7 @@ WebSocket Disconnect Conversation End Reason Test
     # Wait for job to complete (should be fast, not 3600s timeout)
     ${conv_jobs}=    Get Jobs By Type And Client    open_conversation    ${device_name}
     ${conv_job}=    Get Most Recent Job    ${conv_jobs}
-    Wait For Job Status    ${conv_job}[job_id]    finished    timeout=60s    interval=2s
+    Wait For Job Status    ${conv_job}[job_id]    finished    timeout=180s    interval=2s
 
     # Wait for end_reason to be saved to database (retry with timeout)
     ${conversation}=    Wait Until Keyword Succeeds    10s    0.5s
@@ -366,4 +366,3 @@ WebSocket Disconnect Conversation End Reason Test
     Should Not Be Equal    ${conversation}[completed_at]    ${None}
 
     [Teardown]    Run Keyword And Ignore Error    Close Audio Stream    ${stream_id}
-
diff --git a/tests/integration/always_persist_audio_tests.robot b/tests/integration/always_persist_audio_tests.robot
index d27dee81..b4503fc8 100644
--- a/tests/integration/always_persist_audio_tests.robot
+++ b/tests/integration/always_persist_audio_tests.robot
@@ -32,6 +32,8 @@ Suite Setup Actions
     # Initialize API session for test user
     ${session}=    Get Admin API Session
     Set Suite Variable    ${API_SESSION}    ${session}
+    # Ensure always_persist is enabled (may have been disabled by a previous test suite)
+    Set Always Persist Enabled    ${API_SESSION}    ${True}
 
 Suite Teardown Actions
     [Documentation]    Cleanup after all tests complete
diff --git a/tests/integration/conversation_queue.robot b/tests/integration/conversation_queue.robot
index e0a3b283..c16490d8 100644
--- a/tests/integration/conversation_queue.robot
+++ b/tests/integration/conversation_queue.robot
@@ -27,7 +27,7 @@ Test Upload audio creates transcription job
 
     # Verify queue is empty
     ${initial_job_count}=    Get queue length
-   
+
 
     # Upload audio file to create conversation and trigger transcription job
     ${conversation}=    Upload Audio File   ${TEST_AUDIO_FILE}    ${TEST_DEVICE_NAME}
@@ -98,15 +98,14 @@ Test Reprocess Conversation Job Queue
 
     # Wait for transcription job to complete (Deepgram API + started takes time in CI)
     Log    Waiting for transcription job ${job_id} to complete...    INFO
-    Wait For Job Status    ${job_id}    finished    timeout=60s    interval=3s
+    Wait For Job Status    ${job_id}    finished    timeout=180s    interval=3s
 
     # Verify conversation was updated with new transcript version
     ${updated_conversation}=    Get Conversation By ID    ${conversation_id}
-    ${transcript_versions}=    Get Conversation Versions    ${conversation_id}  
+    ${transcript_versions}=    Get Conversation Versions    ${conversation_id}
     Length Should Be    ${transcript_versions}    ${initial_version_count + 1}    Expected transcript versions to increase by 1
 
     # Verify transcript versions array exists and has correct count
     Should Not Be Equal    ${updated_conversation}[active_transcript_version]    ${active_version}
 
     Log    Reprocess Job Queue Test Completed Successfully    INFO
-
diff --git a/tests/integration/plugin_event_tests.robot b/tests/integration/plugin_event_tests.robot
index cdb8c2ec..403d018d 100644
--- a/tests/integration/plugin_event_tests.robot
+++ b/tests/integration/plugin_event_tests.robot
@@ -63,7 +63,7 @@ Upload Audio And Verify Transcript Batch Event
 
     # Wait for transcription to complete (polls every 2s, max 30s)
     # Filter by conversation_id to avoid picking up fixture conversation events
-    ${new_events}=    Wait For Plugin Event    transcript.batch    ${baseline_count}    timeout=30s    conversation_id=${conversation_id}
+    ${new_events}=    Wait For Plugin Event    transcript.batch    ${baseline_count}    timeout=180s    conversation_id=${conversation_id}
 
     # Verify at least one new event was received
     Should Be True    ${new_events} > 0
@@ -130,7 +130,7 @@ Memory Processing Should Trigger Event
 
     # Wait for full pipeline: transcription → conversation → memory (polls every 2s, max 60s)
     # Filter by conversation_id to avoid picking up fixture conversation events
-    ${new_events}=    Wait For Plugin Event    memory.processed    ${baseline_count}    timeout=60s    conversation_id=${conversation_id}
+    ${new_events}=    Wait For Plugin Event    memory.processed    ${baseline_count}    timeout=180s    conversation_id=${conversation_id}
 
     Should Be True    ${new_events} > 0
     ...    msg=At least one memory.processed event should be logged for conversation ${conversation_id}
@@ -172,7 +172,7 @@ WebSocket Disconnect Should Trigger Conversation Complete Event
     # Wait for plugin event dispatch (polls every 2s, max 30s)
     # Event dispatch depends on memory and title/summary jobs completing (~20-25s total)
     # Filter by conversation_id to avoid picking up events from other conversations
-    ${new_events}=    Wait For Plugin Event    conversation.complete    ${baseline_count}    timeout=30s    conversation_id=${conversation_id}
+    ${new_events}=    Wait For Plugin Event    conversation.complete    ${baseline_count}    timeout=180s    conversation_id=${conversation_id}
 
     Should Be True    ${new_events} > 0
     ...    msg=At least one conversation.complete event should be logged for conversation ${conversation_id}
@@ -209,9 +209,9 @@ Verify All Events Are Logged
 
     # Wait for events in pipeline order (polls every 2s for each)
     # Filter by conversation_id to avoid picking up fixture conversation events
-    ${batch_new}=    Wait For Plugin Event    transcript.batch    ${batch_baseline}    timeout=30s    conversation_id=${conversation_id}
-    ${conv_new}=    Wait For Plugin Event    conversation.complete    ${conv_baseline}    timeout=30s    conversation_id=${conversation_id}
-    ${mem_new}=    Wait For Plugin Event    memory.processed    ${mem_baseline}    timeout=60s    conversation_id=${conversation_id}
+    ${batch_new}=    Wait For Plugin Event    transcript.batch    ${batch_baseline}    timeout=180s    conversation_id=${conversation_id}
+    ${conv_new}=    Wait For Plugin Event    conversation.complete    ${conv_baseline}    timeout=180s    conversation_id=${conversation_id}
+    ${mem_new}=    Wait For Plugin Event    memory.processed    ${mem_baseline}    timeout=180s    conversation_id=${conversation_id}
 
     Should Be True    ${batch_new} > 0
     ...    msg=transcript.batch events should be logged for conversation ${conversation_id}
diff --git a/tests/integration/websocket_streaming_tests.robot b/tests/integration/websocket_streaming_tests.robot
index 5161b816..736cc4c9 100644
--- a/tests/integration/websocket_streaming_tests.robot
+++ b/tests/integration/websocket_streaming_tests.robot
@@ -174,7 +174,7 @@ Conversation Closes On Inactivity Timeout And Restarts Speech Detection
 
     # Wait for conversation job to complete (status changes from 'started' to 'finished')
     # Timeout needs: (audio send time ~60s) + (silence timeout 20s) + (buffer 10s) = 90s
-    Wait For Job Status    ${conv_job_id}    finished    timeout=90s    interval=2s
+    Wait For Job Status    ${conv_job_id}    finished    timeout=180s    interval=2s
     Log To Console    Conversation job finished (timeout triggered)
 
     # Verify a NEW speech detection job (2nd one) was created for next conversation
diff --git a/tests/integration/websocket_transcription_e2e_test.robot b/tests/integration/websocket_transcription_e2e_test.robot
index 951f3aa7..09bb8586 100644
--- a/tests/integration/websocket_transcription_e2e_test.robot
+++ b/tests/integration/websocket_transcription_e2e_test.robot
@@ -93,7 +93,7 @@ Speech Detection Receives Transcription From Stream
     ${job_id}=    Set Variable    ${speech_job}[job_id]
 
     # Wait for job to complete
-    Wait For Job Status    ${job_id}    finished    timeout=60s    interval=2s
+    Wait For Job Status    ${job_id}    finished    timeout=180s    interval=2s
 
     # Get job result
     ${result}=    Get Job Result    ${job_id}
@@ -131,7 +131,7 @@ Conversation Created With Valid Transcript
     ${speech_job_id}=    Set Variable    ${speech_job}[job_id]
 
     # Wait for speech detection to finish
-    Wait For Job Status    ${speech_job_id}    finished    timeout=30s    interval=2s
+    Wait For Job Status    ${speech_job_id}    finished    timeout=180s    interval=2s
 
     # Verify speech was detected (not no_speech_detected)
     ${speech_result}=    Get Job Result    ${speech_job_id}
@@ -153,7 +153,7 @@ Conversation Created With Valid Transcript
     Should Not Be Empty    ${conversation_id}    Conversation ID not found in open_conversation job metadata
 
     # Wait for conversation to complete started (inactivity timeout)
-    Wait For Job Status    ${conv_job}[job_id]    finished    timeout=60s    interval=2s
+    Wait For Job Status    ${conv_job}[job_id]    finished    timeout=180s    interval=2s
 
     # Retrieve the conversation
     ${conversation}=    Get Conversation By ID    ${conversation_id}
@@ -264,7 +264,7 @@ Word Timestamps Are Monotonically Increasing
     ...    Get Jobs By Type And Client    speech_detection    ${client_id}
     Should Not Be Empty    ${speech_jobs}    No speech detection job found
     ${speech_job}=    Set Variable    ${speech_jobs}[0]
-    Wait For Job Status    ${speech_job}[job_id]    finished    timeout=60s    interval=2s
+    Wait For Job Status    ${speech_job}[job_id]    finished    timeout=180s    interval=2s
 
     # Wait for conversation to be created
     ${conv_jobs}=    Wait Until Keyword Succeeds    60s    3s
@@ -275,7 +275,7 @@ Word Timestamps Are Monotonically Increasing
     Should Not Be Empty    ${conversation_id}    Conversation ID not found
 
     # Wait for conversation to close
-    Wait For Job Status    ${conv_job}[job_id]    finished    timeout=60s    interval=2s
+    Wait For Job Status    ${conv_job}[job_id]    finished    timeout=180s    interval=2s
 
     # Get conversation with segments
     ${conversation}=    Get Conversation By ID    ${conversation_id}
@@ -330,7 +330,7 @@ Segment Timestamps Match Expected Values
     ...    Get Jobs By Type And Client    speech_detection    ${client_id}
     Should Not Be Empty    ${speech_jobs}    No speech detection job found
     ${speech_job}=    Set Variable    ${speech_jobs}[0]
-    Wait For Job Status    ${speech_job}[job_id]    finished    timeout=60s    interval=2s
+    Wait For Job Status    ${speech_job}[job_id]    finished    timeout=180s    interval=2s
 
     # Get conversation
     ${conv_jobs}=    Wait Until Keyword Succeeds    60s    3s
@@ -340,7 +340,7 @@ Segment Timestamps Match Expected Values
     ${conversation_id}=    Evaluate    $conv_meta.get('conversation_id', '')
     Should Not Be Empty    ${conversation_id}
 
-    Wait For Job Status    ${conv_job}[job_id]    finished    timeout=60s    interval=2s
+    Wait For Job Status    ${conv_job}[job_id]    finished    timeout=180s    interval=2s
 
     # Get conversation with segments
     ${conversation}=    Get Conversation By ID    ${conversation_id}
diff --git a/tests/resources/audio_keywords.robot b/tests/resources/audio_keywords.robot
index c752e511..d8f623d0 100644
--- a/tests/resources/audio_keywords.robot
+++ b/tests/resources/audio_keywords.robot
@@ -17,7 +17,7 @@ Upload Audio File
       File Should Exist    ${audio_file_path}
 
       # Debug the request being sent
-      
+
       Log    Sending file: ${audio_file_path}
       Log    Device name: ${device_name}
       Log    Folder: ${folder}
@@ -84,7 +84,7 @@ Upload Audio File
       # Normal path: Wait for transcription job to complete
       Log    Waiting for transcription job ${transcript_job_id} to complete...
 
-      Wait Until Keyword Succeeds    60s    5s       Check job status   ${transcript_job_id}    finished
+      Wait Until Keyword Succeeds    300s    5s       Check job status   ${transcript_job_id}    finished
       ${job}=    Get Job Details    ${transcript_job_id}
 
      # Get the finished conversation
diff --git a/tests/resources/websocket_keywords.robot b/tests/resources/websocket_keywords.robot
index 58014de5..959e73dd 100644
--- a/tests/resources/websocket_keywords.robot
+++ b/tests/resources/websocket_keywords.robot
@@ -212,7 +212,7 @@ Stream And Wait For Conversation
     Log    New conversation created: ${conversation_id}
 
     # Wait for conversation to close via inactivity timeout (with queue drain, can take 45+ seconds)
-    Wait For Job Status    ${new_job}[job_id]    finished    timeout=60s    interval=2s
+    Wait For Job Status    ${new_job}[job_id]    finished    timeout=180s    interval=2s
     Log    Conversation closed: ${conversation_id}
 
     RETURN    ${conversation_id}
diff --git a/wizard.py b/wizard.py
index a3125881..c13bcef4 100755
--- a/wizard.py
+++ b/wizard.py
@@ -47,6 +47,7 @@
             "cmd": [
                 "uv",
                 "run",
+                "--no-project",
                 "--with-requirements",
                 "../../setup-requirements.txt",
                 "python",
@@ -59,6 +60,7 @@
             "cmd": [
                 "uv",
                 "run",
+                "--no-project",
                 "--with-requirements",
                 "../../setup-requirements.txt",
                 "python",
@@ -344,7 +346,12 @@ def run_service_setup(
 
             speaker_env_path = "extras/speaker-recognition/.env"
             cuda_version = read_env_value(speaker_env_path, "PYTORCH_CUDA_VERSION")
-            if cuda_version and cuda_version in ["cu121", "cu126", "cu128", "strixhalo"]:
+            if cuda_version and cuda_version in [
+                "cu121",
+                "cu126",
+                "cu128",
+                "strixhalo",
+            ]:
                 cmd.extend(["--pytorch-cuda-version", cuda_version])
                 console.print(
                     f"[blue][INFO][/blue] Found existing PYTORCH_CUDA_VERSION ({cuda_version}) from speaker-recognition, reusing"
@@ -1212,10 +1219,10 @@ def main():
         f"[dim]   cd backends/advanced && uv run --with-requirements ../../setup-requirements.txt python init.py[/dim]"
     )
     console.print(
-        f"[dim]   cd extras/speaker-recognition && uv run --with-requirements ../../setup-requirements.txt python init.py[/dim]"
+        f"[dim]   cd extras/speaker-recognition && uv run --no-project --with-requirements ../../setup-requirements.txt python init.py[/dim]"
     )
     console.print(
-        f"[dim]   cd extras/asr-services && uv run --with-requirements ../../setup-requirements.txt python init.py[/dim]"
+        f"[dim]   cd extras/asr-services && uv run --no-project --with-requirements ../../setup-requirements.txt python init.py[/dim]"
     )
 
 

From b19088adc3022a087dc98094b687b9a060ea58ac Mon Sep 17 00:00:00 2001
From: 0xrushi <0xrushi@gmail.com>
Date: Mon, 23 Feb 2026 21:45:53 -0500
Subject: [PATCH 5/7] merge

---
 .env.template                                 |   2 +-
 .../advanced-docker-compose-build.yml         |  38 +-
 CLAUDE.md                                     |   2 +-
 Docs/init-system.md                           |  24 +-
 README-K8S.md                                 | 110 +--
 README.md                                     |   3 +-
 app/README.md                                 |   6 +-
 app/app/components/BackendStatus.tsx          |  26 +-
 app/app/index.tsx                             |  62 +-
 backends/advanced/.dockerignore               |   2 +-
 backends/advanced/.env.bak                    | 128 +++
 backends/advanced/Docs/README.md              |   8 +-
 .../Docs/README_speaker_enrollment.md         |  18 +-
 backends/advanced/Docs/UI.md                  |  12 +-
 backends/advanced/Docs/architecture.md        |  66 +-
 backends/advanced/Docs/auth.md                |  12 +-
 backends/advanced/Docs/memories.md            |  50 +-
 backends/advanced/README.md                   |   2 +-
 backends/advanced/init.py                     | 788 +++++++++++------
 backends/advanced/scripts/create_plugin.py    |  38 +-
 backends/advanced/scripts/laptop_client.py    |  70 +-
 .../src/advanced_omi_backend/app_config.py    |  18 +-
 .../advanced/src/advanced_omi_backend/auth.py |  42 +-
 .../src/advanced_omi_backend/chat_service.py  | 228 +++--
 .../src/advanced_omi_backend/client.py        |   8 +-
 .../advanced_omi_backend/client_manager.py    |  28 +-
 .../clients/gdrive_audio_client.py            |   4 +-
 .../src/advanced_omi_backend/config.py        | 115 ++-
 .../controllers/audio_controller.py           | 162 ++--
 .../controllers/memory_controller.py          |  66 +-
 .../controllers/queue_controller.py           | 414 ++++++---
 .../controllers/session_controller.py         | 258 ++++--
 .../controllers/system_controller.py          | 734 ++++++++++------
 .../controllers/user_controller.py            |  37 +-
 .../advanced_omi_backend/cron_scheduler.py    |  43 +-
 .../src/advanced_omi_backend/database.py      |   2 -
 .../src/advanced_omi_backend/llm_client.py    |  42 +-
 .../advanced/src/advanced_omi_backend/main.py |   2 +-
 .../middleware/app_middleware.py              |  24 +-
 .../advanced_omi_backend/model_registry.py    | 129 +--
 .../advanced_omi_backend/models/annotation.py |  28 +-
 .../models/audio_chunk.py                     |  48 +-
 .../models/conversation.py                    | 234 +++--
 .../src/advanced_omi_backend/models/job.py    |  33 +-
 .../src/advanced_omi_backend/models/user.py   |   4 +-
 .../advanced_omi_backend/models/waveform.py   |   6 +-
 .../advanced_omi_backend/plugins/__init__.py  |  18 +-
 .../routers/api_router.py                     |   5 +-
 .../routers/modules/__init__.py               |  30 +-
 .../routers/modules/admin_routes.py           |  44 +-
 .../routers/modules/annotation_routes.py      |  58 +-
 .../routers/modules/audio_routes.py           |  80 +-
 .../routers/modules/chat_routes.py            | 308 ++++---
 .../routers/modules/conversation_routes.py    | 145 +--
 .../routers/modules/finetuning_routes.py      | 191 ++--
 .../routers/modules/health_routes.py          |  58 +-
 .../routers/modules/knowledge_graph_routes.py |   2 +
 .../routers/modules/memory_routes.py          |  47 +-
 .../routers/modules/obsidian_routes.py        |  96 +-
 .../routers/modules/queue_routes.py           | 232 +++--
 .../routers/modules/system_routes.py          | 119 ++-
 .../routers/modules/test_routes.py            |  31 +-
 .../routers/modules/websocket_routes.py       |   7 +-
 .../services/audio_stream/aggregator.py       |  33 +-
 .../services/audio_stream/consumer.py         | 183 ++--
 .../services/capabilities.py                  |   8 +-
 .../knowledge_graph/entity_extractor.py       |  70 +-
 .../services/knowledge_graph/models.py        |  14 +-
 .../services/knowledge_graph/service.py       |   5 +-
 .../services/memory/README.md                 | 104 +--
 .../services/memory/base.py                   |  20 +-
 .../services/memory/config.py                 |  16 +-
 .../services/memory/prompts.py                | 198 +++--
 .../services/memory/providers/chronicle.py    | 158 +++-
 .../memory/providers/llm_providers.py         | 106 ++-
 .../services/memory/providers/mcp_client.py   |  56 +-
 .../memory/providers/mock_llm_provider.py     |  14 +-
 .../memory/providers/openmemory_mcp.py        |  53 +-
 .../memory/providers/vector_stores.py         | 148 ++--
 .../services/memory/service_factory.py        |   8 +-
 .../services/memory/update_memory_utils.py    |  37 +-
 .../services/obsidian_service.py              |  36 +-
 .../services/plugin_assistant.py              |  40 +-
 .../services/plugin_service.py                |  40 +-
 .../services/transcription/base.py            |  18 +-
 .../services/transcription/context.py         |   4 +-
 .../services/transcription/mock_provider.py   | 118 ++-
 .../transcription/streaming_consumer.py       | 254 ++++--
 .../speaker_recognition_client.py             | 578 ++++++++----
 .../testing/mock_speaker_client.py            |  52 +-
 .../utils/audio_chunk_utils.py                | 149 ++--
 .../advanced_omi_backend/utils/audio_utils.py |  92 +-
 .../utils/conversation_utils.py               |  65 +-
 .../utils/gdrive_audio_utils.py               |  41 +-
 .../advanced_omi_backend/utils/job_utils.py   |  17 +-
 .../utils/logging_utils.py                    | 145 +--
 .../advanced_omi_backend/utils/model_utils.py |  27 +-
 .../advanced_omi_backend/workers/__init__.py  |  27 +-
 .../workers/annotation_jobs.py                |   9 +-
 .../workers/audio_jobs.py                     |  65 +-
 .../workers/audio_stream_worker.py            |  43 +-
 .../workers/cleanup_jobs.py                   |  22 +-
 .../workers/finetuning_jobs.py                | 102 ++-
 .../workers/obsidian_jobs.py                  |  12 +-
 .../workers/orchestrator/health_monitor.py    |   8 +-
 .../workers/orchestrator/process_manager.py   |   4 +-
 .../workers/orchestrator/worker_registry.py   |  13 +-
 .../workers/prompt_optimization_jobs.py       |   8 +-
 .../workers/speaker_jobs.py                   | 229 +++--
 .../workers/waveform_jobs.py                  |  23 +-
 .../advanced/src/scripts/cleanup_state.py     | 368 +++++---
 backends/advanced/start-k8s.sh                |   2 +-
 backends/advanced/start.sh                    |   2 +-
 .../tests/test_audio_persistence_mongodb.py   |  34 +-
 .../tests/test_conversation_models.py         |  26 +-
 backends/advanced/tests/test_memory_entry.py  |  87 +-
 .../advanced/tests/test_memory_providers.py   |  47 +-
 backends/advanced/upload_files.py             | 233 ++---
 backends/advanced/webui/nginx.conf            |   4 +-
 .../ConversationVersionDropdown.tsx           |   2 +-
 .../components/ConversationVersionHeader.tsx  |   2 +-
 .../webui/src/components/audio/DebugPanel.tsx |   8 +-
 .../src/components/audio/RecordingStatus.tsx  |   8 +-
 .../src/components/audio/SimpleDebugPanel.tsx |   8 +-
 .../src/components/audio/StatusDisplay.tsx    |  20 +-
 .../webui/src/components/layout/Layout.tsx    |   4 +-
 .../webui/src/contexts/AuthContext.tsx        |  14 +-
 .../webui/src/hooks/useAudioRecording.ts      | 124 +--
 backends/advanced/webui/src/pages/Chat.tsx    |   4 +-
 .../webui/src/pages/Conversations.tsx         |   4 +-
 .../advanced/webui/src/pages/LiveRecord.tsx   |   4 +-
 backends/advanced/webui/src/pages/Queue.tsx   |   2 +-
 backends/advanced/webui/src/pages/Users.tsx   |   8 +-
 backends/advanced/webui/src/services/api.ts   |  12 +-
 backends/advanced/webui/vite.config.ts        |   2 +-
 backends/advanced/worker_orchestrator.py      |   8 +-
 config.env.template                           |  10 +-
 config_manager.py                             |  28 +-
 extras/asr-services/common/__init__.py        |  18 +-
 extras/asr-services/common/audio_utils.py     |   8 +-
 extras/asr-services/common/base_service.py    |  13 +-
 extras/asr-services/common/batching.py        |  34 +-
 extras/asr-services/common/response_models.py |   8 +-
 .../providers/faster_whisper/service.py       |   1 -
 .../providers/faster_whisper/transcriber.py   |   7 +-
 extras/asr-services/providers/nemo/service.py |   1 -
 .../providers/nemo/transcriber.py             |   1 -
 .../providers/qwen3_asr/service.py            |   4 +-
 .../providers/qwen3_asr/streaming_bridge.py   |  60 +-
 .../providers/qwen3_asr/transcriber.py        |  26 +-
 .../providers/transformers/service.py         |   4 +-
 .../providers/transformers/transcriber.py     |  13 +-
 .../providers/vibevoice/service.py            |  55 +-
 .../providers/vibevoice/transcriber.py        |  78 +-
 extras/asr-services/scripts/convert_to_ct2.py |  13 +-
 extras/asr-services/tests/test_batching.py    |  75 +-
 .../friend-lite-sdk/friend_lite/bluetooth.py  |  32 +-
 extras/friend-lite-sdk/friend_lite/decoder.py |   4 +-
 .../friend_lite/discover_characteristics.py   |   3 +
 .../friend-lite-sdk/friend_lite/transcribe.py | 176 ++--
 extras/havpe-relay/docker-compose.yml         |   4 +-
 extras/havpe-relay/main.py                    | 208 +++--
 extras/langfuse/init.py                       |  60 +-
 .../local-wearable-client/backend_sender.py   |   6 +-
 extras/local-wearable-client/main.py          | 211 +++--
 extras/local-wearable-client/menu_app.py      |  87 +-
 extras/local-wearable-client/service.py       |  52 +-
 extras/speaker-recognition/README.md          |  38 +-
 extras/speaker-recognition/docker-compose.yml |   2 +-
 extras/speaker-recognition/init.py            | 242 +++--
 .../scripts/download-pyannote.py              |  42 +-
 .../api/routers/identification.py             | 824 +++++++++++-------
 .../api/routers/speakers.py                   | 294 ++++---
 .../simple_speaker_recognition/api/service.py | 127 ++-
 .../core/audio_backend.py                     | 148 ++--
 .../core/backend_client.py                    |  24 +-
 .../tests/test_speaker_service_integration.py | 239 +++--
 .../webui/src/services/api.ts                 |   8 +-
 .../webui/src/services/deepgram.ts            |  70 +-
 .../src/services/speakerIdentification.ts     |  36 +-
 plugins/email_summarizer/__init__.py          |   2 +-
 plugins/email_summarizer/email_service.py     |  73 +-
 plugins/email_summarizer/plugin.py            | 125 ++-
 plugins/email_summarizer/setup.py             |  75 +-
 plugins/email_summarizer/templates.py         |   7 +-
 plugins/homeassistant/__init__.py             |   2 +-
 plugins/homeassistant/entity_cache.py         |  23 +-
 plugins/homeassistant/mcp_client.py           |  80 +-
 plugins/hourly_recap/__init__.py              |   2 +-
 plugins/hourly_recap/plugin.py                |  39 +-
 plugins/test_button_actions/__init__.py       |   2 +-
 plugins/test_button_actions/plugin.py         |  38 +-
 plugins/test_event/__init__.py                |   2 +-
 plugins/test_event/event_storage.py           |  68 +-
 plugins/test_event/plugin.py                  |  46 +-
 quickstart.md                                 |  24 +-
 services.py                                   |   1 -
 setup-requirements.txt                        |   2 +-
 setup_utils.py                                |  60 +-
 status.py                                     | 292 ++++---
 tests/.env.test                               |   2 +-
 tests/endpoints/client_queue_tests.robot      |   3 +-
 tests/endpoints/health_tests.robot            |   7 +-
 tests/endpoints/memory_tests.robot            |   1 -
 tests/endpoints/system_admin_tests.robot      |   1 -
 tests/integration/integration_test.robot      |   4 +-
 tests/libs/auth_helpers.py                    |  12 +-
 tests/libs/mock_asr_server.py                 |  45 +-
 tests/libs/mock_llm_server.py                 | 121 ++-
 tests/libs/mock_streaming_stt_server.py       | 107 ++-
 tests/libs/mongodb_helper.py                  |  12 +-
 tests/mocks/mock_speaker_client.py            |  52 +-
 tests/resources/asr_keywords.robot            |   1 -
 tests/resources/chat_keywords.robot           |   3 -
 tests/resources/conversation_keywords.robot   |   6 +-
 tests/resources/queue_keywords.robot          |   2 +-
 tests/resources/session_keywords.robot        |   2 +-
 tests/scripts/mock_transcription_server.py    | 241 +++--
 tests/scripts/verify_mock_servers.py          |  33 +-
 tests/setup/init.py                           |   4 +-
 tests/setup/setup_keywords.robot              |   1 -
 tests/setup/test_data.py                      |  23 +-
 tests/setup/test_env.py                       |  40 +-
 tests/show_results.py                         |  77 +-
 tests/test-requirements.txt                   |   1 -
 tests/unit/test_config_loading.py             |  61 +-
 226 files changed, 9746 insertions(+), 5629 deletions(-)
 create mode 100644 backends/advanced/.env.bak

diff --git a/.env.template b/.env.template
index 388edbf5..1a638bb5 100644
--- a/.env.template
+++ b/.env.template
@@ -218,4 +218,4 @@ WEBUI_MEMORY_REQUEST=128Mi
 SPEAKER_CPU_LIMIT=2000m
 SPEAKER_MEMORY_LIMIT=4Gi
 SPEAKER_CPU_REQUEST=500m
-SPEAKER_MEMORY_REQUEST=2Gi
\ No newline at end of file
+SPEAKER_MEMORY_REQUEST=2Gi
diff --git a/.github/workflows/advanced-docker-compose-build.yml b/.github/workflows/advanced-docker-compose-build.yml
index 93e72d68..ff406822 100644
--- a/.github/workflows/advanced-docker-compose-build.yml
+++ b/.github/workflows/advanced-docker-compose-build.yml
@@ -140,10 +140,10 @@ jobs:
           set -euo pipefail
           docker compose version
           OWNER_LC=$(echo "$OWNER" | tr '[:upper:]' '[:lower:]')
-          
+
           # CUDA variants from pyproject.toml
           CUDA_VARIANTS=("cpu" "cu121" "cu126" "cu128")
-          
+
           # Base services (no CUDA variants, no profiles)
           base_service_specs=(
             "chronicle-backend|advanced-chronicle-backend|docker-compose.yml|."
@@ -151,11 +151,11 @@ jobs:
             "webui|advanced-webui|docker-compose.yml|."
             "openmemory-mcp|openmemory-mcp|../../extras/openmemory-mcp/docker-compose.yml|../../extras/openmemory-mcp"
           )
-          
+
           # Build and push base services
           for spec in "${base_service_specs[@]}"; do
             IFS='|' read -r svc svc_repo compose_file project_dir <<< "$spec"
-            
+
             echo "::group::Building and pushing $svc_repo"
             if [ "$compose_file" = "docker-compose.yml" ] && [ "$project_dir" = "." ]; then
               docker compose build --pull "$svc"
@@ -173,7 +173,7 @@ jobs:
               echo "::endgroup::"
               continue
             fi
-            
+
             # Tag and push with version
             target_image="$REGISTRY/$OWNER_LC/$svc_repo:$VERSION"
             latest_image="$REGISTRY/$OWNER_LC/$svc_repo:latest"
@@ -181,21 +181,21 @@ jobs:
             docker tag "$img_id" "$target_image"
             echo "Tagging $img_id as $latest_image"
             docker tag "$img_id" "$latest_image"
-            
+
             echo "Pushing $target_image"
             docker push "$target_image"
             echo "Pushing $latest_image"
             docker push "$latest_image"
-            
+
             # Clean up local tags
             docker image rm -f "$target_image" || true
             docker image rm -f "$latest_image" || true
             echo "::endgroup::"
-            
+
             # Aggressive cleanup to save space
             docker system prune -af || true
           done
-          
+
           # Build and push parakeet-asr with CUDA variants (cu121, cu126, cu128)
           echo "::group::Building and pushing parakeet-asr CUDA variants"
           cd ../../extras/asr-services
@@ -203,7 +203,7 @@ jobs:
             echo "Building parakeet-asr-${cuda_variant}"
             export PYTORCH_CUDA_VERSION="${cuda_variant}"
             docker compose build parakeet-asr
-            
+
             img_id=$(docker compose images -q parakeet-asr | head -n1)
             if [ -n "${img_id:-}" ]; then
               target_image="$REGISTRY/$OWNER_LC/parakeet-asr-${cuda_variant}:$VERSION"
@@ -212,23 +212,23 @@ jobs:
               docker tag "$img_id" "$target_image"
               echo "Tagging $img_id as $latest_image"
               docker tag "$img_id" "$latest_image"
-              
+
               echo "Pushing $target_image"
               docker push "$target_image"
               echo "Pushing $latest_image"
               docker push "$latest_image"
-              
+
               # Clean up local tags
               docker image rm -f "$target_image" || true
               docker image rm -f "$latest_image" || true
             fi
-            
+
             # Aggressive cleanup to save space
             docker system prune -af || true
           done
           cd - > /dev/null
           echo "::endgroup::"
-          
+
           # Build and push speaker-recognition with all CUDA variants (including CPU)
           # Note: speaker-service has profiles, but we can build it directly by setting PYTORCH_CUDA_VERSION
           echo "::group::Building and pushing speaker-recognition variants"
@@ -238,7 +238,7 @@ jobs:
             export PYTORCH_CUDA_VERSION="${cuda_variant}"
             # Build speaker-service directly (profiles only affect 'up', not 'build')
             docker compose build speaker-service
-            
+
             img_id=$(docker compose images -q speaker-service | head -n1)
             if [ -n "${img_id:-}" ]; then
               target_image="$REGISTRY/$OWNER_LC/speaker-recognition-${cuda_variant}:$VERSION"
@@ -247,23 +247,23 @@ jobs:
               docker tag "$img_id" "$target_image"
               echo "Tagging $img_id as $latest_image"
               docker tag "$img_id" "$latest_image"
-              
+
               echo "Pushing $target_image"
               docker push "$target_image"
               echo "Pushing $latest_image"
               docker push "$latest_image"
-              
+
               # Clean up local tags
               docker image rm -f "$target_image" || true
               docker image rm -f "$latest_image" || true
             fi
-            
+
             # Aggressive cleanup to save space
             docker system prune -af || true
           done
           cd - > /dev/null
           echo "::endgroup::"
-          
+
           # Summary
           echo "::group::Build Summary"
           echo "Built and pushed images with version tag: ${VERSION}"
diff --git a/CLAUDE.md b/CLAUDE.md
index fc3d8818..2fa839a8 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -613,4 +613,4 @@ The uv package manager is used for all python projects. Wherever you'd call `pyt
 - Only use `--no-cache` when explicitly needed (e.g., if cached layers are causing issues or when troubleshooting build problems)
 - Docker's build cache is efficient and saves significant time during development
 
-- Remember that whenever there's a python command, you should use uv run python3 instead
\ No newline at end of file
+- Remember that whenever there's a python command, you should use uv run python3 instead
diff --git a/Docs/init-system.md b/Docs/init-system.md
index 4ec742dc..9d859226 100644
--- a/Docs/init-system.md
+++ b/Docs/init-system.md
@@ -3,7 +3,7 @@
 ## Quick Links
 
 - **👉 [Start Here: Quick Start Guide](../quickstart.md)** - Main setup path for new users
-- **📚 [Full Documentation](../CLAUDE.md)** - Comprehensive reference  
+- **📚 [Full Documentation](../CLAUDE.md)** - Comprehensive reference
 - **🏗️ [Architecture Details](overview.md)** - Technical deep dive
 
 ---
@@ -59,12 +59,12 @@ Each service can be configured independently:
 cd backends/advanced
 uv run --with-requirements setup-requirements.txt python init.py
 
-# Speaker Recognition only  
+# Speaker Recognition only
 cd extras/speaker-recognition
 ./setup.sh
 
 # ASR Services only
-cd extras/asr-services  
+cd extras/asr-services
 ./setup.sh
 
 # OpenMemory MCP only
@@ -80,21 +80,21 @@ cd extras/openmemory-mcp
 - **Generates**: Complete `.env` file with all required configuration
 - **Default ports**: Backend (8000), WebUI (5173)
 
-### Speaker Recognition  
+### Speaker Recognition
 - **Prompts for**: Hugging Face token, compute mode (cpu/gpu)
 - **Service port**: 8085
 - **WebUI port**: 5173
 - **Requires**: HF_TOKEN for pyannote models
 
 ### ASR Services
-- **Starts**: Parakeet ASR service via Docker Compose  
+- **Starts**: Parakeet ASR service via Docker Compose
 - **Service port**: 8767
 - **Purpose**: Offline speech-to-text processing
 - **No configuration required**
 
 ### OpenMemory MCP
 - **Starts**: External OpenMemory MCP server
-- **Service port**: 8765  
+- **Service port**: 8765
 - **WebUI**: Available at http://localhost:8765
 - **Purpose**: Cross-client memory compatibility
 
@@ -112,10 +112,10 @@ Note (Linux): If `host.docker.internal` is unavailable, add `extra_hosts: - "hos
 
 ## Key Benefits
 
-✅ **No Unnecessary Building** - Services are only started when you explicitly request them  
-✅ **Resource Efficient** - Parakeet ASR won't start if you're using cloud transcription  
-✅ **Clean Separation** - Configuration vs service management are separate concerns  
-✅ **Unified Control** - Single command to start/stop all services  
+✅ **No Unnecessary Building** - Services are only started when you explicitly request them
+✅ **Resource Efficient** - Parakeet ASR won't start if you're using cloud transcription
+✅ **Clean Separation** - Configuration vs service management are separate concerns
+✅ **Unified Control** - Single command to start/stop all services
 ✅ **Selective Starting** - Choose which services to run based on your current needs
 
 ## Ports & Access
@@ -215,7 +215,7 @@ You can also manage services individually:
 # Advanced Backend
 cd backends/advanced && docker compose up --build -d
 
-# Speaker Recognition  
+# Speaker Recognition
 cd extras/speaker-recognition && docker compose up --build -d
 
 # ASR Services (only if using offline transcription)
@@ -303,7 +303,7 @@ AMD/ROCm (Strix Halo) uses the same `pyproject.toml` interface (the `strixhalo`
 # Backend health
 curl http://localhost:8000/health
 
-# Speaker Recognition health  
+# Speaker Recognition health
 curl http://localhost:8085/health
 
 # ASR service health
diff --git a/README-K8S.md b/README-K8S.md
index 8bbe22fa..6a36e038 100644
--- a/README-K8S.md
+++ b/README-K8S.md
@@ -47,7 +47,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
 2. **Install Ubuntu Server**
    - Boot from USB/DVD
    - Choose "Install Ubuntu Server"
-   - Configure network with static IP (recommended: 192.168.1.42) 
+   - Configure network with static IP (recommended: 192.168.1.42)
    - Set hostname (e.g., `k8s_control_plane`)
    - Create user account
    - Install OpenSSH server
@@ -56,10 +56,10 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Update system
    sudo apt update && sudo apt upgrade -y
-   
+
    # Install essential packages
    sudo apt install -y curl wget git vim htop tree
-   
+
    # Configure firewall
    sudo ufw allow ssh
    sudo ufw allow 6443  # Kubernetes API
@@ -75,11 +75,11 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Install MicroK8s
    sudo snap install microk8s --classic
-   
+
    # Add user to microk8s group
    sudo usermod -a -G microk8s $USER
    sudo chown -f -R $USER ~/.kube
-   
+
    # Log out and back in, or run:
    newgrp microk8s
    ```
@@ -88,10 +88,10 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Start MicroK8s
    sudo microk8s start
-   
+
    # Wait for all services to be ready
    sudo microk8s status --wait-ready
-   
+
    # Generate join token for worker nodes
    sudo microk8s add-node
    # This will output a command like:
@@ -103,7 +103,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Start MicroK8s
    sudo microk8s start
-   
+
    # Wait for all services to be ready
    sudo microk8s status --wait-ready
    ```
@@ -115,7 +115,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    sudo microk8s enable ingress
    sudo microk8s enable storage
    sudo microk8s enable metrics-server
-   
+
    # Wait for add-ons to be ready
    sudo microk8s status --wait-ready
    ```
@@ -125,7 +125,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    # Create kubectl alias
    echo 'alias kubectl="microk8s kubectl"' >> ~/.bashrc
    source ~/.bashrc
-   
+
    # Verify installation
    kubectl get nodes
    kubectl get pods -A
@@ -147,11 +147,11 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Install MicroK8s
    sudo snap install microk8s --classic
-   
+
    # Add user to microk8s group
    sudo usermod -a -G microk8s $USER
    sudo chown -f -R $USER ~/.kube
-   
+
    # Log out and back in, or run:
    newgrp microk8s
    ```
@@ -161,7 +161,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    # Use the join command from the control plane
    # Replace with your actual join token
    sudo microk8s join 192.168.1.42:25000/xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
-   
+
    # Wait for node to join
    sudo microk8s status --wait-ready
    ```
@@ -170,7 +170,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # On the control plane, verify the worker node joined
    kubectl get nodes
-   
+
    # The worker node should show as Ready
    # Example output:
    # NAME                STATUS   ROLES    AGE   VERSION
@@ -182,7 +182,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # From your build machine, configure the worker node
    ./configure-insecure-registry-remote.sh 192.168.1.43
-   
+
    # Repeat for each worker node with their respective IPs
    ```
 
@@ -194,10 +194,10 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Enable the built-in MicroK8s registry (not enabled by default)
    sudo microk8s enable registry
-   
+
    # Wait for registry to be ready
    sudo microk8s status --wait-ready
-   
+
    # Verify registry is running
    kubectl get pods -n container-registry
    ```
@@ -213,11 +213,11 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # From your build machine, configure MicroK8s to trust the insecure registry
    chmod +x scripts/configure-insecure-registry-remote.sh
-   
+
    # Run the configuration script with your node IP address
    # Usage: ./scripts/configure-insecure-registry-remote.sh <ip_address> [ssh_user]
    ./scripts/configure-insecure-registry-remote.sh 192.168.1.42
-   
+
    # Or with custom SSH user:
    # ./scripts/configure-insecure-registry-remote.sh 192.168.1.42 myuser
    ```
@@ -234,7 +234,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Apply the hostpath provisioner
    kubectl apply -f k8s-manifests/hostpath-provisioner-official.yaml
-   
+
    # Verify storage class
    kubectl get storageclass
    ```
@@ -281,19 +281,19 @@ chronicle/
    > **Note:** The `--recursive` flag downloads the optional Mycelia submodule (an alternative memory backend with timeline visualization). Most deployments use the default Chronicle memory system and don't need Mycelia.
 
 2. **Install Required Tools**
-   
+
    **kubectl** (required for Skaffold and Helm):
    - Visit: https://kubernetes.io/docs/tasks/tools/
    - Follow the official installation guide for your platform
-   
+
    **Skaffold**:
    - Visit: https://skaffold.dev/docs/install/
-   - Follow the official installation guide 
-   
+   - Follow the official installation guide
+
    **Helm**:
    - Visit: https://helm.sh/docs/intro/install/
-   - Follow the official installation guide 
-   
+   - Follow the official installation guide
+
    **Verify installations:**
    ```bash
    kubectl version --client
@@ -311,7 +311,7 @@ chronicle/
    ```bash
    # Copy template (if it exists)
    # cp backends/advanced/.env.template backends/advanced/.env
-   
+
    # Note: Most environment variables are automatically set by Skaffold during deployment
    # including MONGODB_URI, QDRANT_BASE_URL, and other Kubernetes-specific values
    ```
@@ -320,27 +320,27 @@ chronicle/
    ```bash
    # Copy the template file
    cp skaffold.env.template skaffold.env
-   
+
    # Edit skaffold.env with your specific values
    vim skaffold.env
-   
+
    # Essential variables to configure:
    REGISTRY=192.168.1.42:32000  # Use IP address for immediate access
    # Alternative: REGISTRY=k8s_control_plane:32000 (requires adding 'k8s_control_plane 192.168.1.42' to /etc/hosts)
    BACKEND_IP=192.168.1.42
    BACKEND_NODEPORT=30270
    WEBUI_NODEPORT=31011
-   
+
    # Optional: Configure speaker recognition service
    HF_TOKEN=hf_your_huggingface_token_here
    DEEPGRAM_API_KEY=your_deepgram_api_key_here
-   
+
    # Note: MONGODB_URI and QDRANT_BASE_URL are automatically generated
    # by Skaffold based on your infrastructure namespace and service names
    ```
 
 3. **Configuration Variables Reference**
-   
+
    **Required Variables:**
    - `REGISTRY`: Docker registry for image storage
    - `BACKEND_IP`: IP address of your Kubernetes control plane
@@ -348,13 +348,13 @@ chronicle/
    - `WEBUI_NODEPORT`: Port for WebUI service (30000-32767)
    - `INFRASTRUCTURE_NAMESPACE`: Namespace for MongoDB and Qdrant
    - `APPLICATION_NAMESPACE`: Namespace for your application
-   
+
    **Optional Variables (for Speaker Recognition):**
    - `HF_TOKEN`: Hugging Face token for Pyannote models
    - `DEEPGRAM_API_KEY`: Deepgram API key for speech-to-text
    - `COMPUTE_MODE`: GPU or CPU mode for ML services
    - `SIMILARITY_THRESHOLD`: Speaker identification threshold
-   
+
    **Automatically Generated:**
    - `MONGODB_URI`: Generated from infrastructure namespace
    - `QDRANT_BASE_URL`: Generated from infrastructure namespace
@@ -365,11 +365,11 @@ chronicle/
    ```bash
    # Note: Most environment variables are handled by Skaffold automatically
    # If you need custom environment variables, you can:
-   
+
    # Option 1: Use the script (if it exists)
    # chmod +x scripts/generate-helm-configmap.sh
    # ./scripts/generate-helm-configmap.sh
-   
+
    # Option 2: Add them directly to the Helm chart values
    # Edit backends/charts/advanced-backend/values.yaml
    ```
@@ -460,7 +460,7 @@ This directory contains standalone Kubernetes manifests that are not managed by
    ```bash
    # Deploy everything in the correct order
    ./scripts/deploy-all-services.sh
-   
+
    # This will automatically:
    # - Deploy infrastructure (MongoDB, Qdrant)
    # - Deploy main application (Backend, WebUI)
@@ -473,13 +473,13 @@ This directory contains standalone Kubernetes manifests that are not managed by
    ```bash
    # Deploy infrastructure first
    skaffold run --profile=infrastructure
-   
+
    # Wait for infrastructure to be ready
    kubectl get pods -n root
-   
+
    # Deploy main application
    skaffold run --profile=advanced-backend --default-repo=192.168.1.42:32000
-   
+
    # Monitor deployment
    skaffold run --profile=advanced-backend --default-repo=192.168.1.42:32000 --tail
    ```
@@ -489,10 +489,10 @@ This directory contains standalone Kubernetes manifests that are not managed by
    # Check all resources
    kubectl get all -n chronicle
    kubectl get all -n root
-   
+
    # Check Ingress
    kubectl get ingress -n chronicle
-   
+
    # Check services
    kubectl get svc -n chronicle
    ```
@@ -636,7 +636,7 @@ spec:
    ```bash
    # Check backend health
    curl -k https://chronicle.192-168-1-42.nip.io:32623/health
-   
+
    # Check WebUI
    curl -k https://chronicle.192-168-1-42.nip.io:32623/
    ```
@@ -660,7 +660,7 @@ spec:
    ```bash
    # Test registry connectivity (run on Kubernetes node)
    curl http://k8s_control_plane:32000/v2/
-   
+
    # Check MicroK8s containerd config (run on Kubernetes node)
    sudo cat /var/snap/microk8s/current/args/certs.d/k8s_control_plane:32000/hosts.toml
    ```
@@ -669,7 +669,7 @@ spec:
    ```bash
    # Check storage class (run on build machine)
    kubectl get storageclass
-   
+
    # Check persistent volumes (run on build machine)
    kubectl get pv
    kubectl get pvc -A
@@ -679,7 +679,7 @@ spec:
    ```bash
    # Check Ingress controller (run on build machine)
    kubectl get pods -n ingress-nginx
-   
+
    # Check Ingress configuration (run on build machine)
    kubectl describe ingress -n chronicle
    ```
@@ -696,13 +696,13 @@ spec:
    # Check GPU operator status (run on build machine)
    kubectl get pods -n gpu-operator
    kubectl describe pod -n gpu-operator <pod-name>
-   
+
    # Check GPU detection on nodes
    kubectl get nodes -o json | jq '.items[] | {name: .metadata.name, gpu: .status.allocatable."nvidia.com/gpu"}'
-   
+
    # Check GPU operator logs
    kubectl logs -n gpu-operator deployment/gpu-operator
-   
+
    # Verify NVIDIA drivers on host (run on Kubernetes node)
    nvidia-smi
    ```
@@ -712,18 +712,18 @@ spec:
    # Check node connectivity (run on build machine)
    kubectl get nodes
    kubectl describe node <node-name>
-   
+
    # Check node status and conditions
    kubectl get nodes -o json | jq '.items[] | {name: .metadata.name, status: .status.conditions[] | select(.type=="Ready") | .status, message: .message}'
-   
+
    # Check if pods can be scheduled
    kubectl get pods -A -o wide
    kubectl describe pod <pod-name> -n <namespace>
-   
+
    # Check node resources and capacity
    kubectl top nodes
    kubectl describe node <node-name> | grep -A 10 "Allocated resources"
-   
+
    # Verify network connectivity between nodes
    # Run on each node:
    ping <other-node-ip>
@@ -766,7 +766,7 @@ kubectl rollout restart deployment/webui -n chronicle
    ```bash
    # Update system packages
    sudo apt update && sudo apt upgrade -y
-   
+
    # Update MicroK8s
    sudo snap refresh microk8s
    ```
@@ -776,7 +776,7 @@ kubectl rollout restart deployment/webui -n chronicle
    # Backup environment files (run on build machine)
    cp backends/advanced/.env backends/advanced/.env.backup
    cp skaffold.env skaffold.env.backup
-   
+
    # Backup Kubernetes manifests (run on build machine)
    kubectl get all -n chronicle -o yaml > chronicle-backup.yaml
    kubectl get all -n root -o yaml > infrastructure-backup.yaml
diff --git a/README.md b/README.md
index a4383ba2..3ff922d3 100644
--- a/README.md
+++ b/README.md
@@ -170,7 +170,7 @@ Usecases are numerous - OMI Mentor is one of them. Friend/Omi/pendants are a sma
 
 Regardless - this repo will try to do the minimal of this - multiple OMI-like audio devices feeding audio data - and from it:
 - Memories
-- Action items  
+- Action items
 - Home automation
 
 ## Golden Goals (Not Yet Achieved)
@@ -179,4 +179,3 @@ Regardless - this repo will try to do the minimal of this - multiple OMI-like au
 - **Home automation integration** (planned)
 - **Multi-device coordination** (planned)
 - **Visual context capture** (smart glasses integration planned)
-
diff --git a/app/README.md b/app/README.md
index e85e83e5..7041c19b 100644
--- a/app/README.md
+++ b/app/README.md
@@ -174,7 +174,7 @@ Stream audio directly from your phone's microphone to Chronicle backend, bypassi
 
 #### Requirements
 - **iOS**: iOS 13+ with microphone permissions
-- **Android**: Android API 21+ with microphone permissions  
+- **Android**: Android API 21+ with microphone permissions
 - **Network**: Stable connection to Chronicle backend
 - **Backend**: Advanced backend running with `/ws?codec=pcm` endpoint
 
@@ -191,7 +191,7 @@ Stream audio directly from your phone's microphone to Chronicle backend, bypassi
 - **Network Connection**: Test backend connectivity
 - **Authentication**: Verify JWT token is valid
 
-#### Poor Audio Quality  
+#### Poor Audio Quality
 - **Check Signal Strength**: Ensure stable network connection
 - **Reduce Background Noise**: Use in quiet environment
 - **Restart Recording**: Stop and restart phone audio streaming
@@ -365,4 +365,4 @@ BluetoothService.onAudioData = (audioBuffer) => {
 - **[Backend Setup](../backends/)**: Choose and configure backend services
 - **[Quick Start Guide](../quickstart.md)**: Complete system setup
 - **[Advanced Backend](../backends/advanced/)**: Full-featured backend option
-- **[Simple Backend](../backends/simple/)**: Basic backend for testing
\ No newline at end of file
+- **[Simple Backend](../backends/simple/)**: Basic backend for testing
diff --git a/app/app/components/BackendStatus.tsx b/app/app/components/BackendStatus.tsx
index 4f55d37f..d953ab96 100644
--- a/app/app/components/BackendStatus.tsx
+++ b/app/app/components/BackendStatus.tsx
@@ -40,21 +40,21 @@ export const BackendStatus: React.FC<BackendStatusProps> = ({
     try {
       // Convert WebSocket URL to HTTP URL for health check
       let baseUrl = backendUrl.trim();
-      
+
       // Handle different URL formats
       if (baseUrl.startsWith('ws://')) {
         baseUrl = baseUrl.replace('ws://', 'http://');
       } else if (baseUrl.startsWith('wss://')) {
         baseUrl = baseUrl.replace('wss://', 'https://');
       }
-      
+
       // Remove any WebSocket path if present
       baseUrl = baseUrl.split('/ws')[0];
-      
+
       // Try health endpoint first
       const healthUrl = `${baseUrl}/health`;
       console.log('[BackendStatus] Checking health at:', healthUrl);
-      
+
       const response = await fetch(healthUrl, {
         method: 'GET',
         headers: {
@@ -63,7 +63,7 @@ export const BackendStatus: React.FC<BackendStatusProps> = ({
           ...(jwtToken ? { 'Authorization': `Bearer ${jwtToken}` } : {}),
         },
       });
-      
+
       console.log('[BackendStatus] Health check response status:', response.status);
 
       if (response.ok) {
@@ -73,7 +73,7 @@ export const BackendStatus: React.FC<BackendStatusProps> = ({
           message: `Connected (${healthData.status || 'OK'})`,
           lastChecked: new Date(),
         });
-        
+
         if (showAlert) {
           Alert.alert('Connection Success', 'Successfully connected to backend!');
         }
@@ -83,7 +83,7 @@ export const BackendStatus: React.FC<BackendStatusProps> = ({
           message: 'Authentication required',
           lastChecked: new Date(),
         });
-        
+
         if (showAlert) {
           Alert.alert('Authentication Required', 'Please login to access the backend.');
         }
@@ -92,7 +92,7 @@ export const BackendStatus: React.FC<BackendStatusProps> = ({
       }
     } catch (error) {
       console.error('[BackendStatus] Health check error:', error);
-      
+
       let errorMessage = 'Connection failed';
       if (error instanceof Error) {
         if (error.message.includes('Network request failed')) {
@@ -103,13 +103,13 @@ export const BackendStatus: React.FC<BackendStatusProps> = ({
           errorMessage = error.message;
         }
       }
-      
+
       setHealthStatus({
         status: 'unhealthy',
         message: errorMessage,
         lastChecked: new Date(),
       });
-      
+
       if (showAlert) {
         Alert.alert(
           'Connection Failed',
@@ -125,7 +125,7 @@ export const BackendStatus: React.FC<BackendStatusProps> = ({
       const timer = setTimeout(() => {
         checkBackendHealth(false);
       }, 500); // Debounce
-      
+
       return () => clearTimeout(timer);
     }
   }, [backendUrl, jwtToken]);
@@ -163,7 +163,7 @@ export const BackendStatus: React.FC<BackendStatusProps> = ({
   return (
     <View style={styles.section}>
       <Text style={styles.sectionTitle}>Backend Connection</Text>
-      
+
       <Text style={styles.inputLabel}>Backend URL:</Text>
       <TextInput
         style={styles.textInput}
@@ -316,4 +316,4 @@ const styles = StyleSheet.create({
   },
 });
 
-export default BackendStatus;
\ No newline at end of file
+export default BackendStatus;
diff --git a/app/app/index.tsx b/app/app/index.tsx
index 649a2e2b..f65661aa 100644
--- a/app/app/index.tsx
+++ b/app/app/index.tsx
@@ -45,15 +45,15 @@ export default function App() {
 
   // State for WebSocket URL for custom audio streaming
   const [webSocketUrl, setWebSocketUrl] = useState<string>('');
-  
+
   // State for User ID
   const [userId, setUserId] = useState<string>('');
-  
+
   // Authentication state
   const [isAuthenticated, setIsAuthenticated] = useState<boolean>(false);
   const [currentUserEmail, setCurrentUserEmail] = useState<string | null>(null);
   const [jwtToken, setJwtToken] = useState<string | null>(null);
-  
+
   // Bluetooth Management Hook
   const {
     bleManager,
@@ -65,7 +65,7 @@ export default function App() {
 
   // Custom Audio Streamer Hook
   const audioStreamer = useAudioStreamer();
-  
+
   // Phone Audio Recorder Hook
   const phoneAudioRecorder = usePhoneAudioRecorder();
   const [isPhoneAudioMode, setIsPhoneAudioMode] = useState<boolean>(false);
@@ -195,7 +195,7 @@ export default function App() {
     bluetoothState === BluetoothState.PoweredOn, // Derived from useBluetoothManager
     requestBluetoothPermission // From useBluetoothManager, should be stable
   );
-  
+
   // Effect for attempting auto-reconnection
   useEffect(() => {
     if (
@@ -260,15 +260,15 @@ export default function App() {
 
     try {
       let finalWebSocketUrl = webSocketUrl.trim();
-      
+
       // Check if this is the advanced backend (requires authentication) or simple backend
       const isAdvancedBackend = jwtToken && isAuthenticated;
-      
+
       if (isAdvancedBackend) {
         // Advanced backend: include JWT token and device parameters
         const params = new URLSearchParams();
         params.append('token', jwtToken);
-        
+
         if (userId && userId.trim() !== '') {
           params.append('device_name', userId.trim());
           console.log('[App.tsx] Using advanced backend with token and device_name:', userId.trim());
@@ -276,7 +276,7 @@ export default function App() {
           params.append('device_name', 'phone'); // Default device name
           console.log('[App.tsx] Using advanced backend with token and default device_name');
         }
-        
+
         const separator = webSocketUrl.includes('?') ? '&' : '?';
         finalWebSocketUrl = `${webSocketUrl}${separator}${params.toString()}`;
         console.log('[App.tsx] Advanced backend WebSocket URL constructed (token hidden for security)');
@@ -318,10 +318,10 @@ export default function App() {
 
     try {
       let finalWebSocketUrl = webSocketUrl.trim();
-      
+
       // Convert HTTP/HTTPS to WS/WSS protocol
       finalWebSocketUrl = finalWebSocketUrl.replace(/^http:/, 'ws:').replace(/^https:/, 'wss:');
-      
+
       // Ensure /ws endpoint is included
       if (!finalWebSocketUrl.includes('/ws')) {
         // Remove trailing slash if present, then add /ws
@@ -333,19 +333,19 @@ export default function App() {
         const separator = finalWebSocketUrl.includes('?') ? '&' : '?';
         finalWebSocketUrl = finalWebSocketUrl + separator + 'codec=pcm';
       }
-      
+
       // Check if this is the advanced backend (requires authentication) or simple backend
       const isAdvancedBackend = jwtToken && isAuthenticated;
-      
+
       if (isAdvancedBackend) {
         // Advanced backend: include JWT token and device parameters
         const params = new URLSearchParams();
         params.append('token', jwtToken);
-        
+
         const deviceName = userId && userId.trim() !== '' ? userId.trim() : 'phone-mic';
         params.append('device_name', deviceName);
         console.log('[App.tsx] Using advanced backend with token and device_name:', deviceName);
-        
+
         const separator = finalWebSocketUrl.includes('?') ? '&' : '?';
         finalWebSocketUrl = `${finalWebSocketUrl}${separator}${params.toString()}`;
         console.log('[App.tsx] Advanced backend WebSocket URL constructed for phone audio');
@@ -356,7 +356,7 @@ export default function App() {
 
       // Start WebSocket streaming first
       await audioStreamer.startStreaming(finalWebSocketUrl);
-      
+
       // Start phone audio recording
       await phoneAudioRecorder.startRecording(async (pcmBuffer) => {
         const wsReadyState = audioStreamer.getWebSocketReadyState();
@@ -364,7 +364,7 @@ export default function App() {
           await audioStreamer.sendAudio(pcmBuffer);
         }
       });
-      
+
       setIsPhoneAudioMode(true);
       console.log('[App.tsx] Phone audio streaming started successfully');
     } catch (error) {
@@ -417,7 +417,7 @@ export default function App() {
     return () => {
       console.log('App unmounting - cleaning up OmiConnection, BleManager, AudioStreamer, and PhoneAudioRecorder');
       const refs = cleanupRefs.current;
-      
+
       if (refs.omiConnection.isConnected()) {
         refs.disconnectFromDevice().catch(err => console.error("Error disconnecting in cleanup:", err));
       }
@@ -486,7 +486,7 @@ export default function App() {
     }
     // Attempt to stop any ongoing connection process
     // disconnectFromDevice also sets isConnecting to false internally.
-    await deviceConnection.disconnectFromDevice(); 
+    await deviceConnection.disconnectFromDevice();
     setIsAttemptingAutoReconnect(false); // Explicitly set to false to hide the auto-reconnect screen
   }, [deviceConnection, lastKnownDeviceId, saveLastConnectedDeviceId, setLastKnownDeviceId, setTriedAutoReconnectForCurrentId, setIsAttemptingAutoReconnect]);
 
@@ -495,8 +495,8 @@ export default function App() {
       <View style={styles.centeredMessageContainer}>
         <ActivityIndicator size="large" />
         <Text style={styles.centeredMessageText}>
-          {isAttemptingAutoReconnect 
-            ? `Attempting to reconnect to the last device (${lastKnownDeviceId ? lastKnownDeviceId.substring(0, 10) + '...' : ''})...` 
+          {isAttemptingAutoReconnect
+            ? `Attempting to reconnect to the last device (${lastKnownDeviceId ? lastKnownDeviceId.substring(0, 10) + '...' : ''})...`
             : 'Initializing Bluetooth...'}
         </Text>
       </View>
@@ -519,12 +519,12 @@ export default function App() {
 
   return (
     <SafeAreaView style={styles.container}>
-      <KeyboardAvoidingView 
+      <KeyboardAvoidingView
         style={{ flex: 1 }}
         behavior={Platform.OS === 'ios' ? 'padding' : undefined}
         keyboardVerticalOffset={Platform.OS === 'ios' ? 100 : 0}
       >
-        <ScrollView 
+        <ScrollView
           contentContainerStyle={styles.content}
           keyboardShouldPersistTaps="handled"
         >
@@ -618,7 +618,7 @@ export default function App() {
               ) : (
                 <View style={styles.noDevicesContainer}>
                   <Text style={styles.noDevicesText}>
-                    {showOnlyOmi 
+                    {showOnlyOmi
                       ? `No OMI/Friend devices found. ${scannedDevices.length} other device(s) hidden by filter.`
                       : 'No devices found.'
                     }
@@ -627,7 +627,7 @@ export default function App() {
               )}
             </View>
           )}
-          
+
           {deviceConnection.connectedDeviceId && filteredDevices.find(d => d.id === deviceConnection.connectedDeviceId) && (
                <View style={styles.section}>
                   <Text style={styles.sectionTitle}>Connected Device</Text>
@@ -638,9 +638,9 @@ export default function App() {
                         console.log('[App.tsx] Manual disconnect initiated via DeviceListItem.');
                         // Prevent auto-reconnection by clearing the last known device ID *before* disconnecting.
                         await saveLastConnectedDeviceId(null);
-                        setLastKnownDeviceId(null); 
-                        setTriedAutoReconnectForCurrentId(true); 
-                        
+                        setLastKnownDeviceId(null);
+                        setTriedAutoReconnectForCurrentId(true);
+
                         // TODO: Consider adding setIsDisconnecting(true) here if a visual indicator is needed
                         // and a finally block to set it to false, similar to the old handleDisconnectPress.
                         // For now, focusing on the core logic.
@@ -658,7 +658,7 @@ export default function App() {
                   />
               </View>
           )}
-          
+
           {/* Show disconnect button when connected but scan list isn't visible */}
           {deviceConnection.connectedDeviceId && !filteredDevices.find(d => d.id === deviceConnection.connectedDeviceId) && (
             <View style={styles.section}>
@@ -671,9 +671,9 @@ export default function App() {
                   onPress={async () => {
                     console.log('[App.tsx] Manual disconnect initiated via standalone disconnect button.');
                     await saveLastConnectedDeviceId(null);
-                    setLastKnownDeviceId(null); 
+                    setLastKnownDeviceId(null);
                     setTriedAutoReconnectForCurrentId(true);
-                    
+
                     try {
                       await deviceConnection.disconnectFromDevice();
                       console.log('[App.tsx] Manual disconnect from device successful.');
diff --git a/backends/advanced/.dockerignore b/backends/advanced/.dockerignore
index f0f7f05c..237b041c 100644
--- a/backends/advanced/.dockerignore
+++ b/backends/advanced/.dockerignore
@@ -18,4 +18,4 @@
 !start.sh
 !start-k8s.sh
 !worker_orchestrator.py
-!Caddyfile
\ No newline at end of file
+!Caddyfile
diff --git a/backends/advanced/.env.bak b/backends/advanced/.env.bak
new file mode 100644
index 00000000..77fc4cf7
--- /dev/null
+++ b/backends/advanced/.env.bak
@@ -0,0 +1,128 @@
+# ========================================
+# Chronicle Backend - Secrets Only
+# ========================================
+# This file contains ONLY secret values (API keys, passwords, tokens).
+# All other configuration is in config/config.yml.
+#
+# Setup:
+# 1. Copy this file to .env: cp .env.template .env
+# 2. Fill in your API keys and secrets below
+# 3. Configure non-secret settings in config/config.yml
+# 4. Run: docker compose up --build -d
+
+# ========================================
+# Authentication Secrets
+# ========================================
+
+# JWT signing key (generate a long random string)
+AUTH_SECRET_KEY='9532558aa95c37f53dbb04310c1084b2b7541f163559384ed2485065022c5f39'
+
+# Admin account password
+ADMIN_PASSWORD='abc12345'
+
+# Admin email address
+ADMIN_EMAIL='admin@example.com'
+
+# ========================================
+# LLM API Keys
+# ========================================
+
+# OpenAI API key (or OpenAI-compatible provider)
+OPENAI_API_KEY=
+
+# ========================================
+# Transcription API Keys
+# ========================================
+
+# Deepgram API key (for cloud-based transcription)
+DEEPGRAM_API_KEY=
+
+# Smallest.ai API key (for Pulse STT)
+# SMALLEST_API_KEY=
+
+# ========================================
+# Speaker Recognition
+# ========================================
+
+# Hugging Face token (for PyAnnote speaker recognition models)
+HF_TOKEN=
+
+# ========================================
+# Optional Services
+# ========================================
+
+# Neo4j configuration (if using Neo4j for Obsidian or Knowledge Graph)
+NEO4J_HOST='neo4j'
+NEO4J_USER='neo4j'
+NEO4J_PASSWORD='abc12345'
+
+# Langfuse (for LLM observability and prompt management)
+LANGFUSE_HOST='http://langfuse-web:3000'
+LANGFUSE_PUBLIC_KEY='pk-lf-56e2bb264820104cbae94e739ea18765'
+LANGFUSE_SECRET_KEY='sk-lf-b5936c7795d1be9e3f3e0a3988a17b96'
+LANGFUSE_BASE_URL='http://langfuse-web:3000'
+
+# Galileo (OTEL-based LLM observability)
+GALILEO_API_KEY=
+GALILEO_PROJECT=chronicle
+GALILEO_LOG_STREAM=default
+# GALILEO_CONSOLE_URL=https://app.galileo.ai  # Default; override for self-hosted
+
+# Qwen3-ASR (offline ASR via vLLM)
+# QWEN3_ASR_URL=host.docker.internal:8767
+# QWEN3_ASR_STREAM_URL=host.docker.internal:8769
+
+# Tailscale auth key (for remote service access)
+TS_AUTHKEY=
+
+# ========================================
+# Plugin Configuration
+# ========================================
+# Plugin-specific configuration is in: backends/advanced/src/advanced_omi_backend/plugins/{plugin_id}/config.yml
+# Plugin orchestration (enabled, events) is in: config/plugins.yml
+# This section contains ONLY plugin secrets
+
+# ---------------------------------------
+# Home Assistant Plugin
+# ---------------------------------------
+# Enable in config/plugins.yml
+# Configure in backends/advanced/src/advanced_omi_backend/plugins/homeassistant/config.yml
+
+# Home Assistant server URL
+HA_URL=http://homeassistant.local:8123
+
+# Home Assistant long-lived access token
+# Get from: Profile → Security → Long-Lived Access Tokens
+HA_TOKEN=
+
+# Wake word for voice commands (optional, default: vivi)
+HA_WAKE_WORD=vivi
+
+# Request timeout in seconds (optional, default: 30)
+HA_TIMEOUT=30
+
+# ---------------------------------------
+# Email Summarizer Plugin
+# ---------------------------------------
+# Enable in config/plugins.yml
+# Configure in backends/advanced/src/advanced_omi_backend/plugins/email_summarizer/config.yml
+
+# SMTP server configuration
+# For Gmail: Use App Password (requires 2FA enabled)
+# 1. Go to Google Account → Security → 2-Step Verification
+# 2. Scroll to "App passwords" → Generate password for "Mail"
+# 3. Use the 16-character password below (no spaces)
+SMTP_HOST=smtp.gmail.com
+SMTP_PORT=587
+SMTP_USERNAME=your-email@gmail.com
+SMTP_PASSWORD=your-app-password-here
+SMTP_USE_TLS=true
+
+# Email sender information
+FROM_EMAIL=noreply@chronicle.ai
+FROM_NAME=Chronicle AI
+PARAKEET_ASR_URL='http://host.docker.internal:8767'
+SPEAKER_SERVICE_URL='http://speaker-service:8085'
+BACKEND_PUBLIC_PORT='8000'
+WEBUI_PORT='5173'
+HTTPS_ENABLED='false'
diff --git a/backends/advanced/Docs/README.md b/backends/advanced/Docs/README.md
index e58f94ee..c79c29c6 100644
--- a/backends/advanced/Docs/README.md
+++ b/backends/advanced/Docs/README.md
@@ -15,7 +15,7 @@ Welcome to chronicle! This guide provides the optimal reading sequence to unders
 - Basic setup and configuration
 - **Code References**: `src/advanced_omi_backend/main.py`, `config/config.yml`, `docker-compose.yml`
 
-### 2. **[System Architecture](./architecture.md)** 
+### 2. **[System Architecture](./architecture.md)**
 **Read second** - Complete technical architecture with diagrams
 - Component relationships and data flow
 - Authentication and security architecture
@@ -32,7 +32,7 @@ Welcome to chronicle! This guide provides the optimal reading sequence to unders
 - How conversations become memories
 - Mem0 integration and vector storage
 - Configuration and customization options
-- **Code References**: 
+- **Code References**:
   - `src/advanced_omi_backend/memory/memory_service.py` (main processing)
   - `src/advanced_omi_backend/transcript_coordinator.py` (event coordination)
   - `src/advanced_omi_backend/conversation_repository.py` (data access)
@@ -78,7 +78,7 @@ Welcome to chronicle! This guide provides the optimal reading sequence to unders
 
 ### **"I want to understand the system quickly"** (30 min)
 1. [quickstart.md](./quickstart.md) - System overview
-2. [architecture.md](./architecture.md) - Technical architecture  
+2. [architecture.md](./architecture.md) - Technical architecture
 3. `src/advanced_omi_backend/main.py` - Core imports and setup
 4. `config/config.yml` - Configuration overview
 
@@ -147,7 +147,7 @@ backends/advanced-backend/
 
 ### **Authentication**
 - **Setup**: `src/advanced_omi_backend/auth.py`
-- **Users**: `src/advanced_omi_backend/users.py`  
+- **Users**: `src/advanced_omi_backend/users.py`
 - **Integration**: `src/advanced_omi_backend/routers/api_router.py`
 
 ---
diff --git a/backends/advanced/Docs/README_speaker_enrollment.md b/backends/advanced/Docs/README_speaker_enrollment.md
index 6f705d67..de3fa736 100644
--- a/backends/advanced/Docs/README_speaker_enrollment.md
+++ b/backends/advanced/Docs/README_speaker_enrollment.md
@@ -7,7 +7,7 @@ The advanced backend now includes sophisticated speaker recognition functionalit
 The speaker recognition system provides:
 
 1. **Speaker Diarization**: Automatically detect and separate different speakers in audio
-2. **Speaker Enrollment**: Register known speakers with audio samples  
+2. **Speaker Enrollment**: Register known speakers with audio samples
 3. **Speaker Identification**: Identify enrolled speakers in new audio
 4. **API Endpoints**: RESTful API for all speaker operations
 5. **Command Line Tools**: Easy-to-use scripts for speaker management
@@ -32,7 +32,7 @@ The speaker recognition system requires additional packages. Install them with:
 # For audio recording (optional)
 pip install sounddevice soundfile
 
-# For API calls  
+# For API calls
 pip install aiohttp requests
 
 # Core dependencies (should already be installed)
@@ -75,7 +75,7 @@ curl -X POST "http://localhost:8000/api/speakers/enroll" \
   -H "Content-Type: application/json" \
   -d '{
     "speaker_id": "alice",
-    "speaker_name": "Alice Smith", 
+    "speaker_name": "Alice Smith",
     "audio_file_path": "audio_chunk_file.wav"
   }'
 
@@ -151,7 +151,7 @@ python enroll_speaker.py --identify "audio_chunk_test_recognition_67890.wav"
 4. **FAISS Storage**: Add embedding to FAISS index for fast similarity search
 5. **Database Storage**: Store speaker metadata in MongoDB
 
-### Identification Process  
+### Identification Process
 
 1. **Embedding Extraction**: Generate embedding from unknown audio
 2. **Similarity Search**: Search FAISS index for most similar enrolled speaker
@@ -211,7 +211,7 @@ The system supports:
 4. **Poor Recognition Accuracy**
    ```
    Issue: Speakers not being identified correctly
-   Solutions: 
+   Solutions:
    - Use cleaner audio for enrollment (less background noise)
    - Enroll with longer audio segments (5-10 seconds)
    - Lower similarity threshold if needed
@@ -248,10 +248,10 @@ from enroll_speaker import enroll_speaker_api
 async def batch_enroll():
     speakers = [
         ("alice", "Alice Smith", "alice.wav"),
-        ("bob", "Bob Jones", "bob.wav"), 
+        ("bob", "Bob Jones", "bob.wav"),
         ("charlie", "Charlie Brown", "charlie.wav")
     ]
-    
+
     for speaker_id, name, file in speakers:
         await enroll_speaker_api("localhost", 8000, speaker_id, name, file)
 
@@ -286,7 +286,7 @@ speakers = list_enrolled_speakers()
 ## Next Steps
 
 1. **Improve Accuracy**: Collect more training data for your specific use case
-2. **Real-time Processing**: Implement streaming speaker recognition  
+2. **Real-time Processing**: Implement streaming speaker recognition
 3. **Speaker Adaptation**: Fine-tune models on your specific speakers
 4. **Multi-language Support**: Add support for different languages
-5. **Speaker Verification**: Add 1:1 verification in addition to 1:N identification 
\ No newline at end of file
+5. **Speaker Verification**: Add 1:1 verification in addition to 1:N identification
diff --git a/backends/advanced/Docs/UI.md b/backends/advanced/Docs/UI.md
index 02bdf943..66d9e316 100644
--- a/backends/advanced/Docs/UI.md
+++ b/backends/advanced/Docs/UI.md
@@ -30,7 +30,7 @@ The Chronicle web dashboard provides a comprehensive interface for managing conv
 
 **Features**:
 - Real-time conversation listing with metadata
-- Audio playback and transcript viewing  
+- Audio playback and transcript viewing
 - Conversation status tracking (open/closed)
 - Speaker identification and timing information
 - Audio file upload for processing existing recordings
@@ -39,7 +39,7 @@ The Chronicle web dashboard provides a comprehensive interface for managing conv
 - View all users' conversations
 - Advanced filtering and search capabilities
 
-### 2. Memories Tab  
+### 2. Memories Tab
 **Purpose**: Browse and search extracted conversation memories with advanced filtering
 
 **Core Search Features**:
@@ -97,7 +97,7 @@ The Chronicle web dashboard provides a comprehensive interface for managing conv
 
 #### System Overview (Click "📈 Load Debug Stats")
 - **Processing Metrics**: Total memory sessions, success rates, processing times
-- **Failure Analysis**: Failed extractions and error tracking  
+- **Failure Analysis**: Failed extractions and error tracking
 - **Performance Monitoring**: Average processing times and bottlenecks
 - **Live Statistics**: Real-time system performance data
 
@@ -199,7 +199,7 @@ ADMIN_PASSWORD=your-admin-password
 4. **User Management**: Create/manage user accounts as needed
 5. **Troubleshooting**: Use debug tools to investigate issues
 
-### User Workflow  
+### User Workflow
 1. **Authentication**: Login via sidebar
 2. **View Conversations**: Browse recent audio sessions
 3. **Search Memories**: Find relevant conversation insights
@@ -243,9 +243,9 @@ ADMIN_PASSWORD=your-admin-password
 
 ### Debug Steps
 1. **Check Logs**: `./logs/streamlit.log` for frontend issues
-2. **Backend Health**: Use `/health` endpoint to verify backend status  
+2. **Backend Health**: Use `/health` endpoint to verify backend status
 3. **API Testing**: Test endpoints directly with admin token
 4. **Service Status**: Use debug tab to check component health
 5. **Configuration**: Verify all environment variables are set correctly
 
-This dashboard provides comprehensive system management capabilities with particular strength in debugging and monitoring the audio processing pipeline and memory extraction systems.
\ No newline at end of file
+This dashboard provides comprehensive system management capabilities with particular strength in debugging and monitoring the audio processing pipeline and memory extraction systems.
diff --git a/backends/advanced/Docs/architecture.md b/backends/advanced/Docs/architecture.md
index 739f0ed7..2d7474f2 100644
--- a/backends/advanced/Docs/architecture.md
+++ b/backends/advanced/Docs/architecture.md
@@ -46,21 +46,21 @@ graph TB
     subgraph "ProcessorManager"
         direction TB
         PM[Manager Coordinator]
-        
+
         subgraph "Global Queues"
             AQ[Audio Queue]
             TQ[Transcription Queue]
             MQ[Memory Queue]
             CQ[Cropping Queue]
         end
-        
+
         subgraph "Processors"
             AP[Audio Processor]
             TP[Transcription Processor]
             MP[Memory Processor]
             CP[Cropping Processor]
         end
-        
+
         subgraph "Event Coordination"
             TC[TranscriptCoordinator<br/>AsyncIO Events]
         end
@@ -99,33 +99,33 @@ graph TB
     APP --> WS
     WS --> AUTH
     AUTH --> WP
-    
+
     %% Wyoming Protocol Flow
     WP --> AS
     WP --> AC
     WP --> AST
-    
+
     AS --> CM
     AC --> CM
     AST --> CM
-    
+
     %% Client State Management
     CM --> CS
     CS --> CT
-    
+
     %% Audio Processing Flow
     CS -->|queue audio| AQ
     AQ --> AP
     AP -->|save| FS
     AP -->|queue| TQ
-    
+
     %% Transcription Flow
     TQ --> TP
     TP --> DG
     TP --> WY
     TP -->|save transcript| AC_COL
     TP -->|signal completion| TC
-    
+
     %% Conversation Closure Flow (Critical Path)
     AST -->|close_conversation| CS
     CS -->|delegate to| CONV_MGR
@@ -133,7 +133,7 @@ graph TB
     TC -->|transcript ready| CONV_MGR
     CONV_MGR -->|queue memory| MQ
     CONV_MGR -->|if enabled| CQ
-    
+
     %% Memory Processing Flow
     MQ --> MP
     MP -->|read via| CONV_REPO
@@ -142,13 +142,13 @@ graph TB
     MP --> OLL
     MP -->|orchestrate by mem0| MEM
     MP -->|update via| CONV_REPO
-    
+
     %% Cropping Flow
     CQ --> CP
     CP -->|read| FS
     CP -->|save cropped| FS
     CP -->|update| AC_COL
-    
+
     %% Management
     PM -.-> AQ
     PM -.-> TQ
@@ -385,7 +385,7 @@ BackgroundTaskManager(
 
 ### Conversation Closure and Memory Processing
 
-**Recent Architecture Changes**: 
+**Recent Architecture Changes**:
 1. Memory processing decoupled from transcription to prevent duplicates
 2. **Event-driven coordination** eliminates polling/retry race conditions
 
@@ -410,14 +410,14 @@ The system now uses **TranscriptCoordinator** for proper async coordination:
 class TranscriptCoordinator:
     async def wait_for_transcript_completion(audio_uuid: str) -> bool:
         # Wait for asyncio.Event (no polling!)
-        
+
     def signal_transcript_ready(audio_uuid: str):
         # Signal completion from TranscriptionManager
 ```
 
 **Benefits:**
 - ✅ **Zero polling** - Uses asyncio events instead of sleep/retry loops
-- ✅ **Immediate processing** - Memory processor starts as soon as transcript is ready  
+- ✅ **Immediate processing** - Memory processor starts as soon as transcript is ready
 - ✅ **No race conditions** - Proper async coordination prevents timing issues
 - ✅ **Better performance** - No artificial delays or timeout-based waiting
 
@@ -450,7 +450,7 @@ The `close_conversation()` method in ClientState now delegates to ConversationMa
    - Most reliable trigger
    - Immediate processing
 
-2. **Client Disconnect** 
+2. **Client Disconnect**
    - WebSocket connection closed
    - Cleanup handler ensures closure
    - Prevents orphaned conversations
@@ -473,10 +473,10 @@ async def close_current_conversation(self):
     # 1. Check if conversation has content
     if not self.has_transcripts():
         return  # No memory processing needed
-    
+
     # 2. Save conversation to MongoDB
     audio_uuid = await self.save_conversation()
-    
+
     # 3. Queue memory processing (ONLY place this happens)
     if audio_uuid and self.has_required_data():
         processor_manager.queue_memory_processing({
@@ -484,11 +484,11 @@ async def close_current_conversation(self):
             'user_id': self.user_id,
             'transcript': self.get_transcript()
         })
-    
+
     # 4. Queue audio cropping if enabled
     if self.audio_cropping_enabled:
         processor_manager.queue_audio_cropping(audio_path)
-    
+
     # 5. Reset state for next conversation
     self.reset_conversation_state()
 ```
@@ -591,21 +591,21 @@ graph LR
         Mongo[mongo:4.4.18<br/>Primary Database]
         Qdrant[qdrant<br/>Vector Store]
     end
-    
+
     subgraph "External Services"
         Ollama[ollama<br/>LLM Service]
         ASRService[ASR Services<br/>extras/asr-services]
     end
-    
+
     subgraph "Client Access"
         WebBrowser[Web Browser<br/>Dashboard]
         AudioClient[Audio Client<br/>Mobile/Desktop]
     end
-    
+
     WebBrowser -->|Port 5173 (dev)| WebUI
     WebBrowser -->|Port 80 (prod)| Proxy
     AudioClient -->|Port 8000| Backend
-    
+
     Proxy --> Backend
     Proxy --> WebUI
     Backend --> Mongo
@@ -639,7 +639,7 @@ graph LR
 
 ## Detailed Data Flow Architecture
 
-> 📖 **Reference Documentation**: 
+> 📖 **Reference Documentation**:
 > - [Authentication Details](./auth.md) - Complete authentication system documentation
 
 ### Complete System Data Flow Diagram
@@ -661,13 +661,13 @@ flowchart TB
     subgraph "🎵 Audio Processing Pipeline"
         WSAuth[WebSocket Auth<br/>🕐 Connection timeout: 30s]
         OpusDecoder[Opus/PCM Decoder<br/>Real-time Processing]
-        
+
         subgraph "⏱️ Per-Client State Management"
             ClientState[Client State<br/>🕐 Conversation timeout: 1.5min]
             AudioQueue[Audio Chunk Queue<br/>60s segments]
             ConversationTimer[Conversation Timer<br/>🔄 Auto-timeout tracking]
         end
-        
+
         subgraph "🎙️ Transcription Layer"
             ASRManager[Transcription Manager<br/>🕐 Init timeout: 60s]
             DeepgramWS[Deepgram WebSocket<br/>Nova-3 Model, Smart Format<br/>🔌 Auto-reconnect on disconnect]
@@ -685,7 +685,7 @@ flowchart TB
             LLMProcessor[Ollama LLM<br/>🔄 Circuit breaker protection]
             VectorStore[Qdrant Vector Store<br/>🔍 Semantic search]
         end
-        
+
     end
 
 
@@ -701,7 +701,7 @@ flowchart TB
     AuthGW -->|❌ 401 Unauthorized<br/>⏱️ Invalid/expired token| Client
     AuthGW -->|✅ Validated| ClientGen
     ClientGen -->|🏷️ Generate client_id| WSAuth
-    
+
     %% Audio Processing Flow
     Client -->|🎵 Opus/PCM Stream<br/>🕐 30s connection timeout| WSAuth
     WSAuth -->|❌ 1008 Policy Violation<br/>🔐 Auth required| Client
@@ -709,7 +709,7 @@ flowchart TB
     OpusDecoder -->|📦 Audio chunks| ClientState
     ClientState -->|⏱️ 1.5min timeout check| ConversationTimer
     ConversationTimer -->|🔄 Timeout exceeded| ClientState
-    
+
     %% Transcription Flow with Failure Points
     ClientState -->|🎵 Audio data| ASRManager
     ASRManager -->|🔌 Primary connection| DeepgramWS
@@ -727,7 +727,7 @@ flowchart TB
     LLMProcessor -->|❌ Empty response<br/>🔄 Fallback memory| MemoryService
     LLMProcessor -->|✅ Memory extracted| VectorStore
     MemoryService -->|📊 Track processing| QueueTracker
-    
+
 
     %% Disconnect and Cleanup Flow
     Client -->|🔌 Disconnect| ClientState
@@ -765,7 +765,7 @@ flowchart TB
 
 #### 🔌 **Disconnection Scenarios**
 1. **Client Disconnect**: Graceful cleanup with conversation finalization
-2. **Network Interruption**: Auto-reconnection with exponential backoff  
+2. **Network Interruption**: Auto-reconnection with exponential backoff
 3. **Service Failure**: Circuit breaker protection and alternative routing
 4. **Authentication Expiry**: Forced re-authentication with clear error codes
 
@@ -792,7 +792,7 @@ flowchart TB
 **Solution**: A 2-second delay is added before calling `close_client_audio()` to ensure the transcription manager is created by the background processor. Without this delay, the flush call fails silently and transcription never completes.
 
 **File Upload Flow**:
-1. Audio chunks queued to `transcription_queue` 
+1. Audio chunks queued to `transcription_queue`
 2. Background transcription processor creates `TranscriptionManager` on first chunk
 3. 2-second delay ensures manager exists before flush
 4. Client audio closure triggers transcript completion
diff --git a/backends/advanced/Docs/auth.md b/backends/advanced/Docs/auth.md
index b1b9c273..fd019c90 100644
--- a/backends/advanced/Docs/auth.md
+++ b/backends/advanced/Docs/auth.md
@@ -16,11 +16,11 @@ class User(BeanieBaseUser, Document):
     is_active: bool = True
     is_superuser: bool = False
     is_verified: bool = False
-    
+
     # Custom fields
     display_name: Optional[str] = None
     registered_clients: dict[str, dict] = Field(default_factory=dict)
-    
+
     @property
     def user_id(self) -> str:
         """Return string representation of MongoDB ObjectId for backward compatibility."""
@@ -41,7 +41,7 @@ class UserManager(BaseUserManager[User, PydanticObjectId]):
         """Authenticate with email+password"""
         username = credentials.get("username")
         # Email-based authentication only
-        
+
     async def get_by_email(self, email: str) -> Optional[User]:
         """Get user by email address"""
 ```
@@ -287,7 +287,7 @@ curl -H "Authorization: Bearer $TOKEN" http://localhost:8000/users/me
    ```bash
    # Old
    AUTH_USERNAME=abc123  # Custom user_id (deprecated)
-   
+
    # New
    AUTH_USERNAME=user@example.com  # Email address only
    ```
@@ -296,7 +296,7 @@ curl -H "Authorization: Bearer $TOKEN" http://localhost:8000/users/me
    ```python
    # Old
    username = AUTH_USERNAME  # Could be email or user_id
-   
+
    # New
    username = AUTH_USERNAME  # Email address only
    ```
@@ -336,4 +336,4 @@ async def get_all_data(user: User = Depends(current_superuser)):
 # Unified user dashboard
 ```
 
-This authentication system provides enterprise-grade security with developer-friendly APIs, supporting email/password authentication and modern OAuth flows while maintaining proper data isolation and user management capabilities using MongoDB's robust ObjectId system.
\ No newline at end of file
+This authentication system provides enterprise-grade security with developer-friendly APIs, supporting email/password authentication and modern OAuth flows while maintaining proper data isolation and user management capabilities using MongoDB's robust ObjectId system.
diff --git a/backends/advanced/Docs/memories.md b/backends/advanced/Docs/memories.md
index 08ae393e..3da4e188 100644
--- a/backends/advanced/Docs/memories.md
+++ b/backends/advanced/Docs/memories.md
@@ -4,7 +4,7 @@
 
 This document explains how to configure and customize the memory service in the chronicle backend.
 
-**Code References**: 
+**Code References**:
 - **Main Implementation**: `src/memory/memory_service.py`
 - **Event Coordination**: `src/advanced_omi_backend/transcript_coordinator.py` (zero-polling async events)
 - **Repository Layer**: `src/advanced_omi_backend/conversation_repository.py` (clean data access)
@@ -16,7 +16,7 @@ This document explains how to configure and customize the memory service in the
 
 The memory service uses [Mem0](https://mem0.ai/) to store, retrieve, and search conversation memories. It integrates with Ollama for embeddings and LLM processing, and Qdrant for vector storage.
 
-**Key Architecture Changes**: 
+**Key Architecture Changes**:
 1. **Event-Driven Processing**: Memories use asyncio events instead of polling/retry mechanisms
 2. **Repository Pattern**: Clean data access through ConversationRepository
 3. **User-Centric Storage**: All memories keyed by user_id instead of client_id
@@ -47,7 +47,7 @@ The memory service uses [Mem0](https://mem0.ai/) to store, retrieve, and search
 
 **Key Flow:**
 1. **Audio** → **TranscriptCoordinator** signals completion
-2. **ConversationManager** waits for event, queues memory processing  
+2. **ConversationManager** waits for event, queues memory processing
 3. **MemoryProcessor** uses **ConversationRepository** for data access
 4. **Mem0 + Ollama** extract and store memories in **Qdrant**
 
@@ -88,7 +88,7 @@ MEM0_CONFIG = {
         },
     },
     "embedder": {
-        "provider": "ollama", 
+        "provider": "ollama",
         "config": {
             "model": "nomic-embed-text:latest",
             "embedding_dims": 768,
@@ -311,10 +311,10 @@ MEM0_CONFIG["vector_store"]["config"].update({
 ```python
 def search_memories_with_filters(self, query: str, user_id: str, topic: str = None):
     filters = {}
-    
+
     if topic:
         filters["metadata.topics"] = {"$in": [topic]}
-    
+
     return self.memory.search(
         query=query,
         user_id=user_id,
@@ -329,7 +329,7 @@ def search_memories_with_filters(self, query: str, user_id: str, topic: str = No
 def get_important_memories(self, user_id: str):
     """Get memories sorted by importance/frequency"""
     memories = self.memory.get_all(user_id=user_id)
-    
+
     # Custom scoring logic
     for memory in memories:
         score = 0
@@ -338,7 +338,7 @@ def get_important_memories(self, user_id: str):
         if "deadline" in memory.get('memory', '').lower():
             score += 3
         memory['importance_score'] = score
-    
+
     return sorted(memories, key=lambda x: x.get('importance_score', 0), reverse=True)
 ```
 
@@ -409,13 +409,13 @@ Create a custom processing function:
 def custom_memory_processor(transcript: str, client_id: str, audio_uuid: str, user_id: str, user_email: str):
     # Extract entities
     entities = extract_named_entities(transcript)
-    
+
     # Classify conversation type
     conv_type = classify_conversation(transcript)
-    
+
     # Generate custom summary
     summary = generate_custom_summary(transcript, conv_type)
-    
+
     # Store with enriched metadata
     process_memory.add(
         summary,
@@ -440,12 +440,12 @@ def init_specialized_memory_services():
     # Personal memories
     personal_config = MEM0_CONFIG.copy()
     personal_config["vector_store"]["config"]["collection_name"] = "personal_memories"
-    
-    # Work memories  
+
+    # Work memories
     work_config = MEM0_CONFIG.copy()
     work_config["vector_store"]["config"]["collection_name"] = "work_memories"
     work_config["custom_prompt"] = "Focus on work-related tasks, meetings, and projects"
-    
+
     return {
         "personal": Memory.from_config(personal_config),
         "work": Memory.from_config(work_config)
@@ -460,7 +460,7 @@ Implement automatic memory cleanup:
 def cleanup_old_memories(self, user_id: str, days_old: int = 365):
     """Remove memories older than specified days"""
     cutoff_timestamp = int(time.time()) - (days_old * 24 * 60 * 60)
-    
+
     memories = self.get_all_memories(user_id)
     for memory in memories:
         if memory.get('metadata', {}).get('timestamp', 0) < cutoff_timestamp:
@@ -533,14 +533,14 @@ async def batch_add_memories(self, transcripts_data: List[Dict]):
     tasks = []
     for data in transcripts_data:
         task = self.add_memory(
-            data['transcript'], 
-            data['client_id'], 
+            data['transcript'],
+            data['client_id'],
             data['audio_uuid'],
             data['user_id'],      # Database user_id
             data['user_email']    # User email
         )
         tasks.append(task)
-    
+
     results = await asyncio.gather(*tasks, return_exceptions=True)
     return results
 ```
@@ -553,14 +553,14 @@ Implement memory consolidation:
 def consolidate_memories(self, user_id: str, time_window_hours: int = 24):
     """Consolidate related memories from the same time period"""
     recent_memories = self.get_recent_memories(user_id, time_window_hours)
-    
+
     if len(recent_memories) > 5:  # If many memories in short time
         consolidated = self.summarize_memories(recent_memories)
-        
+
         # Delete individual memories and store consolidated version
         for memory in recent_memories:
             self.delete_memory(memory['id'])
-        
+
         return self.add_consolidated_memory(consolidated, user_id)
 ```
 
@@ -569,7 +569,7 @@ def consolidate_memories(self, user_id: str, time_window_hours: int = 24):
 The memory service exposes these endpoints with enhanced search capabilities:
 
 - `GET /api/memories` - Get user memories with total count support (keyed by database user_id)
-- `GET /api/memories/search?query={query}&limit={limit}` - **Semantic memory search** with relevance scoring (user-scoped)  
+- `GET /api/memories/search?query={query}&limit={limit}` - **Semantic memory search** with relevance scoring (user-scoped)
 - `GET /api/memories/unfiltered` - User's memories without filtering for debugging
 - `DELETE /api/memories/{memory_id}` - Delete specific memory (requires authentication)
 - `GET /api/memories/admin` - Admin view of all memories across all users (superuser only)
@@ -578,11 +578,11 @@ The memory service exposes these endpoints with enhanced search capabilities:
 
 **Semantic Search (`/api/memories/search`)**:
 - **Relevance Scoring**: Returns similarity scores from vector database (0.0-1.0 range)
-- **Configurable Limits**: Supports `limit` parameter for result count control  
+- **Configurable Limits**: Supports `limit` parameter for result count control
 - **User Scoped**: Results automatically filtered by authenticated user
 - **Vector-based**: Uses embeddings for contextual understanding beyond keyword matching
 
-**Memory Count API**: 
+**Memory Count API**:
 - **Chronicle Provider**: Native Qdrant count API provides accurate total counts
 - **OpenMemory MCP Provider**: Count support varies by OpenMemory implementation
 - **Response Format**: `{"memories": [...], "total_count": 42}` when supported
@@ -604,7 +604,7 @@ Returns all memories across all users in a clean, searchable format:
             "user_id": "abc123",
             "created_at": "2025-07-10T14:30:00Z",
             "owner_user_id": "abc123",
-            "owner_email": "user@example.com", 
+            "owner_email": "user@example.com",
             "owner_display_name": "John Doe",
             "metadata": {
                 "client_id": "abc123-laptop",
diff --git a/backends/advanced/README.md b/backends/advanced/README.md
index 104137b3..e85636a7 100644
--- a/backends/advanced/README.md
+++ b/backends/advanced/README.md
@@ -38,7 +38,7 @@ Modern React-based web dashboard located in `./webui/` with:
 - **Optional Services**: Speaker Recognition, network configuration
 - **API Keys**: Prompts for all required keys with helpful links
 
-#### 2. Start Services 
+#### 2. Start Services
 
 **HTTP Mode (Default - No SSL required):**
 ```bash
diff --git a/backends/advanced/init.py b/backends/advanced/init.py
index 4ea037b2..bcd9e00b 100644
--- a/backends/advanced/init.py
+++ b/backends/advanced/init.py
@@ -34,21 +34,31 @@ def __init__(self, args=None):
         self.console = Console()
         self.config: Dict[str, Any] = {}
         self.args = args or argparse.Namespace()
-        self.config_yml_path = Path("../../config/config.yml")  # Main config at config/config.yml
+        self.config_yml_path = Path(
+            "../../config/config.yml"
+        )  # Main config at config/config.yml
 
         # Check if we're in the right directory
         if not Path("pyproject.toml").exists() or not Path("src").exists():
-            self.console.print("[red][ERROR][/red] Please run this script from the backends/advanced directory")
+            self.console.print(
+                "[red][ERROR][/red] Please run this script from the backends/advanced directory"
+            )
             sys.exit(1)
 
         # Initialize ConfigManager (single source of truth for config.yml)
         self.config_manager = ConfigManager(service_path="backends/advanced")
-        self.console.print(f"[blue][INFO][/blue] Using config.yml at: {self.config_manager.config_yml_path}")
+        self.console.print(
+            f"[blue][INFO][/blue] Using config.yml at: {self.config_manager.config_yml_path}"
+        )
 
         # Verify config.yml exists - fail fast if missing
         if not self.config_manager.config_yml_path.exists():
-            self.console.print(f"[red][ERROR][/red] config.yml not found at {self.config_manager.config_yml_path}")
-            self.console.print("[red][ERROR][/red] Run wizard.py from project root to create config.yml")
+            self.console.print(
+                f"[red][ERROR][/red] config.yml not found at {self.config_manager.config_yml_path}"
+            )
+            self.console.print(
+                "[red][ERROR][/red] Run wizard.py from project root to create config.yml"
+            )
             sys.exit(1)
 
         # Ensure plugins.yml exists (copy from template if missing)
@@ -57,11 +67,7 @@ def __init__(self, args=None):
     def print_header(self, title: str):
         """Print a colorful header"""
         self.console.print()
-        panel = Panel(
-            Text(title, style="cyan bold"),
-            style="cyan",
-            expand=False
-        )
+        panel = Panel(Text(title, style="cyan bold"), style="cyan", expand=False)
         self.console.print(panel)
         self.console.print()
 
@@ -84,19 +90,23 @@ def prompt_password(self, prompt: str) -> str:
         """Prompt for password (delegates to shared utility)"""
         return util_prompt_password(prompt, min_length=8, allow_generated=True)
 
-    def prompt_choice(self, prompt: str, choices: Dict[str, str], default: str = "1") -> str:
+    def prompt_choice(
+        self, prompt: str, choices: Dict[str, str], default: str = "1"
+    ) -> str:
         """Prompt for a choice from options"""
         self.console.print(prompt)
         for key, desc in choices.items():
             self.console.print(f"  {key}) {desc}")
         self.console.print()
-        
+
         while True:
             try:
                 choice = Prompt.ask("Enter choice", default=default)
                 if choice in choices:
                     return choice
-                self.console.print(f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]")
+                self.console.print(
+                    f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]"
+                )
             except EOFError:
                 self.console.print(f"Using default choice: {default}")
                 return default
@@ -108,11 +118,19 @@ def _ensure_plugins_yml_exists(self):
 
         if not plugins_yml.exists():
             if plugins_template.exists():
-                self.console.print("[blue][INFO][/blue] plugins.yml not found, creating from template...")
+                self.console.print(
+                    "[blue][INFO][/blue] plugins.yml not found, creating from template..."
+                )
                 shutil.copy2(plugins_template, plugins_yml)
-                self.console.print(f"[green]✅[/green] Created {plugins_yml} from template")
-                self.console.print("[yellow][NOTE][/yellow] Edit config/plugins.yml to configure plugins")
-                self.console.print("[yellow][NOTE][/yellow] Set HA_TOKEN in .env for Home Assistant integration")
+                self.console.print(
+                    f"[green]✅[/green] Created {plugins_yml} from template"
+                )
+                self.console.print(
+                    "[yellow][NOTE][/yellow] Edit config/plugins.yml to configure plugins"
+                )
+                self.console.print(
+                    "[yellow][NOTE][/yellow] Set HA_TOKEN in .env for Home Assistant integration"
+                )
             else:
                 raise RuntimeError(
                     f"Template file not found: {plugins_template}\n"
@@ -128,7 +146,9 @@ def backup_existing_env(self):
             timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
             backup_path = f".env.backup.{timestamp}"
             shutil.copy2(env_path, backup_path)
-            self.console.print(f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}")
+            self.console.print(
+                f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}"
+            )
 
     def read_existing_env_value(self, key: str) -> str:
         """Read a value from existing .env file (delegates to shared utility)"""
@@ -138,8 +158,14 @@ def mask_api_key(self, key: str, show_chars: int = 5) -> str:
         """Mask API key (delegates to shared utility)"""
         return mask_value(key, show_chars)
 
-    def prompt_with_existing_masked(self, prompt_text: str, env_key: str, placeholders: list,
-                                     is_password: bool = False, default: str = "") -> str:
+    def prompt_with_existing_masked(
+        self,
+        prompt_text: str,
+        env_key: str,
+        placeholders: list,
+        is_password: bool = False,
+        default: str = "",
+    ) -> str:
         """
         Prompt for a value, showing masked existing value from .env if present.
         Delegates to shared utility from setup_utils.
@@ -161,10 +187,9 @@ def prompt_with_existing_masked(self, prompt_text: str, env_key: str, placeholde
             env_key=env_key,
             placeholders=placeholders,
             is_password=is_password,
-            default=default
+            default=default,
         )
 
-
     def setup_authentication(self):
         """Configure authentication settings"""
         self.print_section("Authentication Setup")
@@ -186,13 +211,17 @@ def setup_authentication(self):
             )
             self.config["ADMIN_PASSWORD"] = password
         else:
-            self.config["ADMIN_PASSWORD"] = self.prompt_password("Admin password (min 8 chars)")
+            self.config["ADMIN_PASSWORD"] = self.prompt_password(
+                "Admin password (min 8 chars)"
+            )
 
         # Preserve existing AUTH_SECRET_KEY to avoid invalidating JWTs
         existing_secret = self.read_existing_env_value("AUTH_SECRET_KEY")
         if existing_secret:
             self.config["AUTH_SECRET_KEY"] = existing_secret
-            self.console.print("[blue][INFO][/blue] Reusing existing AUTH_SECRET_KEY (existing JWT tokens remain valid)")
+            self.console.print(
+                "[blue][INFO][/blue] Reusing existing AUTH_SECRET_KEY (existing JWT tokens remain valid)"
+            )
         else:
             self.config["AUTH_SECRET_KEY"] = secrets.token_hex(32)
 
@@ -201,9 +230,14 @@ def setup_authentication(self):
     def setup_transcription(self):
         """Configure transcription provider - updates config.yml and .env"""
         # Check if transcription provider was provided via command line
-        if hasattr(self.args, 'transcription_provider') and self.args.transcription_provider:
+        if (
+            hasattr(self.args, "transcription_provider")
+            and self.args.transcription_provider
+        ):
             provider = self.args.transcription_provider
-            self.console.print(f"[green]✅[/green] Transcription: {provider} (configured via wizard)")
+            self.console.print(
+                f"[green]✅[/green] Transcription: {provider} (configured via wizard)"
+            )
 
             # Map provider to choice
             if provider == "deepgram":
@@ -223,21 +257,27 @@ def setup_transcription(self):
         else:
             self.print_section("Speech-to-Text Configuration")
 
-            self.console.print("[blue][INFO][/blue] Provider selection is configured in config.yml (defaults.stt)")
+            self.console.print(
+                "[blue][INFO][/blue] Provider selection is configured in config.yml (defaults.stt)"
+            )
             self.console.print("[blue][INFO][/blue] API keys are stored in .env")
             self.console.print()
 
             # Interactive prompt
-            is_macos = platform.system() == 'Darwin'
+            is_macos = platform.system() == "Darwin"
 
             if is_macos:
                 parakeet_desc = "Offline (Parakeet ASR - CPU-based, runs locally)"
                 vibevoice_desc = "Offline (VibeVoice - CPU-based, built-in diarization)"
             else:
                 parakeet_desc = "Offline (Parakeet ASR - GPU recommended, runs locally)"
-                vibevoice_desc = "Offline (VibeVoice - GPU recommended, built-in diarization)"
+                vibevoice_desc = (
+                    "Offline (VibeVoice - GPU recommended, built-in diarization)"
+                )
 
-            qwen3_desc = "Offline (Qwen3-ASR - GPU required, 52 languages, streaming + batch)"
+            qwen3_desc = (
+                "Offline (Qwen3-ASR - GPU required, 52 languages, streaming + batch)"
+            )
 
             smallest_desc = "Smallest.ai Pulse (cloud-based, fast, requires API key)"
 
@@ -247,10 +287,12 @@ def setup_transcription(self):
                 "3": vibevoice_desc,
                 "4": qwen3_desc,
                 "5": smallest_desc,
-                "6": "None (skip transcription setup)"
+                "6": "None (skip transcription setup)",
             }
 
-            choice = self.prompt_choice("Choose your transcription provider:", choices, "1")
+            choice = self.prompt_choice(
+                "Choose your transcription provider:", choices, "1"
+            )
 
         if choice == "1":
             self.console.print("[blue][INFO][/blue] Deepgram selected")
@@ -260,9 +302,9 @@ def setup_transcription(self):
             api_key = self.prompt_with_existing_masked(
                 prompt_text="Deepgram API key (leave empty to skip)",
                 env_key="DEEPGRAM_API_KEY",
-                placeholders=['your_deepgram_api_key_here', 'your-deepgram-key-here'],
+                placeholders=["your_deepgram_api_key_here", "your-deepgram-key-here"],
                 is_password=True,
-                default=""
+                default="",
             )
 
             if api_key:
@@ -272,14 +314,20 @@ def setup_transcription(self):
                 # Update config.yml to use Deepgram
                 self.config_manager.update_config_defaults({"stt": "stt-deepgram"})
 
-                self.console.print("[green][SUCCESS][/green] Deepgram configured in config.yml and .env")
+                self.console.print(
+                    "[green][SUCCESS][/green] Deepgram configured in config.yml and .env"
+                )
                 self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-deepgram")
             else:
-                self.console.print("[yellow][WARNING][/yellow] No API key provided - transcription will not work")
+                self.console.print(
+                    "[yellow][WARNING][/yellow] No API key provided - transcription will not work"
+                )
 
         elif choice == "2":
             self.console.print("[blue][INFO][/blue] Offline Parakeet ASR selected")
-            parakeet_url = self.prompt_value("Parakeet ASR URL", "http://host.docker.internal:8767")
+            parakeet_url = self.prompt_value(
+                "Parakeet ASR URL", "http://host.docker.internal:8767"
+            )
 
             # Write URL to .env for ${PARAKEET_ASR_URL} placeholder in config.yml
             self.config["PARAKEET_ASR_URL"] = parakeet_url
@@ -287,13 +335,23 @@ def setup_transcription(self):
             # Update config.yml to use Parakeet
             self.config_manager.update_config_defaults({"stt": "stt-parakeet-batch"})
 
-            self.console.print("[green][SUCCESS][/green] Parakeet configured in config.yml and .env")
-            self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-parakeet-batch")
-            self.console.print("[yellow][WARNING][/yellow] Remember to start Parakeet service: cd ../../extras/asr-services && docker compose up nemo-asr")
+            self.console.print(
+                "[green][SUCCESS][/green] Parakeet configured in config.yml and .env"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] Set defaults.stt: stt-parakeet-batch"
+            )
+            self.console.print(
+                "[yellow][WARNING][/yellow] Remember to start Parakeet service: cd ../../extras/asr-services && docker compose up nemo-asr"
+            )
 
         elif choice == "3":
-            self.console.print("[blue][INFO][/blue] Offline VibeVoice ASR selected (built-in speaker diarization)")
-            vibevoice_url = self.prompt_value("VibeVoice ASR URL", "http://host.docker.internal:8767")
+            self.console.print(
+                "[blue][INFO][/blue] Offline VibeVoice ASR selected (built-in speaker diarization)"
+            )
+            vibevoice_url = self.prompt_value(
+                "VibeVoice ASR URL", "http://host.docker.internal:8767"
+            )
 
             # Write URL to .env for ${VIBEVOICE_ASR_URL} placeholder in config.yml
             self.config["VIBEVOICE_ASR_URL"] = vibevoice_url
@@ -301,14 +359,24 @@ def setup_transcription(self):
             # Update config.yml to use VibeVoice
             self.config_manager.update_config_defaults({"stt": "stt-vibevoice"})
 
-            self.console.print("[green][SUCCESS][/green] VibeVoice configured in config.yml and .env")
+            self.console.print(
+                "[green][SUCCESS][/green] VibeVoice configured in config.yml and .env"
+            )
             self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-vibevoice")
-            self.console.print("[blue][INFO][/blue] VibeVoice provides built-in speaker diarization - pyannote will be skipped")
-            self.console.print("[yellow][WARNING][/yellow] Remember to start VibeVoice service: cd ../../extras/asr-services && docker compose up vibevoice-asr")
+            self.console.print(
+                "[blue][INFO][/blue] VibeVoice provides built-in speaker diarization - pyannote will be skipped"
+            )
+            self.console.print(
+                "[yellow][WARNING][/yellow] Remember to start VibeVoice service: cd ../../extras/asr-services && docker compose up vibevoice-asr"
+            )
 
         elif choice == "4":
-            self.console.print("[blue][INFO][/blue] Qwen3-ASR selected (52 languages, streaming + batch via vLLM)")
-            qwen3_url = self.prompt_value("Qwen3-ASR URL", "http://host.docker.internal:8767")
+            self.console.print(
+                "[blue][INFO][/blue] Qwen3-ASR selected (52 languages, streaming + batch via vLLM)"
+            )
+            qwen3_url = self.prompt_value(
+                "Qwen3-ASR URL", "http://host.docker.internal:8767"
+            )
 
             # Write URL to .env for ${QWEN3_ASR_URL} placeholder in config.yml
             self.config["QWEN3_ASR_URL"] = qwen3_url.replace("http://", "").rstrip("/")
@@ -320,9 +388,13 @@ def setup_transcription(self):
             # Update config.yml to use Qwen3-ASR
             self.config_manager.update_config_defaults({"stt": "stt-qwen3-asr"})
 
-            self.console.print("[green][SUCCESS][/green] Qwen3-ASR configured in config.yml and .env")
+            self.console.print(
+                "[green][SUCCESS][/green] Qwen3-ASR configured in config.yml and .env"
+            )
             self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-qwen3-asr")
-            self.console.print("[yellow][WARNING][/yellow] Remember to start Qwen3-ASR: cd ../../extras/asr-services && docker compose up qwen3-asr-wrapper qwen3-asr-bridge -d")
+            self.console.print(
+                "[yellow][WARNING][/yellow] Remember to start Qwen3-ASR: cd ../../extras/asr-services && docker compose up qwen3-asr-wrapper qwen3-asr-bridge -d"
+            )
 
         elif choice == "5":
             self.console.print("[blue][INFO][/blue] Smallest.ai Pulse selected")
@@ -332,9 +404,9 @@ def setup_transcription(self):
             api_key = self.prompt_with_existing_masked(
                 prompt_text="Smallest.ai API key (leave empty to skip)",
                 env_key="SMALLEST_API_KEY",
-                placeholders=['your_smallest_api_key_here', 'your-smallest-key-here'],
+                placeholders=["your_smallest_api_key_here", "your-smallest-key-here"],
                 is_password=True,
-                default=""
+                default="",
             )
 
             if api_key:
@@ -342,16 +414,21 @@ def setup_transcription(self):
                 self.config["SMALLEST_API_KEY"] = api_key
 
                 # Update config.yml to use Smallest.ai (batch + streaming)
-                self.config_manager.update_config_defaults({
-                    "stt": "stt-smallest",
-                    "stt_stream": "stt-smallest-stream"
-                })
+                self.config_manager.update_config_defaults(
+                    {"stt": "stt-smallest", "stt_stream": "stt-smallest-stream"}
+                )
 
-                self.console.print("[green][SUCCESS][/green] Smallest.ai configured in config.yml and .env")
+                self.console.print(
+                    "[green][SUCCESS][/green] Smallest.ai configured in config.yml and .env"
+                )
                 self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-smallest")
-                self.console.print("[blue][INFO][/blue] Set defaults.stt_stream: stt-smallest-stream")
+                self.console.print(
+                    "[blue][INFO][/blue] Set defaults.stt_stream: stt-smallest-stream"
+                )
             else:
-                self.console.print("[yellow][WARNING][/yellow] No API key provided - transcription will not work")
+                self.console.print(
+                    "[yellow][WARNING][/yellow] No API key provided - transcription will not work"
+                )
 
         elif choice == "6":
             self.console.print("[blue][INFO][/blue] Skipping transcription setup")
@@ -362,11 +439,16 @@ def setup_streaming_provider(self):
         When a different streaming provider is specified, sets defaults.stt_stream
         and enables always_batch_retranscribe (batch provider was set by setup_transcription).
         """
-        if not hasattr(self.args, 'streaming_provider') or not self.args.streaming_provider:
+        if (
+            not hasattr(self.args, "streaming_provider")
+            or not self.args.streaming_provider
+        ):
             return
 
         streaming_provider = self.args.streaming_provider
-        self.console.print(f"\n[green]✅[/green] Streaming provider: {streaming_provider} (configured via wizard)")
+        self.console.print(
+            f"\n[green]✅[/green] Streaming provider: {streaming_provider} (configured via wizard)"
+        )
 
         # Map streaming provider to stt_stream config value
         provider_to_stt_stream = {
@@ -377,7 +459,9 @@ def setup_streaming_provider(self):
 
         stream_stt = provider_to_stt_stream.get(streaming_provider)
         if not stream_stt:
-            self.console.print(f"[yellow][WARNING][/yellow] Unknown streaming provider: {streaming_provider}")
+            self.console.print(
+                f"[yellow][WARNING][/yellow] Unknown streaming provider: {streaming_provider}"
+            )
             return
 
         # Set stt_stream (batch stt was already set by setup_transcription)
@@ -385,11 +469,11 @@ def setup_streaming_provider(self):
 
         # Enable always_batch_retranscribe
         full_config = self.config_manager.get_full_config()
-        if 'backend' not in full_config:
-            full_config['backend'] = {}
-        if 'transcription' not in full_config['backend']:
-            full_config['backend']['transcription'] = {}
-        full_config['backend']['transcription']['always_batch_retranscribe'] = True
+        if "backend" not in full_config:
+            full_config["backend"] = {}
+        if "transcription" not in full_config["backend"]:
+            full_config["backend"]["transcription"] = {}
+        full_config["backend"]["transcription"]["always_batch_retranscribe"] = True
         self.config_manager.save_full_config(full_config)
 
         self.console.print(f"[blue][INFO][/blue] Set defaults.stt_stream: {stream_stt}")
@@ -397,33 +481,47 @@ def setup_streaming_provider(self):
 
         # Prompt for streaming provider env vars if not already set
         if streaming_provider == "deepgram":
-            existing_key = read_env_value('.env', 'DEEPGRAM_API_KEY')
-            if not existing_key or existing_key in ('your_deepgram_api_key_here', 'your-deepgram-key-here'):
+            existing_key = read_env_value(".env", "DEEPGRAM_API_KEY")
+            if not existing_key or existing_key in (
+                "your_deepgram_api_key_here",
+                "your-deepgram-key-here",
+            ):
                 api_key = self.prompt_with_existing_masked(
                     prompt_text="Deepgram API key for streaming",
                     env_key="DEEPGRAM_API_KEY",
-                    placeholders=['your_deepgram_api_key_here', 'your-deepgram-key-here'],
+                    placeholders=[
+                        "your_deepgram_api_key_here",
+                        "your-deepgram-key-here",
+                    ],
                     is_password=True,
-                    default=""
+                    default="",
                 )
                 if api_key:
                     self.config["DEEPGRAM_API_KEY"] = api_key
         elif streaming_provider == "smallest":
-            existing_key = read_env_value('.env', 'SMALLEST_API_KEY')
-            if not existing_key or existing_key in ('your_smallest_api_key_here', 'your-smallest-key-here'):
+            existing_key = read_env_value(".env", "SMALLEST_API_KEY")
+            if not existing_key or existing_key in (
+                "your_smallest_api_key_here",
+                "your-smallest-key-here",
+            ):
                 api_key = self.prompt_with_existing_masked(
                     prompt_text="Smallest.ai API key for streaming",
                     env_key="SMALLEST_API_KEY",
-                    placeholders=['your_smallest_api_key_here', 'your-smallest-key-here'],
+                    placeholders=[
+                        "your_smallest_api_key_here",
+                        "your-smallest-key-here",
+                    ],
                     is_password=True,
-                    default=""
+                    default="",
                 )
                 if api_key:
                     self.config["SMALLEST_API_KEY"] = api_key
         elif streaming_provider == "qwen3-asr":
-            existing_url = read_env_value('.env', 'QWEN3_ASR_STREAM_URL')
+            existing_url = read_env_value(".env", "QWEN3_ASR_STREAM_URL")
             if not existing_url:
-                qwen3_url = self.prompt_value("Qwen3-ASR streaming URL", "http://host.docker.internal:8769")
+                qwen3_url = self.prompt_value(
+                    "Qwen3-ASR streaming URL", "http://host.docker.internal:8769"
+                )
                 stream_host = qwen3_url.replace("http://", "").rstrip("/")
                 self.config["QWEN3_ASR_STREAM_URL"] = stream_host
 
@@ -431,51 +529,73 @@ def setup_llm(self):
         """Configure LLM provider - updates config.yml and .env"""
         self.print_section("LLM Provider Configuration")
 
-        self.console.print("[blue][INFO][/blue] LLM configuration will be saved to config.yml")
+        self.console.print(
+            "[blue][INFO][/blue] LLM configuration will be saved to config.yml"
+        )
         self.console.print()
 
         choices = {
             "1": "OpenAI (GPT-4, GPT-3.5 - requires API key)",
             "2": "Ollama (local models - runs locally)",
-            "3": "Skip (no memory extraction)"
+            "3": "Skip (no memory extraction)",
         }
 
         choice = self.prompt_choice("Which LLM provider will you use?", choices, "1")
 
         if choice == "1":
             self.console.print("[blue][INFO][/blue] OpenAI selected")
-            self.console.print("Get your API key from: https://platform.openai.com/api-keys")
+            self.console.print(
+                "Get your API key from: https://platform.openai.com/api-keys"
+            )
 
             # Use the new masked prompt function
             api_key = self.prompt_with_existing_masked(
                 prompt_text="OpenAI API key (leave empty to skip)",
                 env_key="OPENAI_API_KEY",
-                placeholders=['your_openai_api_key_here', 'your-openai-key-here'],
+                placeholders=["your_openai_api_key_here", "your-openai-key-here"],
                 is_password=True,
-                default=""
+                default="",
             )
 
             if api_key:
                 self.config["OPENAI_API_KEY"] = api_key
                 # Update config.yml to use OpenAI models
-                self.config_manager.update_config_defaults({"llm": "openai-llm", "embedding": "openai-embed"})
-                self.console.print("[green][SUCCESS][/green] OpenAI configured in config.yml")
+                self.config_manager.update_config_defaults(
+                    {"llm": "openai-llm", "embedding": "openai-embed"}
+                )
+                self.console.print(
+                    "[green][SUCCESS][/green] OpenAI configured in config.yml"
+                )
                 self.console.print("[blue][INFO][/blue] Set defaults.llm: openai-llm")
-                self.console.print("[blue][INFO][/blue] Set defaults.embedding: openai-embed")
+                self.console.print(
+                    "[blue][INFO][/blue] Set defaults.embedding: openai-embed"
+                )
             else:
-                self.console.print("[yellow][WARNING][/yellow] No API key provided - memory extraction will not work")
+                self.console.print(
+                    "[yellow][WARNING][/yellow] No API key provided - memory extraction will not work"
+                )
 
         elif choice == "2":
             self.console.print("[blue][INFO][/blue] Ollama selected")
             # Update config.yml to use Ollama models
-            self.config_manager.update_config_defaults({"llm": "local-llm", "embedding": "local-embed"})
-            self.console.print("[green][SUCCESS][/green] Ollama configured in config.yml")
+            self.config_manager.update_config_defaults(
+                {"llm": "local-llm", "embedding": "local-embed"}
+            )
+            self.console.print(
+                "[green][SUCCESS][/green] Ollama configured in config.yml"
+            )
             self.console.print("[blue][INFO][/blue] Set defaults.llm: local-llm")
-            self.console.print("[blue][INFO][/blue] Set defaults.embedding: local-embed")
-            self.console.print("[yellow][WARNING][/yellow] Make sure Ollama is running and models are pulled")
+            self.console.print(
+                "[blue][INFO][/blue] Set defaults.embedding: local-embed"
+            )
+            self.console.print(
+                "[yellow][WARNING][/yellow] Make sure Ollama is running and models are pulled"
+            )
 
         elif choice == "3":
-            self.console.print("[blue][INFO][/blue] Skipping LLM setup - memory extraction disabled")
+            self.console.print(
+                "[blue][INFO][/blue] Skipping LLM setup - memory extraction disabled"
+            )
             # Disable memory extraction in config.yml
             self.config_manager.update_memory_config({"extraction": {"enabled": False}})
 
@@ -491,80 +611,115 @@ def setup_memory(self):
         choice = self.prompt_choice("Choose your memory storage backend:", choices, "1")
 
         if choice == "1":
-            self.console.print("[blue][INFO][/blue] Chronicle Native memory provider selected")
+            self.console.print(
+                "[blue][INFO][/blue] Chronicle Native memory provider selected"
+            )
 
             qdrant_url = self.prompt_value("Qdrant URL", "qdrant")
             self.config["QDRANT_BASE_URL"] = qdrant_url
 
             # Update config.yml (also updates .env automatically)
             self.config_manager.update_memory_config({"provider": "chronicle"})
-            self.console.print("[green][SUCCESS][/green] Chronicle memory provider configured in config.yml and .env")
+            self.console.print(
+                "[green][SUCCESS][/green] Chronicle memory provider configured in config.yml and .env"
+            )
 
         elif choice == "2":
             self.console.print("[blue][INFO][/blue] OpenMemory MCP selected")
 
-            mcp_url = self.prompt_value("OpenMemory MCP server URL", "http://host.docker.internal:8765")
+            mcp_url = self.prompt_value(
+                "OpenMemory MCP server URL", "http://host.docker.internal:8765"
+            )
             client_name = self.prompt_value("OpenMemory client name", "chronicle")
             user_id = self.prompt_value("OpenMemory user ID", "openmemory")
             timeout = self.prompt_value("OpenMemory timeout (seconds)", "30")
 
             # Update config.yml with OpenMemory MCP settings (also updates .env automatically)
-            self.config_manager.update_memory_config({
-                "provider": "openmemory_mcp",
-                "openmemory_mcp": {
-                    "server_url": mcp_url,
-                    "client_name": client_name,
-                    "user_id": user_id,
-                    "timeout": int(timeout)
+            self.config_manager.update_memory_config(
+                {
+                    "provider": "openmemory_mcp",
+                    "openmemory_mcp": {
+                        "server_url": mcp_url,
+                        "client_name": client_name,
+                        "user_id": user_id,
+                        "timeout": int(timeout),
+                    },
                 }
-            })
-            self.console.print("[green][SUCCESS][/green] OpenMemory MCP configured in config.yml and .env")
-            self.console.print("[yellow][WARNING][/yellow] Remember to start OpenMemory: cd ../../extras/openmemory-mcp && docker compose up -d")
+            )
+            self.console.print(
+                "[green][SUCCESS][/green] OpenMemory MCP configured in config.yml and .env"
+            )
+            self.console.print(
+                "[yellow][WARNING][/yellow] Remember to start OpenMemory: cd ../../extras/openmemory-mcp && docker compose up -d"
+            )
 
     def setup_optional_services(self):
         """Configure optional services"""
         # Check if speaker service URL provided via args
-        has_speaker_arg = hasattr(self.args, 'speaker_service_url') and self.args.speaker_service_url
-        has_asr_arg = hasattr(self.args, 'parakeet_asr_url') and self.args.parakeet_asr_url
+        has_speaker_arg = (
+            hasattr(self.args, "speaker_service_url") and self.args.speaker_service_url
+        )
+        has_asr_arg = (
+            hasattr(self.args, "parakeet_asr_url") and self.args.parakeet_asr_url
+        )
 
         if has_speaker_arg:
             self.config["SPEAKER_SERVICE_URL"] = self.args.speaker_service_url
-            self.console.print(f"[green]✅[/green] Speaker Recognition: {self.args.speaker_service_url} (configured via wizard)")
+            self.console.print(
+                f"[green]✅[/green] Speaker Recognition: {self.args.speaker_service_url} (configured via wizard)"
+            )
 
         if has_asr_arg:
             self.config["PARAKEET_ASR_URL"] = self.args.parakeet_asr_url
-            self.console.print(f"[green]✅[/green] Parakeet ASR: {self.args.parakeet_asr_url} (configured via wizard)")
+            self.console.print(
+                f"[green]✅[/green] Parakeet ASR: {self.args.parakeet_asr_url} (configured via wizard)"
+            )
 
         # Only show interactive section if not all configured via args
         if not has_speaker_arg:
             try:
-                enable_speaker = Confirm.ask("Enable Speaker Recognition?", default=False)
+                enable_speaker = Confirm.ask(
+                    "Enable Speaker Recognition?", default=False
+                )
             except EOFError:
                 self.console.print("Using default: No")
                 enable_speaker = False
-                
+
             if enable_speaker:
-                speaker_url = self.prompt_value("Speaker Recognition service URL", "http://host.docker.internal:8001")
+                speaker_url = self.prompt_value(
+                    "Speaker Recognition service URL",
+                    "http://host.docker.internal:8001",
+                )
                 self.config["SPEAKER_SERVICE_URL"] = speaker_url
-                self.console.print("[green][SUCCESS][/green] Speaker Recognition configured")
-                self.console.print("[blue][INFO][/blue] Start with: cd ../../extras/speaker-recognition && docker compose up -d")
-        
+                self.console.print(
+                    "[green][SUCCESS][/green] Speaker Recognition configured"
+                )
+                self.console.print(
+                    "[blue][INFO][/blue] Start with: cd ../../extras/speaker-recognition && docker compose up -d"
+                )
+
         # Check if Tailscale auth key provided via args
-        if hasattr(self.args, 'ts_authkey') and self.args.ts_authkey:
+        if hasattr(self.args, "ts_authkey") and self.args.ts_authkey:
             self.config["TS_AUTHKEY"] = self.args.ts_authkey
-            self.console.print(f"[green][SUCCESS][/green] Tailscale auth key configured (Docker integration enabled)")
+            self.console.print(
+                f"[green][SUCCESS][/green] Tailscale auth key configured (Docker integration enabled)"
+            )
 
     def setup_neo4j(self):
         """Configure Neo4j credentials (always required - used by Knowledge Graph)"""
-        neo4j_password = getattr(self.args, 'neo4j_password', None)
+        neo4j_password = getattr(self.args, "neo4j_password", None)
 
         if neo4j_password:
-            self.console.print(f"[green]✅[/green] Neo4j: password configured via wizard")
+            self.console.print(
+                f"[green]✅[/green] Neo4j: password configured via wizard"
+            )
         else:
             # Interactive prompt (standalone init.py run)
             self.console.print()
             self.console.print("[bold cyan]Neo4j Configuration[/bold cyan]")
-            self.console.print("Neo4j is used for Knowledge Graph (entity/relationship extraction)")
+            self.console.print(
+                "Neo4j is used for Knowledge Graph (entity/relationship extraction)"
+            )
             self.console.print()
             neo4j_password = self.prompt_password("Neo4j password (min 8 chars)")
 
@@ -575,49 +730,54 @@ def setup_neo4j(self):
 
     def setup_obsidian(self):
         """Configure Obsidian integration (optional feature flag only - Neo4j credentials handled by setup_neo4j)"""
-        if hasattr(self.args, 'enable_obsidian') and self.args.enable_obsidian:
+        if hasattr(self.args, "enable_obsidian") and self.args.enable_obsidian:
             enable_obsidian = True
-            self.console.print(f"[green]✅[/green] Obsidian: enabled (configured via wizard)")
+            self.console.print(
+                f"[green]✅[/green] Obsidian: enabled (configured via wizard)"
+            )
         else:
             # Interactive prompt (fallback)
             self.console.print()
             self.console.print("[bold cyan]Obsidian Integration (Optional)[/bold cyan]")
-            self.console.print("Enable graph-based knowledge management for Obsidian vault notes")
+            self.console.print(
+                "Enable graph-based knowledge management for Obsidian vault notes"
+            )
             self.console.print()
 
             try:
-                enable_obsidian = Confirm.ask("Enable Obsidian integration?", default=False)
+                enable_obsidian = Confirm.ask(
+                    "Enable Obsidian integration?", default=False
+                )
             except EOFError:
                 self.console.print("Using default: No")
                 enable_obsidian = False
 
         if enable_obsidian:
-            self.config_manager.update_memory_config({
-                "obsidian": {
-                    "enabled": True,
-                    "neo4j_host": "neo4j",
-                    "timeout": 30
-                }
-            })
+            self.config_manager.update_memory_config(
+                {"obsidian": {"enabled": True, "neo4j_host": "neo4j", "timeout": 30}}
+            )
             self.console.print("[green][SUCCESS][/green] Obsidian integration enabled")
         else:
-            self.config_manager.update_memory_config({
-                "obsidian": {
-                    "enabled": False,
-                    "neo4j_host": "neo4j",
-                    "timeout": 30
-                }
-            })
+            self.config_manager.update_memory_config(
+                {"obsidian": {"enabled": False, "neo4j_host": "neo4j", "timeout": 30}}
+            )
             self.console.print("[blue][INFO][/blue] Obsidian integration disabled")
 
     def setup_knowledge_graph(self):
         """Configure Knowledge Graph (Neo4j-based entity/relationship extraction - enabled by default)"""
-        if hasattr(self.args, 'enable_knowledge_graph') and self.args.enable_knowledge_graph:
+        if (
+            hasattr(self.args, "enable_knowledge_graph")
+            and self.args.enable_knowledge_graph
+        ):
             enable_kg = True
         else:
             self.console.print()
-            self.console.print("[bold cyan]Knowledge Graph (Entity Extraction)[/bold cyan]")
-            self.console.print("Extract people, places, organizations, events, and tasks from conversations")
+            self.console.print(
+                "[bold cyan]Knowledge Graph (Entity Extraction)[/bold cyan]"
+            )
+            self.console.print(
+                "Extract people, places, organizations, events, and tasks from conversations"
+            )
             self.console.print()
 
             try:
@@ -627,56 +787,77 @@ def setup_knowledge_graph(self):
                 enable_kg = True
 
         if enable_kg:
-            self.config_manager.update_memory_config({
-                "knowledge_graph": {
-                    "enabled": True,
-                    "neo4j_host": "neo4j",
-                    "timeout": 30
+            self.config_manager.update_memory_config(
+                {
+                    "knowledge_graph": {
+                        "enabled": True,
+                        "neo4j_host": "neo4j",
+                        "timeout": 30,
+                    }
                 }
-            })
+            )
             self.console.print("[green][SUCCESS][/green] Knowledge Graph enabled")
-            self.console.print("[blue][INFO][/blue] Entities and relationships will be extracted from conversations")
+            self.console.print(
+                "[blue][INFO][/blue] Entities and relationships will be extracted from conversations"
+            )
         else:
-            self.config_manager.update_memory_config({
-                "knowledge_graph": {
-                    "enabled": False,
-                    "neo4j_host": "neo4j",
-                    "timeout": 30
+            self.config_manager.update_memory_config(
+                {
+                    "knowledge_graph": {
+                        "enabled": False,
+                        "neo4j_host": "neo4j",
+                        "timeout": 30,
+                    }
                 }
-            })
+            )
             self.console.print("[blue][INFO][/blue] Knowledge Graph disabled")
 
     def setup_langfuse(self):
         """Configure LangFuse observability and prompt management"""
         self.console.print()
-        self.console.print("[bold cyan]LangFuse Observability & Prompt Management[/bold cyan]")
+        self.console.print(
+            "[bold cyan]LangFuse Observability & Prompt Management[/bold cyan]"
+        )
 
         # Check if keys were passed from wizard (langfuse init already ran)
-        langfuse_pub = getattr(self.args, 'langfuse_public_key', None)
-        langfuse_sec = getattr(self.args, 'langfuse_secret_key', None)
+        langfuse_pub = getattr(self.args, "langfuse_public_key", None)
+        langfuse_sec = getattr(self.args, "langfuse_secret_key", None)
 
         if langfuse_pub and langfuse_sec:
             # Auto-configure from wizard — no prompts needed
-            langfuse_host = getattr(self.args, 'langfuse_host', None) or "http://langfuse-web:3000"
+            langfuse_host = (
+                getattr(self.args, "langfuse_host", None) or "http://langfuse-web:3000"
+            )
             self.config["LANGFUSE_HOST"] = langfuse_host
             self.config["LANGFUSE_PUBLIC_KEY"] = langfuse_pub
             self.config["LANGFUSE_SECRET_KEY"] = langfuse_sec
             self.config["LANGFUSE_BASE_URL"] = langfuse_host
 
             # Derive browser-accessible URL for deep-links
-            public_url = getattr(self.args, 'langfuse_public_url', None) or "http://localhost:3002"
+            public_url = (
+                getattr(self.args, "langfuse_public_url", None)
+                or "http://localhost:3002"
+            )
             self._save_langfuse_public_url(public_url)
 
             source = "external" if "langfuse-web" not in langfuse_host else "local"
-            self.console.print(f"[green][SUCCESS][/green] LangFuse auto-configured ({source})")
+            self.console.print(
+                f"[green][SUCCESS][/green] LangFuse auto-configured ({source})"
+            )
             self.console.print(f"[blue][INFO][/blue] Host: {langfuse_host}")
             self.console.print(f"[blue][INFO][/blue] Public URL: {public_url}")
-            self.console.print(f"[blue][INFO][/blue] Public key: {self.mask_api_key(langfuse_pub)}")
+            self.console.print(
+                f"[blue][INFO][/blue] Public key: {self.mask_api_key(langfuse_pub)}"
+            )
             return
 
         # Manual configuration (standalone init.py run)
-        self.console.print("Enable LLM tracing, observability, and prompt management with LangFuse")
-        self.console.print("Self-host: cd ../../extras/langfuse && docker compose up -d")
+        self.console.print(
+            "Enable LLM tracing, observability, and prompt management with LangFuse"
+        )
+        self.console.print(
+            "Self-host: cd ../../extras/langfuse && docker compose up -d"
+        )
         self.console.print()
 
         try:
@@ -748,52 +929,68 @@ def setup_network(self):
     def setup_https(self):
         """Configure HTTPS settings for microphone access"""
         # Check if HTTPS configuration provided via command line
-        if hasattr(self.args, 'enable_https') and self.args.enable_https:
+        if hasattr(self.args, "enable_https") and self.args.enable_https:
             enable_https = True
-            server_ip = getattr(self.args, 'server_ip', 'localhost')
-            self.console.print(f"[green]✅[/green] HTTPS: {server_ip} (configured via wizard)")
+            server_ip = getattr(self.args, "server_ip", "localhost")
+            self.console.print(
+                f"[green]✅[/green] HTTPS: {server_ip} (configured via wizard)"
+            )
         else:
             # Interactive configuration
             self.print_section("HTTPS Configuration (Optional)")
 
             try:
-                enable_https = Confirm.ask("Enable HTTPS for microphone access?", default=False)
+                enable_https = Confirm.ask(
+                    "Enable HTTPS for microphone access?", default=False
+                )
             except EOFError:
                 self.console.print("Using default: No")
                 enable_https = False
 
             if enable_https:
-                self.console.print("[blue][INFO][/blue] HTTPS enables microphone access in browsers")
+                self.console.print(
+                    "[blue][INFO][/blue] HTTPS enables microphone access in browsers"
+                )
 
                 # Try to auto-detect Tailscale address
                 ts_dns, ts_ip = detect_tailscale_info()
 
                 if ts_dns:
-                    self.console.print(f"[green][AUTO-DETECTED][/green] Tailscale DNS: {ts_dns}")
+                    self.console.print(
+                        f"[green][AUTO-DETECTED][/green] Tailscale DNS: {ts_dns}"
+                    )
                     if ts_ip:
-                        self.console.print(f"[green][AUTO-DETECTED][/green] Tailscale IP:  {ts_ip}")
+                        self.console.print(
+                            f"[green][AUTO-DETECTED][/green] Tailscale IP:  {ts_ip}"
+                        )
                     default_address = ts_dns
                 elif ts_ip:
-                    self.console.print(f"[green][AUTO-DETECTED][/green] Tailscale IP: {ts_ip}")
+                    self.console.print(
+                        f"[green][AUTO-DETECTED][/green] Tailscale IP: {ts_ip}"
+                    )
                     default_address = ts_ip
                 else:
                     self.console.print("[blue][INFO][/blue] Tailscale not detected")
-                    self.console.print("[blue][INFO][/blue] To find your Tailscale address: tailscale status --json | jq -r '.Self.DNSName'")
+                    self.console.print(
+                        "[blue][INFO][/blue] To find your Tailscale address: tailscale status --json | jq -r '.Self.DNSName'"
+                    )
                     default_address = "localhost"
 
-                self.console.print("[blue][INFO][/blue] For local-only access, use 'localhost'")
+                self.console.print(
+                    "[blue][INFO][/blue] For local-only access, use 'localhost'"
+                )
 
                 # Use the new masked prompt function (not masked for IP, but shows existing)
                 server_ip = self.prompt_with_existing_masked(
                     prompt_text="Server IP/Domain for SSL certificate",
                     env_key="SERVER_IP",
-                    placeholders=['localhost', 'your-server-ip-here'],
+                    placeholders=["localhost", "your-server-ip-here"],
                     is_password=False,
-                    default=default_address
+                    default=default_address,
                 )
-        
+
         if enable_https:
-            
+
             # Generate SSL certificates
             self.console.print("[blue][INFO][/blue] Generating SSL certificates...")
             # Use path relative to this script's directory
@@ -802,17 +999,32 @@ def setup_https(self):
             if ssl_script.exists():
                 try:
                     # Run from the backend directory so paths work correctly
-                    subprocess.run([str(ssl_script), server_ip], check=True, cwd=str(script_dir), timeout=180)
-                    self.console.print("[green][SUCCESS][/green] SSL certificates generated")
+                    subprocess.run(
+                        [str(ssl_script), server_ip],
+                        check=True,
+                        cwd=str(script_dir),
+                        timeout=180,
+                    )
+                    self.console.print(
+                        "[green][SUCCESS][/green] SSL certificates generated"
+                    )
                 except subprocess.TimeoutExpired:
-                    self.console.print("[yellow][WARNING][/yellow] SSL certificate generation timed out after 3 minutes")
+                    self.console.print(
+                        "[yellow][WARNING][/yellow] SSL certificate generation timed out after 3 minutes"
+                    )
                 except subprocess.CalledProcessError:
-                    self.console.print("[yellow][WARNING][/yellow] SSL certificate generation failed")
+                    self.console.print(
+                        "[yellow][WARNING][/yellow] SSL certificate generation failed"
+                    )
             else:
-                self.console.print(f"[yellow][WARNING][/warning] SSL script not found at {ssl_script}")
+                self.console.print(
+                    f"[yellow][WARNING][/warning] SSL script not found at {ssl_script}"
+                )
 
             # Generate Caddyfile from template
-            self.console.print("[blue][INFO][/blue] Creating Caddyfile configuration...")
+            self.console.print(
+                "[blue][INFO][/blue] Creating Caddyfile configuration..."
+            )
             caddyfile_template = script_dir / "Caddyfile.template"
             caddyfile_path = script_dir / "Caddyfile"
 
@@ -820,32 +1032,50 @@ def setup_https(self):
                 try:
                     # Check if Caddyfile exists as a directory (common issue)
                     if caddyfile_path.exists() and caddyfile_path.is_dir():
-                        self.console.print("[red]❌ ERROR: 'Caddyfile' exists as a directory![/red]")
-                        self.console.print("[yellow]   Please remove it manually:[/yellow]")
-                        self.console.print(f"[yellow]   rm -rf {caddyfile_path}[/yellow]")
-                        self.console.print("[red]   HTTPS will NOT work without a proper Caddyfile![/red]")
+                        self.console.print(
+                            "[red]❌ ERROR: 'Caddyfile' exists as a directory![/red]"
+                        )
+                        self.console.print(
+                            "[yellow]   Please remove it manually:[/yellow]"
+                        )
+                        self.console.print(
+                            f"[yellow]   rm -rf {caddyfile_path}[/yellow]"
+                        )
+                        self.console.print(
+                            "[red]   HTTPS will NOT work without a proper Caddyfile![/red]"
+                        )
                         self.config["HTTPS_ENABLED"] = "false"
                     else:
-                        with open(caddyfile_template, 'r') as f:
+                        with open(caddyfile_template, "r") as f:
                             caddyfile_content = f.read()
 
                         # Replace TAILSCALE_IP with server_ip
-                        caddyfile_content = caddyfile_content.replace('TAILSCALE_IP', server_ip)
+                        caddyfile_content = caddyfile_content.replace(
+                            "TAILSCALE_IP", server_ip
+                        )
 
-                        with open(caddyfile_path, 'w') as f:
+                        with open(caddyfile_path, "w") as f:
                             f.write(caddyfile_content)
 
-                        self.console.print(f"[green][SUCCESS][/green] Caddyfile created for: {server_ip}")
+                        self.console.print(
+                            f"[green][SUCCESS][/green] Caddyfile created for: {server_ip}"
+                        )
                         self.config["HTTPS_ENABLED"] = "true"
                         self.config["SERVER_IP"] = server_ip
 
                 except Exception as e:
-                    self.console.print(f"[red]❌ ERROR: Caddyfile generation failed: {e}[/red]")
-                    self.console.print("[red]   HTTPS will NOT work without a proper Caddyfile![/red]")
+                    self.console.print(
+                        f"[red]❌ ERROR: Caddyfile generation failed: {e}[/red]"
+                    )
+                    self.console.print(
+                        "[red]   HTTPS will NOT work without a proper Caddyfile![/red]"
+                    )
                     self.config["HTTPS_ENABLED"] = "false"
             else:
                 self.console.print("[red]❌ ERROR: Caddyfile.template not found[/red]")
-                self.console.print("[red]   HTTPS will NOT work without a proper Caddyfile![/red]")
+                self.console.print(
+                    "[red]   HTTPS will NOT work without a proper Caddyfile![/red]"
+                )
                 self.config["HTTPS_ENABLED"] = "false"
         else:
             self.config["HTTPS_ENABLED"] = "false"
@@ -863,7 +1093,9 @@ def generate_env_file(self):
             shutil.copy2(env_template, env_path)
             self.console.print("[blue][INFO][/blue] Copied .env.template to .env")
         else:
-            self.console.print("[yellow][WARNING][/yellow] .env.template not found, creating new .env")
+            self.console.print(
+                "[yellow][WARNING][/yellow] .env.template not found, creating new .env"
+            )
             env_path.touch(mode=0o600)
 
         # Update configured values using set_key
@@ -875,24 +1107,35 @@ def generate_env_file(self):
         # Ensure secure permissions
         os.chmod(env_path, 0o600)
 
-        self.console.print("[green][SUCCESS][/green] .env file configured successfully with secure permissions")
+        self.console.print(
+            "[green][SUCCESS][/green] .env file configured successfully with secure permissions"
+        )
 
         # Note: config.yml is automatically saved by ConfigManager when updates are made
-        self.console.print("[blue][INFO][/blue] Configuration saved to config.yml and .env (via ConfigManager)")
+        self.console.print(
+            "[blue][INFO][/blue] Configuration saved to config.yml and .env (via ConfigManager)"
+        )
 
     def copy_config_templates(self):
         """Copy other configuration files"""
 
-        if not Path("diarization_config.json").exists() and Path("diarization_config.json.template").exists():
+        if (
+            not Path("diarization_config.json").exists()
+            and Path("diarization_config.json.template").exists()
+        ):
             shutil.copy2("diarization_config.json.template", "diarization_config.json")
-            self.console.print("[green][SUCCESS][/green] diarization_config.json created")
+            self.console.print(
+                "[green][SUCCESS][/green] diarization_config.json created"
+            )
 
     def show_summary(self):
         """Show configuration summary"""
         self.print_section("Configuration Summary")
         self.console.print()
 
-        self.console.print(f"✅ Admin Account: {self.config.get('ADMIN_EMAIL', 'Not configured')}")
+        self.console.print(
+            f"✅ Admin Account: {self.config.get('ADMIN_EMAIL', 'Not configured')}"
+        )
 
         # Get current config from ConfigManager (single source of truth)
         config_yml = self.config_manager.get_full_config()
@@ -901,10 +1144,16 @@ def show_summary(self):
         stt_default = config_yml.get("defaults", {}).get("stt", "not set")
         stt_model = next(
             (m for m in config_yml.get("models", []) if m.get("name") == stt_default),
-            None
+            None,
+        )
+        stt_provider = (
+            stt_model.get("model_provider", "unknown")
+            if stt_model
+            else "not configured"
+        )
+        self.console.print(
+            f"✅ Transcription: {stt_provider} ({stt_default}) - config.yml"
         )
-        stt_provider = stt_model.get("model_provider", "unknown") if stt_model else "not configured"
-        self.console.print(f"✅ Transcription: {stt_provider} ({stt_default}) - config.yml")
 
         # Show LLM config from config.yml
         llm_default = config_yml.get("defaults", {}).get("llm", "not set")
@@ -929,13 +1178,13 @@ def show_summary(self):
             self.console.print(f"✅ Knowledge Graph: Enabled ({neo4j_host})")
 
         # Auto-determine URLs based on HTTPS configuration
-        if self.config.get('HTTPS_ENABLED') == 'true':
-            server_ip = self.config.get('SERVER_IP', 'localhost')
+        if self.config.get("HTTPS_ENABLED") == "true":
+            server_ip = self.config.get("SERVER_IP", "localhost")
             self.console.print(f"✅ Backend URL: https://{server_ip}/")
             self.console.print(f"✅ Dashboard URL: https://{server_ip}/")
         else:
-            backend_port = self.config.get('BACKEND_PUBLIC_PORT', '8000')
-            webui_port = self.config.get('WEBUI_PORT', '5173')
+            backend_port = self.config.get("BACKEND_PUBLIC_PORT", "8000")
+            webui_port = self.config.get("WEBUI_PORT", "5173")
             self.console.print(f"✅ Backend URL: http://localhost:{backend_port}")
             self.console.print(f"✅ Dashboard URL: http://localhost:{webui_port}")
 
@@ -950,40 +1199,52 @@ def show_next_steps(self):
         self.console.print("1. Start the main services:")
         self.console.print("   [cyan]docker compose up --build -d[/cyan]")
         self.console.print()
-        
+
         # Auto-determine URLs for next steps
-        if self.config.get('HTTPS_ENABLED') == 'true':
-            server_ip = self.config.get('SERVER_IP', 'localhost')
+        if self.config.get("HTTPS_ENABLED") == "true":
+            server_ip = self.config.get("SERVER_IP", "localhost")
             self.console.print("2. Access the dashboard:")
             self.console.print(f"   [cyan]https://{server_ip}/[/cyan]")
             self.console.print()
             self.console.print("3. Check service health:")
             self.console.print(f"   [cyan]curl -k https://{server_ip}/health[/cyan]")
         else:
-            webui_port = self.config.get('WEBUI_PORT', '5173')
-            backend_port = self.config.get('BACKEND_PUBLIC_PORT', '8000')
+            webui_port = self.config.get("WEBUI_PORT", "5173")
+            backend_port = self.config.get("BACKEND_PUBLIC_PORT", "8000")
             self.console.print("2. Access the dashboard:")
             self.console.print(f"   [cyan]http://localhost:{webui_port}[/cyan]")
             self.console.print()
             self.console.print("3. Check service health:")
-            self.console.print(f"   [cyan]curl http://localhost:{backend_port}/health[/cyan]")
+            self.console.print(
+                f"   [cyan]curl http://localhost:{backend_port}/health[/cyan]"
+            )
 
         if self.config.get("MEMORY_PROVIDER") == "openmemory_mcp":
             self.console.print()
             self.console.print("4. Start OpenMemory MCP:")
-            self.console.print("   [cyan]cd ../../extras/openmemory-mcp && docker compose up -d[/cyan]")
+            self.console.print(
+                "   [cyan]cd ../../extras/openmemory-mcp && docker compose up -d[/cyan]"
+            )
 
         if self.config.get("TRANSCRIPTION_PROVIDER") == "offline":
             self.console.print()
             self.console.print("5. Start Parakeet ASR:")
-            self.console.print("   [cyan]cd ../../extras/asr-services && docker compose up parakeet -d[/cyan]")
+            self.console.print(
+                "   [cyan]cd ../../extras/asr-services && docker compose up parakeet -d[/cyan]"
+            )
 
     def run(self):
         """Run the complete setup process"""
         self.print_header("🚀 Chronicle Interactive Setup")
-        self.console.print("This wizard will help you configure Chronicle with all necessary services.")
-        self.console.print("[dim]Safe to run again — it backs up your config and preserves previous values.[/dim]")
-        self.console.print("[dim]When unsure, just press Enter — the defaults will work.[/dim]")
+        self.console.print(
+            "This wizard will help you configure Chronicle with all necessary services."
+        )
+        self.console.print(
+            "[dim]Safe to run again — it backs up your config and preserves previous values.[/dim]"
+        )
+        self.console.print(
+            "[dim]When unsure, just press Enter — the defaults will work.[/dim]"
+        )
         self.console.print()
 
         try:
@@ -1018,7 +1279,9 @@ def run(self):
             self.console.print()
             self.console.print("📝 [bold]Configuration files updated:[/bold]")
             self.console.print(f"  • .env - API keys and environment variables")
-            self.console.print(f"  • ../../config/config.yml - Model and memory provider configuration")
+            self.console.print(
+                f"  • ../../config/config.yml - Model and memory provider configuration"
+            )
             self.console.print()
             self.console.print("For detailed documentation, see:")
             self.console.print("  • Docs/quickstart.md")
@@ -1037,39 +1300,68 @@ def run(self):
 def main():
     """Main entry point"""
     parser = argparse.ArgumentParser(description="Chronicle Advanced Backend Setup")
-    parser.add_argument("--speaker-service-url",
-                       help="Speaker Recognition service URL (default: prompt user)")
-    parser.add_argument("--parakeet-asr-url",
-                       help="Parakeet ASR service URL (default: prompt user)")
-    parser.add_argument("--transcription-provider",
-                       choices=["deepgram", "parakeet", "vibevoice", "qwen3-asr", "smallest", "none"],
-                       help="Transcription provider (default: prompt user)")
-    parser.add_argument("--enable-https", action="store_true",
-                       help="Enable HTTPS configuration (default: prompt user)")
-    parser.add_argument("--server-ip",
-                       help="Server IP/domain for SSL certificate (default: prompt user)")
-    parser.add_argument("--enable-obsidian", action="store_true",
-                       help="Enable Obsidian/Neo4j integration (default: prompt user)")
-    parser.add_argument("--enable-knowledge-graph", action="store_true",
-                       help="Enable Knowledge Graph entity extraction (default: prompt user)")
-    parser.add_argument("--neo4j-password",
-                       help="Neo4j password (default: prompt user)")
-    parser.add_argument("--ts-authkey",
-                       help="Tailscale auth key for Docker integration (default: prompt user)")
-    parser.add_argument("--langfuse-public-key",
-                       help="LangFuse project public key (from langfuse init or external)")
-    parser.add_argument("--langfuse-secret-key",
-                       help="LangFuse project secret key (from langfuse init or external)")
-    parser.add_argument("--langfuse-host",
-                       help="LangFuse host URL (default: http://langfuse-web:3000 for local)")
-    parser.add_argument("--langfuse-public-url",
-                       help="LangFuse browser-accessible URL for deep-links (default: http://localhost:3002)")
-    parser.add_argument("--streaming-provider",
-                       choices=["deepgram", "smallest", "qwen3-asr"],
-                       help="Streaming provider when different from batch (enables batch re-transcription)")
+    parser.add_argument(
+        "--speaker-service-url",
+        help="Speaker Recognition service URL (default: prompt user)",
+    )
+    parser.add_argument(
+        "--parakeet-asr-url", help="Parakeet ASR service URL (default: prompt user)"
+    )
+    parser.add_argument(
+        "--transcription-provider",
+        choices=["deepgram", "parakeet", "vibevoice", "qwen3-asr", "smallest", "none"],
+        help="Transcription provider (default: prompt user)",
+    )
+    parser.add_argument(
+        "--enable-https",
+        action="store_true",
+        help="Enable HTTPS configuration (default: prompt user)",
+    )
+    parser.add_argument(
+        "--server-ip",
+        help="Server IP/domain for SSL certificate (default: prompt user)",
+    )
+    parser.add_argument(
+        "--enable-obsidian",
+        action="store_true",
+        help="Enable Obsidian/Neo4j integration (default: prompt user)",
+    )
+    parser.add_argument(
+        "--enable-knowledge-graph",
+        action="store_true",
+        help="Enable Knowledge Graph entity extraction (default: prompt user)",
+    )
+    parser.add_argument(
+        "--neo4j-password", help="Neo4j password (default: prompt user)"
+    )
+    parser.add_argument(
+        "--ts-authkey",
+        help="Tailscale auth key for Docker integration (default: prompt user)",
+    )
+    parser.add_argument(
+        "--langfuse-public-key",
+        help="LangFuse project public key (from langfuse init or external)",
+    )
+    parser.add_argument(
+        "--langfuse-secret-key",
+        help="LangFuse project secret key (from langfuse init or external)",
+    )
+    parser.add_argument(
+        "--langfuse-host",
+        help="LangFuse host URL (default: http://langfuse-web:3000 for local)",
+    )
+    parser.add_argument(
+        "--langfuse-public-url",
+        help="LangFuse browser-accessible URL for deep-links (default: http://localhost:3002)",
+    )
+    parser.add_argument(
+        "--streaming-provider",
+        choices=["deepgram", "smallest", "qwen3-asr"],
+        help="Streaming provider when different from batch (enables batch re-transcription)",
+    )
 
     args = parser.parse_args()
-    
+
     setup = ChronicleSetup(args)
     setup.run()
 
diff --git a/backends/advanced/scripts/create_plugin.py b/backends/advanced/scripts/create_plugin.py
index f24427ad..3f379dd6 100755
--- a/backends/advanced/scripts/create_plugin.py
+++ b/backends/advanced/scripts/create_plugin.py
@@ -16,7 +16,7 @@
 
 def snake_to_pascal(snake_str: str) -> str:
     """Convert snake_case to PascalCase."""
-    return ''.join(word.capitalize() for word in snake_str.split('_'))
+    return "".join(word.capitalize() for word in snake_str.split("_"))
 
 
 def create_plugin(plugin_name: str, force: bool = False):
@@ -28,19 +28,19 @@ def create_plugin(plugin_name: str, force: bool = False):
         force: Overwrite existing plugin if True
     """
     # Validate plugin name
-    if not plugin_name.replace('_', '').isalnum():
+    if not plugin_name.replace("_", "").isalnum():
         print(f"❌ Error: Plugin name must be alphanumeric with underscores")
         print(f"   Got: {plugin_name}")
         print(f"   Example: my_awesome_plugin")
         sys.exit(1)
 
     # Convert to class name
-    class_name = snake_to_pascal(plugin_name) + 'Plugin'
+    class_name = snake_to_pascal(plugin_name) + "Plugin"
 
     # Get plugins directory (repo root plugins/)
     script_dir = Path(__file__).parent
     backend_dir = script_dir.parent
-    plugins_dir = backend_dir.parent.parent / 'plugins'
+    plugins_dir = backend_dir.parent.parent / "plugins"
     plugin_dir = plugins_dir / plugin_name
 
     # Check if plugin already exists
@@ -70,7 +70,7 @@ def create_plugin(plugin_name: str, force: bool = False):
 __all__ = ['{class_name}']
 '''
 
-    init_file = plugin_dir / '__init__.py'
+    init_file = plugin_dir / "__init__.py"
     print(f"📝 Creating {init_file}")
     init_file.write_text(init_content, encoding="utf-8")
 
@@ -271,12 +271,12 @@ async def _my_helper_method(self, data: Any) -> Any:
         pass
 '''
 
-    plugin_file = plugin_dir / 'plugin.py'
+    plugin_file = plugin_dir / "plugin.py"
     print(f"📝 Creating {plugin_file}")
-    plugin_file.write_text(plugin_content,encoding="utf-8")
+    plugin_file.write_text(plugin_content, encoding="utf-8")
 
     # Create README.md
-    readme_content = f'''# {class_name}
+    readme_content = f"""# {class_name}
 
 [Brief description of what your plugin does]
 
@@ -363,9 +363,9 @@ async def _my_helper_method(self, data: Any) -> Any:
 ## License
 
 MIT License - see project LICENSE file for details.
-'''
+"""
 
-    readme_file = plugin_dir / 'README.md'
+    readme_file = plugin_dir / "README.md"
     print(f"📝 Creating {readme_file}")
     readme_file.write_text(readme_content, encoding="utf-8")
 
@@ -402,23 +402,23 @@ async def _my_helper_method(self, data: Any) -> Any:
 
 def main():
     parser = argparse.ArgumentParser(
-        description='Create a new Chronicle plugin with boilerplate structure',
+        description="Create a new Chronicle plugin with boilerplate structure",
         formatter_class=argparse.RawDescriptionHelpFormatter,
-        epilog='''
+        epilog="""
 Examples:
   uv run python scripts/create_plugin.py my_awesome_plugin
   uv run python scripts/create_plugin.py slack_notifier
   uv run python scripts/create_plugin.py todo_extractor --force
-        '''
+        """,
     )
     parser.add_argument(
-        'plugin_name',
-        help='Plugin name in snake_case (e.g., my_awesome_plugin)'
+        "plugin_name", help="Plugin name in snake_case (e.g., my_awesome_plugin)"
     )
     parser.add_argument(
-        '--force', '-f',
-        action='store_true',
-        help='Overwrite existing plugin if it exists'
+        "--force",
+        "-f",
+        action="store_true",
+        help="Overwrite existing plugin if it exists",
     )
 
     args = parser.parse_args()
@@ -433,5 +433,5 @@ def main():
         sys.exit(1)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/backends/advanced/scripts/laptop_client.py b/backends/advanced/scripts/laptop_client.py
index a0047f3b..a848469f 100644
--- a/backends/advanced/scripts/laptop_client.py
+++ b/backends/advanced/scripts/laptop_client.py
@@ -21,7 +21,11 @@
 
 
 def build_websocket_uri(
-    host: str, port: int, endpoint: str, token: str | None = None, device_name: str = "laptop"
+    host: str,
+    port: int,
+    endpoint: str,
+    token: str | None = None,
+    device_name: str = "laptop",
 ) -> str:
     """Build WebSocket URI with JWT token authentication."""
     base_uri = f"ws://{host}:{port}{endpoint}"
@@ -36,7 +40,9 @@ def build_websocket_uri(
     return base_uri
 
 
-async def authenticate_with_credentials(host: str, port: int, username: str, password: str) -> str:
+async def authenticate_with_credentials(
+    host: str, port: int, username: str, password: str
+) -> str:
     """Authenticate with username/password and return JWT token."""
     auth_url = f"http://{host}:{port}/auth/jwt/login"
 
@@ -58,7 +64,9 @@ async def authenticate_with_credentials(host: str, port: int, username: str, pas
                         raise Exception("No access token received from server")
                 elif response.status == 400:
                     error_detail = await response.text()
-                    raise Exception(f"Authentication failed: Invalid credentials - {error_detail}")
+                    raise Exception(
+                        f"Authentication failed: Invalid credentials - {error_detail}"
+                    )
                 else:
                     error_detail = await response.text()
                     raise Exception(
@@ -96,29 +104,31 @@ def validate_auth_args(args):
 
 async def send_wyoming_event(websocket, wyoming_event):
     """Send a Wyoming protocol event over WebSocket.
-    
+
     Based on how the backend processes Wyoming events, they expect:
     1. JSON header line ending with \n
     2. Optional binary payload if payload_length > 0
-    
+
     This replicates Wyoming's async_write_event behavior for WebSocket transport.
     """
     # Get the event data from Wyoming event
     event_data = wyoming_event.event()
-    
+
     # Build event dict like Wyoming's async_write_event does
     event_dict = event_data.to_dict()
     event_dict["version"] = "1.0.0"  # Wyoming adds version
-    
+
     # Add payload_length if payload exists (critical for audio chunks!)
     if event_data.payload:
         event_dict["payload_length"] = len(event_data.payload)
-    
+
     # Send JSON header
-    json_header = json.dumps(event_dict) + '\n'
+    json_header = json.dumps(event_dict) + "\n"
     await websocket.send(json_header)
-    logger.debug(f"Sent Wyoming event: {event_data.type} (payload_length: {event_dict.get('payload_length', 0)})")
-    
+    logger.debug(
+        f"Sent Wyoming event: {event_data.type} (payload_length: {event_dict.get('payload_length', 0)})"
+    )
+
     # Send binary payload if exists
     if event_data.payload:
         await websocket.send(event_data.payload)
@@ -131,11 +141,17 @@ async def main():
         description="Laptop audio client for OMI backend with dual authentication modes"
     )
     parser.add_argument("--host", default=DEFAULT_HOST, help="WebSocket server host")
-    parser.add_argument("--port", type=int, default=DEFAULT_PORT, help="WebSocket server port")
-    parser.add_argument("--endpoint", default=DEFAULT_ENDPOINT, help="WebSocket endpoint")
+    parser.add_argument(
+        "--port", type=int, default=DEFAULT_PORT, help="WebSocket server port"
+    )
+    parser.add_argument(
+        "--endpoint", default=DEFAULT_ENDPOINT, help="WebSocket endpoint"
+    )
 
     # Authentication options (mutually exclusive)
-    auth_group = parser.add_argument_group("authentication", "Choose one authentication method")
+    auth_group = parser.add_argument_group(
+        "authentication", "Choose one authentication method"
+    )
     auth_group.add_argument("--token", help="JWT authentication token")
     auth_group.add_argument("--username", help="Username for login authentication")
     auth_group.add_argument("--password", help="Password for login authentication")
@@ -174,7 +190,9 @@ async def main():
             return
 
     # Build WebSocket URI
-    ws_uri = build_websocket_uri(args.host, args.port, args.endpoint, token, args.device_name)
+    ws_uri = build_websocket_uri(
+        args.host, args.port, args.endpoint, token, args.device_name
+    )
     print(f"Connecting to {ws_uri}")
     print(f"Using device name: {args.device_name}")
 
@@ -190,10 +208,12 @@ async def send_audio():
                         audio_start = AudioStart(
                             rate=stream.sample_rate,
                             width=stream.sample_width,
-                            channels=stream.channels
+                            channels=stream.channels,
                         )
                         await send_wyoming_event(websocket, audio_start)
-                        logger.info(f"Sent audio-start event (rate={stream.sample_rate}, width={stream.sample_width}, channels={stream.channels})")
+                        logger.info(
+                            f"Sent audio-start event (rate={stream.sample_rate}, width={stream.sample_width}, channels={stream.channels})"
+                        )
                         while True:
                             try:
                                 data = await stream.read()
@@ -203,18 +223,24 @@ async def send_audio():
                                         audio=data.audio,
                                         rate=stream.sample_rate,
                                         width=stream.sample_width,
-                                        channels=stream.channels
+                                        channels=stream.channels,
                                     )
                                     await send_wyoming_event(websocket, audio_chunk)
-                                    logger.debug(f"Sent audio chunk: {len(data.audio)} bytes")
-                                await asyncio.sleep(0.01)  # Small delay to prevent overwhelming
+                                    logger.debug(
+                                        f"Sent audio chunk: {len(data.audio)} bytes"
+                                    )
+                                await asyncio.sleep(
+                                    0.01
+                                )  # Small delay to prevent overwhelming
                             except websockets.exceptions.ConnectionClosed:
-                                logger.info("WebSocket connection closed during audio sending")
+                                logger.info(
+                                    "WebSocket connection closed during audio sending"
+                                )
                                 break
                             except Exception as e:
                                 logger.error(f"Error sending audio: {e}")
                                 break
-                                
+
                 except Exception as e:
                     logger.error(f"Error in audio session: {e}")
                 finally:
diff --git a/backends/advanced/src/advanced_omi_backend/app_config.py b/backends/advanced/src/advanced_omi_backend/app_config.py
index 5ed50618..d2f50d8e 100644
--- a/backends/advanced/src/advanced_omi_backend/app_config.py
+++ b/backends/advanced/src/advanced_omi_backend/app_config.py
@@ -57,7 +57,9 @@ def __init__(self):
                 f"✅ Using {self.transcription_provider.name} transcription provider ({self.transcription_provider.mode})"
             )
         else:
-            logger.warning("⚠️ No transcription provider configured - speech-to-text will not be available")
+            logger.warning(
+                "⚠️ No transcription provider configured - speech-to-text will not be available"
+            )
 
         # External Services Configuration
         self.qdrant_base_url = os.getenv("QDRANT_BASE_URL", "qdrant")
@@ -73,7 +75,9 @@ def __init__(self):
         # CORS Configuration
         default_origins = "http://localhost:3000,http://localhost:3001,http://127.0.0.1:3000,http://127.0.0.1:3002"
         self.cors_origins = os.getenv("CORS_ORIGINS", default_origins)
-        self.allowed_origins = [origin.strip() for origin in self.cors_origins.split(",") if origin.strip()]
+        self.allowed_origins = [
+            origin.strip() for origin in self.cors_origins.split(",") if origin.strip()
+        ]
 
         # Tailscale support
         self.tailscale_regex = r"http://100\.\d{1,3}\.\d{1,3}\.\d{1,3}:3000"
@@ -105,15 +109,11 @@ def get_audio_chunk_dir() -> Path:
 def get_mongo_collections():
     """Get MongoDB collections."""
     return {
-        'users': app_config.users_col,
-        'speakers': app_config.speakers_col,
+        "users": app_config.users_col,
+        "speakers": app_config.speakers_col,
     }
 
 
 def get_redis_config():
     """Get Redis configuration."""
-    return {
-        'url': app_config.redis_url,
-        'encoding': "utf-8",
-        'decode_responses': False
-    }
+    return {"url": app_config.redis_url, "encoding": "utf-8", "decode_responses": False}
diff --git a/backends/advanced/src/advanced_omi_backend/auth.py b/backends/advanced/src/advanced_omi_backend/auth.py
index c0d0a7b5..3bd6ea88 100644
--- a/backends/advanced/src/advanced_omi_backend/auth.py
+++ b/backends/advanced/src/advanced_omi_backend/auth.py
@@ -53,12 +53,13 @@ def _verify_configured(var_name: str, *, optional: bool = False) -> Optional[str
 # Accepted token issuers - comma-separated list of services whose tokens we accept
 # Default: "chronicle,ushadow" (accept tokens from both chronicle and ushadow)
 ACCEPTED_ISSUERS = [
-    iss.strip() 
-    for iss in os.getenv("ACCEPTED_TOKEN_ISSUERS", "chronicle,ushadow").split(",") 
+    iss.strip()
+    for iss in os.getenv("ACCEPTED_TOKEN_ISSUERS", "chronicle,ushadow").split(",")
     if iss.strip()
 ]
 logger.info(f"Accepting tokens from issuers: {ACCEPTED_ISSUERS}")
 
+
 class UserManager(BaseUserManager[User, PydanticObjectId]):
     """User manager with minimal customization for fastapi-users."""
 
@@ -108,8 +109,9 @@ async def get_user_manager(user_db=Depends(get_user_db)):
 def get_jwt_strategy() -> JWTStrategy:
     """Get JWT strategy for token generation and validation."""
     return JWTStrategy(
-        secret=SECRET_KEY, lifetime_seconds=JWT_LIFETIME_SECONDS,
-        token_audience=["fastapi-users:auth"] + ACCEPTED_ISSUERS
+        secret=SECRET_KEY,
+        lifetime_seconds=JWT_LIFETIME_SECONDS,
+        token_audience=["fastapi-users:auth"] + ACCEPTED_ISSUERS,
     )
 
 
@@ -220,7 +222,9 @@ async def create_admin_user_if_needed():
         existing_admin = await user_db.get_by_email(ADMIN_EMAIL)
 
         if existing_admin:
-            logger.debug(f"existing_admin.id = {existing_admin.id}, type = {type(existing_admin.id)}")
+            logger.debug(
+                f"existing_admin.id = {existing_admin.id}, type = {type(existing_admin.id)}"
+            )
             logger.debug(f"str(existing_admin.id) = {str(existing_admin.id)}")
             logger.debug(f"existing_admin.user_id = {existing_admin.user_id}")
             logger.info(
@@ -258,25 +262,39 @@ async def websocket_auth(websocket, token: Optional[str] = None) -> Optional[Use
 
     # Try JWT token from query parameter first
     if token:
-        logger.info(f"Attempting WebSocket auth with query token (first 20 chars): {token[:20]}...")
+        logger.info(
+            f"Attempting WebSocket auth with query token (first 20 chars): {token[:20]}..."
+        )
         try:
             user_db_gen = get_user_db()
             user_db = await user_db_gen.__anext__()
             user_manager = UserManager(user_db)
             user = await strategy.read_token(token, user_manager)
             if user and user.is_active:
-                logger.info(f"WebSocket auth successful for user {user.user_id} using query token.")
+                logger.info(
+                    f"WebSocket auth successful for user {user.user_id} using query token."
+                )
                 return user
             else:
-                logger.warning(f"Token validated but user inactive or not found: user={user}")
+                logger.warning(
+                    f"Token validated but user inactive or not found: user={user}"
+                )
         except Exception as e:
-            logger.error(f"WebSocket auth with query token failed: {type(e).__name__}: {e}", exc_info=True)
+            logger.error(
+                f"WebSocket auth with query token failed: {type(e).__name__}: {e}",
+                exc_info=True,
+            )
 
     # Try cookie authentication
     logger.debug("Attempting WebSocket auth with cookie.")
     try:
         cookie_header = next(
-            (v.decode() for k, v in websocket.headers.items() if k.lower() == b"cookie"), None
+            (
+                v.decode()
+                for k, v in websocket.headers.items()
+                if k.lower() == b"cookie"
+            ),
+            None,
         )
         if cookie_header:
             match = re.search(r"fastapiusersauth=([^;]+)", cookie_header)
@@ -286,7 +304,9 @@ async def websocket_auth(websocket, token: Optional[str] = None) -> Optional[Use
                 user_manager = UserManager(user_db)
                 user = await strategy.read_token(match.group(1), user_manager)
                 if user and user.is_active:
-                    logger.info(f"WebSocket auth successful for user {user.user_id} using cookie.")
+                    logger.info(
+                        f"WebSocket auth successful for user {user.user_id} using cookie."
+                    )
                     return user
     except Exception as e:
         logger.warning(f"WebSocket auth with cookie failed: {e}")
diff --git a/backends/advanced/src/advanced_omi_backend/chat_service.py b/backends/advanced/src/advanced_omi_backend/chat_service.py
index 46b734a9..d887156e 100644
--- a/backends/advanced/src/advanced_omi_backend/chat_service.py
+++ b/backends/advanced/src/advanced_omi_backend/chat_service.py
@@ -40,7 +40,7 @@
 
 class ChatMessage:
     """Represents a chat message."""
-    
+
     def __init__(
         self,
         message_id: str,
@@ -91,7 +91,7 @@ def from_dict(cls, data: Dict) -> "ChatMessage":
 
 class ChatSession:
     """Represents a chat session."""
-    
+
     def __init__(
         self,
         session_id: str,
@@ -152,11 +152,13 @@ async def _get_system_prompt(self) -> str:
         """
         try:
             reg = get_models_registry()
-            if reg and hasattr(reg, 'chat'):
+            if reg and hasattr(reg, "chat"):
                 chat_config = reg.chat
-                prompt = chat_config.get('system_prompt')
+                prompt = chat_config.get("system_prompt")
                 if prompt:
-                    logger.info(f"✅ Loaded chat system prompt from config (length: {len(prompt)} chars)")
+                    logger.info(
+                        f"✅ Loaded chat system prompt from config (length: {len(prompt)} chars)"
+                    )
                     logger.debug(f"System prompt: {prompt[:100]}...")
                     return prompt
         except Exception as e:
@@ -193,9 +195,15 @@ async def initialize(self):
             self.messages_collection = self.db["chat_messages"]
 
             # Create indexes for better performance
-            await self.sessions_collection.create_index([("user_id", 1), ("updated_at", -1)])
-            await self.messages_collection.create_index([("session_id", 1), ("timestamp", 1)])
-            await self.messages_collection.create_index([("user_id", 1), ("timestamp", -1)])
+            await self.sessions_collection.create_index(
+                [("user_id", 1), ("updated_at", -1)]
+            )
+            await self.messages_collection.create_index(
+                [("session_id", 1), ("timestamp", 1)]
+            )
+            await self.messages_collection.create_index(
+                [("user_id", 1), ("timestamp", -1)]
+            )
 
             # Initialize LLM client and memory service
             self.llm_client = get_llm_client()
@@ -214,23 +222,25 @@ async def create_session(self, user_id: str, title: str = None) -> ChatSession:
             await self.initialize()
 
         session = ChatSession(
-            session_id=str(uuid4()),
-            user_id=user_id,
-            title=title or "New Chat"
+            session_id=str(uuid4()), user_id=user_id, title=title or "New Chat"
         )
 
         await self.sessions_collection.insert_one(session.to_dict())
         logger.info(f"Created new chat session {session.session_id} for user {user_id}")
         return session
 
-    async def get_user_sessions(self, user_id: str, limit: int = 50) -> List[ChatSession]:
+    async def get_user_sessions(
+        self, user_id: str, limit: int = 50
+    ) -> List[ChatSession]:
         """Get all chat sessions for a user."""
         if not self._initialized:
             await self.initialize()
 
-        cursor = self.sessions_collection.find(
-            {"user_id": user_id}
-        ).sort("updated_at", -1).limit(limit)
+        cursor = (
+            self.sessions_collection.find({"user_id": user_id})
+            .sort("updated_at", -1)
+            .limit(limit)
+        )
 
         sessions = []
         async for doc in cursor:
@@ -243,10 +253,9 @@ async def get_session(self, session_id: str, user_id: str) -> Optional[ChatSessi
         if not self._initialized:
             await self.initialize()
 
-        doc = await self.sessions_collection.find_one({
-            "session_id": session_id,
-            "user_id": user_id
-        })
+        doc = await self.sessions_collection.find_one(
+            {"session_id": session_id, "user_id": user_id}
+        )
 
         if doc:
             return ChatSession.from_dict(doc)
@@ -258,16 +267,14 @@ async def delete_session(self, session_id: str, user_id: str) -> bool:
             await self.initialize()
 
         # Delete all messages in the session
-        await self.messages_collection.delete_many({
-            "session_id": session_id,
-            "user_id": user_id
-        })
+        await self.messages_collection.delete_many(
+            {"session_id": session_id, "user_id": user_id}
+        )
 
         # Delete the session
-        result = await self.sessions_collection.delete_one({
-            "session_id": session_id,
-            "user_id": user_id
-        })
+        result = await self.sessions_collection.delete_one(
+            {"session_id": session_id, "user_id": user_id}
+        )
 
         success = result.deleted_count > 0
         if success:
@@ -281,10 +288,13 @@ async def get_session_messages(
         if not self._initialized:
             await self.initialize()
 
-        cursor = self.messages_collection.find({
-            "session_id": session_id,
-            "user_id": user_id
-        }).sort("timestamp", 1).limit(limit)
+        cursor = (
+            self.messages_collection.find(
+                {"session_id": session_id, "user_id": user_id}
+            )
+            .sort("timestamp", 1)
+            .limit(limit)
+        )
 
         messages = []
         async for doc in cursor:
@@ -299,10 +309,10 @@ async def add_message(self, message: ChatMessage) -> bool:
 
         try:
             await self.messages_collection.insert_one(message.to_dict())
-            
+
             # Update session timestamp and title if needed
             update_data = {"updated_at": message.timestamp}
-            
+
             # Auto-generate title from first user message if session has default title
             if message.role == "user":
                 session = await self.get_session(message.session_id, message.user_id)
@@ -315,35 +325,43 @@ async def add_message(self, message: ChatMessage) -> bool:
 
             await self.sessions_collection.update_one(
                 {"session_id": message.session_id, "user_id": message.user_id},
-                {"$set": update_data}
+                {"$set": update_data},
             )
-            
+
             return True
         except Exception as e:
             logger.error(f"Failed to add message to session {message.session_id}: {e}")
             return False
 
-    async def get_relevant_memories(self, query: str, user_id: str) -> List[MemoryEntry]:
+    async def get_relevant_memories(
+        self, query: str, user_id: str
+    ) -> List[MemoryEntry]:
         """Get relevant memories for the user's query."""
         try:
             memories = await self.memory_service.search_memories(
-                query=query, 
-                user_id=user_id, 
-                limit=MAX_MEMORY_CONTEXT
+                query=query, user_id=user_id, limit=MAX_MEMORY_CONTEXT
+            )
+            logger.info(
+                f"Retrieved {len(memories)} relevant memories for query: {query[:50]}..."
             )
-            logger.info(f"Retrieved {len(memories)} relevant memories for query: {query[:50]}...")
             return memories
         except Exception as e:
             logger.error(f"Failed to retrieve memories for user {user_id}: {e}")
             return []
 
     async def format_conversation_context(
-        self, session_id: str, user_id: str, current_message: str, include_obsidian_memory: bool = False
+        self,
+        session_id: str,
+        user_id: str,
+        current_message: str,
+        include_obsidian_memory: bool = False,
     ) -> Tuple[str, List[str]]:
         """Format conversation context with memory integration."""
         # Get recent conversation history
-        messages = await self.get_session_messages(session_id, user_id, MAX_CONVERSATION_HISTORY)
-        
+        messages = await self.get_session_messages(
+            session_id, user_id, MAX_CONVERSATION_HISTORY
+        )
+
         # Get relevant memories
         memories = await self.get_relevant_memories(current_message, user_id)
         memory_ids = [memory.id for memory in memories if memory.id]
@@ -364,14 +382,18 @@ async def format_conversation_context(
         if include_obsidian_memory:
             try:
                 obsidian_service = get_obsidian_service()
-                obsidian_result = await obsidian_service.search_obsidian(current_message)
+                obsidian_result = await obsidian_service.search_obsidian(
+                    current_message
+                )
                 obsidian_context = obsidian_result["results"]
                 if obsidian_context:
                     context_parts.append("# Relevant Obsidian Notes:")
                     for entry in obsidian_context:
                         context_parts.append(entry)
                     context_parts.append("")
-                    logger.info(f"Added {len(obsidian_context)} Obsidian notes to context")
+                    logger.info(
+                        f"Added {len(obsidian_context)} Obsidian notes to context"
+                    )
             except ObsidianSearchError as exc:
                 logger.error(
                     "Failed to get Obsidian context (%s stage): %s",
@@ -399,7 +421,11 @@ async def format_conversation_context(
         return context, memory_ids
 
     async def generate_response_stream(
-        self, session_id: str, user_id: str, message_content: str, include_obsidian_memory: bool = False
+        self,
+        session_id: str,
+        user_id: str,
+        message_content: str,
+        include_obsidian_memory: bool = False,
     ) -> AsyncGenerator[Dict, None]:
         """Generate streaming response with memory context."""
         if not self._initialized:
@@ -412,23 +438,23 @@ async def generate_response_stream(
                 session_id=session_id,
                 user_id=user_id,
                 role="user",
-                content=message_content
+                content=message_content,
             )
             await self.add_message(user_message)
 
             # Format context with memories
             context, memory_ids = await self.format_conversation_context(
-                session_id, user_id, message_content, include_obsidian_memory=include_obsidian_memory
+                session_id,
+                user_id,
+                message_content,
+                include_obsidian_memory=include_obsidian_memory,
             )
 
             # Send memory context used
             yield {
                 "type": "memory_context",
-                "data": {
-                    "memory_ids": memory_ids,
-                    "memory_count": len(memory_ids)
-                },
-                "timestamp": time.time()
+                "data": {"memory_ids": memory_ids, "memory_count": len(memory_ids)},
+                "timestamp": time.time(),
             }
 
             # Get system prompt from config
@@ -438,8 +464,10 @@ async def generate_response_stream(
             full_prompt = f"{system_prompt}\n\n{context}"
 
             # Generate streaming response
-            logger.info(f"Generating response for session {session_id} with {len(memory_ids)} memories")
-            
+            logger.info(
+                f"Generating response for session {session_id} with {len(memory_ids)} memories"
+            )
+
             # Resolve chat operation temperature from config
             chat_temp = None
             registry = get_models_registry()
@@ -457,16 +485,16 @@ async def generate_response_stream(
             # Simulate streaming by yielding chunks
             words = response_content.split()
             current_text = ""
-            
+
             for i, word in enumerate(words):
                 current_text += word + " "
-                
+
                 # Yield every few words to simulate streaming
                 if i % 3 == 0 or i == len(words) - 1:
                     yield {
                         "type": "token",
                         "data": current_text.strip(),
-                        "timestamp": time.time()
+                        "timestamp": time.time(),
                     }
                     await asyncio.sleep(0.05)  # Small delay for realistic streaming
 
@@ -477,7 +505,7 @@ async def generate_response_stream(
                 user_id=user_id,
                 role="assistant",
                 content=response_content.strip(),
-                memories_used=memory_ids
+                memories_used=memory_ids,
             )
             await self.add_message(assistant_message)
 
@@ -486,20 +514,18 @@ async def generate_response_stream(
                 "type": "complete",
                 "data": {
                     "message_id": assistant_message.message_id,
-                    "memories_used": memory_ids
+                    "memories_used": memory_ids,
                 },
-                "timestamp": time.time()
+                "timestamp": time.time(),
             }
 
         except Exception as e:
             logger.error(f"Error generating response for session {session_id}: {e}")
-            yield {
-                "type": "error",
-                "data": {"error": str(e)},
-                "timestamp": time.time()
-            }
+            yield {"type": "error", "data": {"error": str(e)}, "timestamp": time.time()}
 
-    async def update_session_title(self, session_id: str, user_id: str, title: str) -> bool:
+    async def update_session_title(
+        self, session_id: str, user_id: str, title: str
+    ) -> bool:
         """Update a session's title."""
         if not self._initialized:
             await self.initialize()
@@ -507,7 +533,7 @@ async def update_session_title(self, session_id: str, user_id: str, title: str)
         try:
             result = await self.sessions_collection.update_one(
                 {"session_id": session_id, "user_id": user_id},
-                {"$set": {"title": title, "updated_at": datetime.utcnow()}}
+                {"$set": {"title": title, "updated_at": datetime.utcnow()}},
             )
             return result.modified_count > 0
         except Exception as e:
@@ -521,33 +547,38 @@ async def get_chat_statistics(self, user_id: str) -> Dict:
 
         try:
             # Count sessions
-            session_count = await self.sessions_collection.count_documents({"user_id": user_id})
-            
+            session_count = await self.sessions_collection.count_documents(
+                {"user_id": user_id}
+            )
+
             # Count messages
-            message_count = await self.messages_collection.count_documents({"user_id": user_id})
-            
+            message_count = await self.messages_collection.count_documents(
+                {"user_id": user_id}
+            )
+
             # Get most recent session
             latest_session = await self.sessions_collection.find_one(
-                {"user_id": user_id},
-                sort=[("updated_at", -1)]
+                {"user_id": user_id}, sort=[("updated_at", -1)]
             )
-            
+
             return {
                 "total_sessions": session_count,
                 "total_messages": message_count,
-                "last_chat": latest_session["updated_at"] if latest_session else None
+                "last_chat": latest_session["updated_at"] if latest_session else None,
             }
         except Exception as e:
             logger.error(f"Failed to get chat statistics for user {user_id}: {e}")
             return {"total_sessions": 0, "total_messages": 0, "last_chat": None}
 
-    async def extract_memories_from_session(self, session_id: str, user_id: str) -> Tuple[bool, List[str], int]:
+    async def extract_memories_from_session(
+        self, session_id: str, user_id: str
+    ) -> Tuple[bool, List[str], int]:
         """Extract and store memories from a chat session.
-        
+
         Args:
             session_id: ID of the chat session to extract memories from
             user_id: User ID for authorization and memory scoping
-            
+
         Returns:
             Tuple of (success: bool, memory_ids: List[str], memory_count: int)
         """
@@ -556,20 +587,23 @@ async def extract_memories_from_session(self, session_id: str, user_id: str) ->
 
         try:
             # Verify session belongs to user
-            session = await self.sessions_collection.find_one({
-                "session_id": session_id,
-                "user_id": user_id
-            })
-            
+            session = await self.sessions_collection.find_one(
+                {"session_id": session_id, "user_id": user_id}
+            )
+
             if not session:
                 logger.error(f"Session {session_id} not found for user {user_id}")
                 return False, [], 0
 
             # Get all messages from the session
             messages = await self.get_session_messages(session_id, user_id)
-            
-            if not messages or len(messages) < 2:  # Need at least user + assistant message
-                logger.info(f"Not enough messages in session {session_id} for memory extraction")
+
+            if (
+                not messages or len(messages) < 2
+            ):  # Need at least user + assistant message
+                logger.info(
+                    f"Not enough messages in session {session_id} for memory extraction"
+                )
                 return True, [], 0
 
             # Format messages as a transcript
@@ -577,12 +611,12 @@ async def extract_memories_from_session(self, session_id: str, user_id: str) ->
             for message in messages:
                 role = "User" if message.role == "user" else "Assistant"
                 transcript_parts.append(f"{role}: {message.content}")
-            
+
             transcript = "\n".join(transcript_parts)
-            
+
             # Get user email for memory service
             user_email = session.get("user_email", f"user_{user_id}")
-            
+
             # Extract memories using the memory service
             success, memory_ids = await self.memory_service.add_memory(
                 transcript=transcript,
@@ -590,16 +624,20 @@ async def extract_memories_from_session(self, session_id: str, user_id: str) ->
                 source_id=f"chat_{session_id}",
                 user_id=user_id,
                 user_email=user_email,
-                allow_update=True  # Allow deduplication and updates
+                allow_update=True,  # Allow deduplication and updates
             )
-            
+
             if success:
-                logger.info(f"✅ Extracted {len(memory_ids)} memories from chat session {session_id}")
+                logger.info(
+                    f"✅ Extracted {len(memory_ids)} memories from chat session {session_id}"
+                )
                 return True, memory_ids, len(memory_ids)
             else:
-                logger.error(f"❌ Failed to extract memories from chat session {session_id}")
+                logger.error(
+                    f"❌ Failed to extract memories from chat session {session_id}"
+                )
                 return False, [], 0
-                
+
         except Exception as e:
             logger.error(f"Failed to extract memories from session {session_id}: {e}")
             return False, [], 0
diff --git a/backends/advanced/src/advanced_omi_backend/client.py b/backends/advanced/src/advanced_omi_backend/client.py
index 79ee2957..30eed2bc 100644
--- a/backends/advanced/src/advanced_omi_backend/client.py
+++ b/backends/advanced/src/advanced_omi_backend/client.py
@@ -18,7 +18,9 @@
 audio_logger = logging.getLogger("audio_processing")
 
 # Configuration constants
-NEW_CONVERSATION_TIMEOUT_MINUTES = float(os.getenv("NEW_CONVERSATION_TIMEOUT_MINUTES", "1.5"))
+NEW_CONVERSATION_TIMEOUT_MINUTES = float(
+    os.getenv("NEW_CONVERSATION_TIMEOUT_MINUTES", "1.5")
+)
 
 
 class ClientState:
@@ -99,7 +101,9 @@ def record_speech_end(self, audio_uuid: str, timestamp: float):
                     f"(duration: {duration:.3f}s)"
                 )
         else:
-            audio_logger.warning(f"Speech end recorded for {audio_uuid} but no start time found")
+            audio_logger.warning(
+                f"Speech end recorded for {audio_uuid} but no start time found"
+            )
 
     def update_transcript_received(self):
         """Update timestamp when transcript is received (for timeout detection)."""
diff --git a/backends/advanced/src/advanced_omi_backend/client_manager.py b/backends/advanced/src/advanced_omi_backend/client_manager.py
index 68fd6ef8..2e90a4de 100644
--- a/backends/advanced/src/advanced_omi_backend/client_manager.py
+++ b/backends/advanced/src/advanced_omi_backend/client_manager.py
@@ -98,7 +98,9 @@ def get_client_count(self) -> int:
         """
         return len(self._active_clients)
 
-    def create_client(self, client_id: str, chunk_dir, user_id: str, user_email: Optional[str] = None) -> "ClientState":
+    def create_client(
+        self, client_id: str, chunk_dir, user_id: str, user_email: Optional[str] = None
+    ) -> "ClientState":
         """
         Atomically create and register a new client.
 
@@ -327,12 +329,16 @@ def unregister_client_user_mapping(client_id: str):
     if client_id in _client_to_user_mapping:
         user_id = _client_to_user_mapping.pop(client_id)
         logger.info(f"❌ Unregistered active client {client_id} from user {user_id}")
-        logger.info(f"📊 Active client mappings: {len(_client_to_user_mapping)} remaining")
+        logger.info(
+            f"📊 Active client mappings: {len(_client_to_user_mapping)} remaining"
+        )
     else:
         logger.warning(f"⚠️ Attempted to unregister non-existent client {client_id}")
 
 
-async def track_client_user_relationship_async(client_id: str, user_id: str, ttl: int = 86400):
+async def track_client_user_relationship_async(
+    client_id: str, user_id: str, ttl: int = 86400
+):
     """
     Track that a client belongs to a user (async, writes to Redis for cross-container support).
 
@@ -346,11 +352,15 @@ async def track_client_user_relationship_async(client_id: str, user_id: str, ttl
     if _redis_client:
         try:
             await _redis_client.setex(f"client:owner:{client_id}", ttl, user_id)
-            logger.debug(f"✅ Tracked client {client_id} → user {user_id} in Redis (TTL: {ttl}s)")
+            logger.debug(
+                f"✅ Tracked client {client_id} → user {user_id} in Redis (TTL: {ttl}s)"
+            )
         except Exception as e:
             logger.warning(f"Failed to track client in Redis: {e}")
     else:
-        logger.debug(f"Tracked client {client_id} relationship to user {user_id} (in-memory only)")
+        logger.debug(
+            f"Tracked client {client_id} relationship to user {user_id} (in-memory only)"
+        )
 
 
 def track_client_user_relationship(client_id: str, user_id: str):
@@ -424,7 +434,9 @@ def get_user_clients_active(user_id: str) -> list[str]:
         if mapped_user_id == user_id
     ]
 
-    logger.debug(f"🔍 Found {len(user_clients)} active clients for user {user_id}: {user_clients}")
+    logger.debug(
+        f"🔍 Found {len(user_clients)} active clients for user {user_id}: {user_clients}"
+    )
     return user_clients
 
 
@@ -515,7 +527,9 @@ def generate_client_id(user: "User", device_name: Optional[str] = None) -> str:
 
     if device_name:
         # Sanitize device name: lowercase, alphanumeric + hyphens only, max 10 chars
-        sanitized_device = "".join(c for c in device_name.lower() if c.isalnum() or c == "-")[:10]
+        sanitized_device = "".join(
+            c for c in device_name.lower() if c.isalnum() or c == "-"
+        )[:10]
         base_client_id = f"{user_id_suffix}-{sanitized_device}"
 
         # Check for existing client IDs in database
diff --git a/backends/advanced/src/advanced_omi_backend/clients/gdrive_audio_client.py b/backends/advanced/src/advanced_omi_backend/clients/gdrive_audio_client.py
index 9d93d884..39b63f87 100644
--- a/backends/advanced/src/advanced_omi_backend/clients/gdrive_audio_client.py
+++ b/backends/advanced/src/advanced_omi_backend/clients/gdrive_audio_client.py
@@ -7,6 +7,7 @@
 
 _drive_client_cache = None
 
+
 def get_google_drive_client():
     """Singleton Google Drive client."""
     global _drive_client_cache
@@ -22,8 +23,7 @@ def get_google_drive_client():
         )
 
     creds = Credentials.from_service_account_file(
-        config.gdrive_credentials_path,
-        scopes=config.gdrive_scopes
+        config.gdrive_credentials_path, scopes=config.gdrive_scopes
     )
 
     _drive_client_cache = build("drive", "v3", credentials=creds)
diff --git a/backends/advanced/src/advanced_omi_backend/config.py b/backends/advanced/src/advanced_omi_backend/config.py
index 4286492a..4d96eb6f 100644
--- a/backends/advanced/src/advanced_omi_backend/config.py
+++ b/backends/advanced/src/advanced_omi_backend/config.py
@@ -19,9 +19,7 @@
     load_config,
 )
 from advanced_omi_backend.config_loader import reload_config as reload_omegaconf_config
-from advanced_omi_backend.config_loader import (
-    save_config_section,
-)
+from advanced_omi_backend.config_loader import save_config_section
 
 logger = logging.getLogger(__name__)
 
@@ -34,6 +32,7 @@
 # Configuration Functions (OmegaConf-based)
 # ============================================================================
 
+
 def get_config_yml_path() -> Path:
     """
     Get path to config.yml file.
@@ -43,6 +42,7 @@ def get_config_yml_path() -> Path:
     """
     return get_config_dir() / "config.yml"
 
+
 def get_config(force_reload: bool = False) -> dict:
     """
     Get merged configuration using OmegaConf.
@@ -68,6 +68,7 @@ def reload_config():
 # Diarization Settings (OmegaConf-based)
 # ============================================================================
 
+
 def get_diarization_settings() -> dict:
     """
     Get diarization settings using OmegaConf.
@@ -75,7 +76,7 @@ def get_diarization_settings() -> dict:
     Returns:
         Dict with diarization configuration (resolved from YAML + env vars)
     """
-    cfg = get_backend_config('diarization')
+    cfg = get_backend_config("diarization")
     return OmegaConf.to_container(cfg, resolve=True)
 
 
@@ -89,16 +90,18 @@ def save_diarization_settings(settings: dict) -> bool:
     Returns:
         True if saved successfully, False otherwise
     """
-    return save_config_section('backend.diarization', settings)
+    return save_config_section("backend.diarization", settings)
 
 
 # ============================================================================
 # Cleanup Settings (OmegaConf-based)
 # ============================================================================
 
+
 @dataclass
 class CleanupSettings:
     """Cleanup configuration for soft-deleted conversations."""
+
     auto_cleanup_enabled: bool = False
     retention_days: int = 30
 
@@ -110,7 +113,7 @@ def get_cleanup_settings() -> dict:
     Returns:
         Dict with auto_cleanup_enabled and retention_days
     """
-    cfg = get_backend_config('cleanup')
+    cfg = get_backend_config("cleanup")
     return OmegaConf.to_container(cfg, resolve=True)
 
 
@@ -125,13 +128,15 @@ def save_cleanup_settings(settings: CleanupSettings) -> bool:
         True if saved successfully, False otherwise
     """
     from dataclasses import asdict
-    return save_config_section('backend.cleanup', asdict(settings))
+
+    return save_config_section("backend.cleanup", asdict(settings))
 
 
 # ============================================================================
 # Speech Detection Settings (OmegaConf-based)
 # ============================================================================
 
+
 def get_speech_detection_settings() -> dict:
     """
     Get speech detection settings using OmegaConf.
@@ -139,7 +144,7 @@ def get_speech_detection_settings() -> dict:
     Returns:
         Dict with min_words, min_confidence, min_duration
     """
-    cfg = get_backend_config('speech_detection')
+    cfg = get_backend_config("speech_detection")
     return OmegaConf.to_container(cfg, resolve=True)
 
 
@@ -147,6 +152,7 @@ def get_speech_detection_settings() -> dict:
 # Conversation Stop Settings (OmegaConf-based)
 # ============================================================================
 
+
 def get_conversation_stop_settings() -> dict:
     """
     Get conversation stop settings using OmegaConf.
@@ -154,12 +160,14 @@ def get_conversation_stop_settings() -> dict:
     Returns:
         Dict with transcription_buffer_seconds, speech_inactivity_threshold
     """
-    cfg = get_backend_config('conversation_stop')
+    cfg = get_backend_config("conversation_stop")
     settings = OmegaConf.to_container(cfg, resolve=True)
 
     # Add min_word_confidence from speech_detection for backward compatibility
-    speech_cfg = get_backend_config('speech_detection')
-    settings['min_word_confidence'] = OmegaConf.to_container(speech_cfg, resolve=True).get('min_confidence', 0.7)
+    speech_cfg = get_backend_config("speech_detection")
+    settings["min_word_confidence"] = OmegaConf.to_container(
+        speech_cfg, resolve=True
+    ).get("min_confidence", 0.7)
 
     return settings
 
@@ -168,6 +176,7 @@ def get_conversation_stop_settings() -> dict:
 # Audio Storage Settings (OmegaConf-based)
 # ============================================================================
 
+
 def get_audio_storage_settings() -> dict:
     """
     Get audio storage settings using OmegaConf.
@@ -175,7 +184,7 @@ def get_audio_storage_settings() -> dict:
     Returns:
         Dict with audio_base_path, audio_chunks_path
     """
-    cfg = get_backend_config('audio_storage')
+    cfg = get_backend_config("audio_storage")
     return OmegaConf.to_container(cfg, resolve=True)
 
 
@@ -183,6 +192,7 @@ def get_audio_storage_settings() -> dict:
 # Transcription Job Timeout (OmegaConf-based)
 # ============================================================================
 
+
 def get_transcription_job_timeout() -> int:
     """
     Get transcription job timeout in seconds from config.
@@ -190,15 +200,16 @@ def get_transcription_job_timeout() -> int:
     Returns:
         Job timeout in seconds (default 900 = 15 minutes)
     """
-    cfg = get_backend_config('transcription')
+    cfg = get_backend_config("transcription")
     settings = OmegaConf.to_container(cfg, resolve=True) if cfg else {}
-    return int(settings.get('job_timeout_seconds', 900))
+    return int(settings.get("job_timeout_seconds", 900))
 
 
 # ============================================================================
 # Miscellaneous Settings (OmegaConf-based)
 # ============================================================================
 
+
 def get_misc_settings() -> dict:
     """
     Get miscellaneous configuration settings using OmegaConf.
@@ -207,23 +218,37 @@ def get_misc_settings() -> dict:
         Dict with always_persist_enabled and use_provider_segments
     """
     # Get audio settings for always_persist_enabled
-    audio_cfg = get_backend_config('audio')
-    audio_settings = OmegaConf.to_container(audio_cfg, resolve=True) if audio_cfg else {}
+    audio_cfg = get_backend_config("audio")
+    audio_settings = (
+        OmegaConf.to_container(audio_cfg, resolve=True) if audio_cfg else {}
+    )
 
     # Get transcription settings for use_provider_segments
-    transcription_cfg = get_backend_config('transcription')
-    transcription_settings = OmegaConf.to_container(transcription_cfg, resolve=True) if transcription_cfg else {}
+    transcription_cfg = get_backend_config("transcription")
+    transcription_settings = (
+        OmegaConf.to_container(transcription_cfg, resolve=True)
+        if transcription_cfg
+        else {}
+    )
 
     # Get speaker recognition settings for per_segment_speaker_id
-    speaker_cfg = get_backend_config('speaker_recognition')
-    speaker_settings = OmegaConf.to_container(speaker_cfg, resolve=True) if speaker_cfg else {}
+    speaker_cfg = get_backend_config("speaker_recognition")
+    speaker_settings = (
+        OmegaConf.to_container(speaker_cfg, resolve=True) if speaker_cfg else {}
+    )
 
     return {
-        'always_persist_enabled': audio_settings.get('always_persist_enabled', False),
-        'use_provider_segments': transcription_settings.get('use_provider_segments', False),
-        'per_segment_speaker_id': speaker_settings.get('per_segment_speaker_id', False),
-        'transcription_job_timeout_seconds': int(transcription_settings.get('job_timeout_seconds', 900)),
-        'always_batch_retranscribe': transcription_settings.get('always_batch_retranscribe', False),
+        "always_persist_enabled": audio_settings.get("always_persist_enabled", False),
+        "use_provider_segments": transcription_settings.get(
+            "use_provider_segments", False
+        ),
+        "per_segment_speaker_id": speaker_settings.get("per_segment_speaker_id", False),
+        "transcription_job_timeout_seconds": int(
+            transcription_settings.get("job_timeout_seconds", 900)
+        ),
+        "always_batch_retranscribe": transcription_settings.get(
+            "always_batch_retranscribe", False
+        ),
     }
 
 
@@ -240,33 +265,41 @@ def save_misc_settings(settings: dict) -> bool:
     success = True
 
     # Save audio settings if always_persist_enabled is provided
-    if 'always_persist_enabled' in settings:
-        audio_settings = {'always_persist_enabled': settings['always_persist_enabled']}
-        if not save_config_section('backend.audio', audio_settings):
+    if "always_persist_enabled" in settings:
+        audio_settings = {"always_persist_enabled": settings["always_persist_enabled"]}
+        if not save_config_section("backend.audio", audio_settings):
             success = False
 
     # Save transcription settings if use_provider_segments is provided
-    if 'use_provider_segments' in settings:
-        transcription_settings = {'use_provider_segments': settings['use_provider_segments']}
-        if not save_config_section('backend.transcription', transcription_settings):
+    if "use_provider_segments" in settings:
+        transcription_settings = {
+            "use_provider_segments": settings["use_provider_segments"]
+        }
+        if not save_config_section("backend.transcription", transcription_settings):
             success = False
 
     # Save speaker recognition settings if per_segment_speaker_id is provided
-    if 'per_segment_speaker_id' in settings:
-        speaker_settings = {'per_segment_speaker_id': settings['per_segment_speaker_id']}
-        if not save_config_section('backend.speaker_recognition', speaker_settings):
+    if "per_segment_speaker_id" in settings:
+        speaker_settings = {
+            "per_segment_speaker_id": settings["per_segment_speaker_id"]
+        }
+        if not save_config_section("backend.speaker_recognition", speaker_settings):
             success = False
 
     # Save transcription job timeout if provided
-    if 'transcription_job_timeout_seconds' in settings:
-        timeout_settings = {'job_timeout_seconds': settings['transcription_job_timeout_seconds']}
-        if not save_config_section('backend.transcription', timeout_settings):
+    if "transcription_job_timeout_seconds" in settings:
+        timeout_settings = {
+            "job_timeout_seconds": settings["transcription_job_timeout_seconds"]
+        }
+        if not save_config_section("backend.transcription", timeout_settings):
             success = False
 
     # Save always_batch_retranscribe if provided
-    if 'always_batch_retranscribe' in settings:
-        batch_settings = {'always_batch_retranscribe': settings['always_batch_retranscribe']}
-        if not save_config_section('backend.transcription', batch_settings):
+    if "always_batch_retranscribe" in settings:
+        batch_settings = {
+            "always_batch_retranscribe": settings["always_batch_retranscribe"]
+        }
+        if not save_config_section("backend.transcription", batch_settings):
             success = False
 
-    return success
\ No newline at end of file
+    return success
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/audio_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/audio_controller.py
index ba434229..f94ff320 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/audio_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/audio_controller.py
@@ -12,6 +12,9 @@
 import time
 import uuid
 
+from fastapi import UploadFile
+from fastapi.responses import JSONResponse
+
 from advanced_omi_backend.config import get_transcription_job_timeout
 from advanced_omi_backend.controllers.queue_controller import (
     JOB_RESULT_TTL,
@@ -29,11 +32,7 @@
     convert_any_to_wav,
     validate_and_prepare_audio,
 )
-from advanced_omi_backend.workers.transcription_jobs import (
-    transcribe_full_audio_job,
-)
-from fastapi import UploadFile
-from fastapi.responses import JSONResponse
+from advanced_omi_backend.workers.transcription_jobs import transcribe_full_audio_job
 
 logger = logging.getLogger(__name__)
 audio_logger = logging.getLogger("audio_processing")
@@ -50,7 +49,7 @@ async def upload_and_process_audio_files(
     user: User,
     files: list[UploadFile],
     device_name: str = "upload",
-    source: str = "upload"
+    source: str = "upload",
 ) -> dict:
     """
     Upload audio files and process them directly.
@@ -80,11 +79,13 @@ async def upload_and_process_audio_files(
                 _, ext = os.path.splitext(filename.lower())
                 if not ext or ext not in SUPPORTED_AUDIO_EXTENSIONS:
                     supported = ", ".join(sorted(SUPPORTED_AUDIO_EXTENSIONS))
-                    processed_files.append({
-                        "filename": filename,
-                        "status": "error",
-                        "error": f"Unsupported format '{ext}'. Supported: {supported}",
-                    })
+                    processed_files.append(
+                        {
+                            "filename": filename,
+                            "status": "error",
+                            "error": f"Unsupported format '{ext}'. Supported: {supported}",
+                        }
+                    )
                     continue
 
                 is_video_source = ext in VIDEO_EXTENSIONS
@@ -101,37 +102,47 @@ async def upload_and_process_audio_files(
                     try:
                         content = await convert_any_to_wav(content, ext)
                     except AudioValidationError as e:
-                        processed_files.append({
-                            "filename": filename,
-                            "status": "error",
-                            "error": str(e),
-                        })
+                        processed_files.append(
+                            {
+                                "filename": filename,
+                                "status": "error",
+                                "error": str(e),
+                            }
+                        )
                         continue
 
                 # Track external source for deduplication (Google Drive, etc.)
                 external_source_id = None
                 external_source_type = None
                 if source == "gdrive":
-                    external_source_id = getattr(file, "file_id", None) or getattr(file, "audio_uuid", None)
+                    external_source_id = getattr(file, "file_id", None) or getattr(
+                        file, "audio_uuid", None
+                    )
                     external_source_type = "gdrive"
                     if not external_source_id:
-                        audio_logger.warning(f"Missing file_id for gdrive file: {filename}")
+                        audio_logger.warning(
+                            f"Missing file_id for gdrive file: {filename}"
+                        )
                 timestamp = int(time.time() * 1000)
 
                 # Validate and prepare audio (read format from WAV file)
                 try:
-                    audio_data, sample_rate, sample_width, channels, duration = await validate_and_prepare_audio(
-                        audio_data=content,
-                        expected_sample_rate=16000,  # Expecting 16kHz
-                        convert_to_mono=True,  # Convert stereo to mono
-                        auto_resample=True  # Auto-resample if sample rate doesn't match
+                    audio_data, sample_rate, sample_width, channels, duration = (
+                        await validate_and_prepare_audio(
+                            audio_data=content,
+                            expected_sample_rate=16000,  # Expecting 16kHz
+                            convert_to_mono=True,  # Convert stereo to mono
+                            auto_resample=True,  # Auto-resample if sample rate doesn't match
+                        )
                     )
                 except AudioValidationError as e:
-                    processed_files.append({
-                        "filename": filename,
-                        "status": "error",
-                        "error": str(e),
-                    })
+                    processed_files.append(
+                        {
+                            "filename": filename,
+                            "status": "error",
+                            "error": str(e),
+                        }
+                    )
                     continue
 
                 audio_logger.info(
@@ -139,7 +150,11 @@ async def upload_and_process_audio_files(
                 )
 
                 # Generate title from filename
-                title = filename.rsplit('.', 1)[0][:50] if filename != "unknown" else "Uploaded Audio"
+                title = (
+                    filename.rsplit(".", 1)[0][:50]
+                    if filename != "unknown"
+                    else "Uploaded Audio"
+                )
 
                 conversation = create_conversation(
                     user_id=user.user_id,
@@ -150,9 +165,13 @@ async def upload_and_process_audio_files(
                     external_source_type=external_source_type,
                 )
                 await conversation.insert()
-                conversation_id = conversation.conversation_id  # Get the auto-generated ID
+                conversation_id = (
+                    conversation.conversation_id
+                )  # Get the auto-generated ID
 
-                audio_logger.info(f"📝 Created conversation {conversation_id} for uploaded file")
+                audio_logger.info(
+                    f"📝 Created conversation {conversation_id} for uploaded file"
+                )
 
                 # Convert audio directly to MongoDB chunks
                 try:
@@ -170,24 +189,28 @@ async def upload_and_process_audio_files(
                 except ValueError as val_error:
                     # Handle validation errors (e.g., file too long)
                     audio_logger.error(f"Audio validation failed: {val_error}")
-                    processed_files.append({
-                        "filename": filename,
-                        "status": "error",
-                        "error": str(val_error),
-                    })
+                    processed_files.append(
+                        {
+                            "filename": filename,
+                            "status": "error",
+                            "error": str(val_error),
+                        }
+                    )
                     # Delete the conversation since it won't have audio chunks
                     await conversation.delete()
                     continue
                 except Exception as chunk_error:
                     audio_logger.error(
                         f"Failed to convert uploaded file to chunks: {chunk_error}",
-                        exc_info=True
+                        exc_info=True,
+                    )
+                    processed_files.append(
+                        {
+                            "filename": filename,
+                            "status": "error",
+                            "error": f"Audio conversion failed: {str(chunk_error)}",
+                        }
                     )
-                    processed_files.append({
-                        "filename": filename,
-                        "status": "error",
-                        "error": f"Audio conversion failed: {str(chunk_error)}",
-                    })
                     # Delete the conversation since it won't have audio chunks
                     await conversation.delete()
                     continue
@@ -208,9 +231,14 @@ async def upload_and_process_audio_files(
                         result_ttl=JOB_RESULT_TTL,
                         job_id=transcribe_job_id,
                         description=f"Transcribe uploaded file {conversation_id[:8]}",
-                        meta={'conversation_id': conversation_id, 'client_id': client_id}
+                        meta={
+                            "conversation_id": conversation_id,
+                            "client_id": client_id,
+                        },
+                    )
+                    audio_logger.info(
+                        f"📥 Enqueued transcription job {transcription_job.id} for uploaded file"
                     )
-                    audio_logger.info(f"📥 Enqueued transcription job {transcription_job.id} for uploaded file")
                 else:
                     audio_logger.warning(
                         f"⚠️ Skipping transcription for conversation {conversation_id}: "
@@ -223,16 +251,18 @@ async def upload_and_process_audio_files(
                     user_id=user.user_id,
                     transcript_version_id=version_id,  # Pass the version_id from transcription job
                     depends_on_job=transcription_job,  # Wait for transcription to complete (or None)
-                    client_id=client_id  # Pass client_id for UI tracking
+                    client_id=client_id,  # Pass client_id for UI tracking
                 )
 
                 file_result = {
                     "filename": filename,
                     "status": "started",  # RQ standard: job has been enqueued
                     "conversation_id": conversation_id,
-                    "transcript_job_id": transcription_job.id if transcription_job else None,
-                    "speaker_job_id": job_ids['speaker_recognition'],
-                    "memory_job_id": job_ids['memory'],
+                    "transcript_job_id": (
+                        transcription_job.id if transcription_job else None
+                    ),
+                    "speaker_job_id": job_ids["speaker_recognition"],
+                    "memory_job_id": job_ids["memory"],
                     "duration_seconds": round(duration, 2),
                 }
                 if is_video_source:
@@ -243,10 +273,10 @@ async def upload_and_process_audio_files(
                 job_chain = []
                 if transcription_job:
                     job_chain.append(transcription_job.id)
-                if job_ids['speaker_recognition']:
-                    job_chain.append(job_ids['speaker_recognition'])
-                if job_ids['memory']:
-                    job_chain.append(job_ids['memory'])
+                if job_ids["speaker_recognition"]:
+                    job_chain.append(job_ids["speaker_recognition"])
+                if job_ids["memory"]:
+                    job_chain.append(job_ids["memory"])
 
                 audio_logger.info(
                     f"✅ Processed {filename} → conversation {conversation_id}, "
@@ -256,19 +286,23 @@ async def upload_and_process_audio_files(
             except (OSError, IOError) as e:
                 # File I/O errors during audio processing
                 audio_logger.exception(f"File I/O error processing {filename}")
-                processed_files.append({
-                    "filename": filename,
-                    "status": "error",
-                    "error": str(e),
-                })
+                processed_files.append(
+                    {
+                        "filename": filename,
+                        "status": "error",
+                        "error": str(e),
+                    }
+                )
             except Exception as e:
                 # Unexpected errors during file processing
                 audio_logger.exception(f"Unexpected error processing file {filename}")
-                processed_files.append({
-                    "filename": filename,
-                    "status": "error",
-                    "error": str(e),
-                })
+                processed_files.append(
+                    {
+                        "filename": filename,
+                        "status": "error",
+                        "error": str(e),
+                    }
+                )
 
         successful_files = [f for f in processed_files if f.get("status") == "started"]
         failed_files = [f for f in processed_files if f.get("status") == "error"]
@@ -291,7 +325,9 @@ async def upload_and_process_audio_files(
             return JSONResponse(status_code=400, content=response_body)
         elif len(failed_files) > 0:
             # SOME files failed (partial success) - return 207 Multi-Status
-            audio_logger.warning(f"Partial upload: {len(successful_files)} succeeded, {len(failed_files)} failed")
+            audio_logger.warning(
+                f"Partial upload: {len(successful_files)} succeeded, {len(failed_files)} failed"
+            )
             return JSONResponse(status_code=207, content=response_body)
         else:
             # All files succeeded - return 200 OK
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/memory_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/memory_controller.py
index fe4fca88..003aa1ec 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/memory_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/memory_controller.py
@@ -40,7 +40,7 @@ async def get_memories(user: User, limit: int, user_id: Optional[str] = None):
             "memories": memories_dicts,
             "count": len(memories),
             "total_count": total_count,
-            "user_id": target_user_id
+            "user_id": target_user_id,
         }
 
     except Exception as e:
@@ -50,7 +50,9 @@ async def get_memories(user: User, limit: int, user_id: Optional[str] = None):
         )
 
 
-async def get_memories_with_transcripts(user: User, limit: int, user_id: Optional[str] = None):
+async def get_memories_with_transcripts(
+    user: User, limit: int, user_id: Optional[str] = None
+):
     """Get memories with their source transcripts. Users see only their own memories, admins can see all or filter by user."""
     try:
         memory_service = get_memory_service()
@@ -72,14 +74,22 @@ async def get_memories_with_transcripts(user: User, limit: int, user_id: Optiona
         }
 
     except Exception as e:
-        audio_logger.error(f"Error fetching memories with transcripts: {e}", exc_info=True)
+        audio_logger.error(
+            f"Error fetching memories with transcripts: {e}", exc_info=True
+        )
         return JSONResponse(
             status_code=500,
             content={"message": f"Error fetching memories with transcripts: {str(e)}"},
         )
 
 
-async def search_memories(query: str, user: User, limit: int, score_threshold: float = 0.0, user_id: Optional[str] = None):
+async def search_memories(
+    query: str,
+    user: User,
+    limit: int,
+    score_threshold: float = 0.0,
+    user_id: Optional[str] = None,
+):
     """Search memories by text query. Users can only search their own memories, admins can search all or filter by user."""
     try:
         memory_service = get_memory_service()
@@ -90,7 +100,9 @@ async def search_memories(query: str, user: User, limit: int, score_threshold: f
             target_user_id = user_id
 
         # Execute search directly (now async)
-        search_results = await memory_service.search_memories(query, target_user_id, limit, score_threshold)
+        search_results = await memory_service.search_memories(
+            query, target_user_id, limit, score_threshold
+        )
 
         # Convert MemoryEntry objects to dicts for JSON serialization
         results_dicts = [result.to_dict() for result in search_results]
@@ -122,16 +134,26 @@ async def delete_memory(memory_id: str, user: User):
             # MemoryEntry is a dataclass, access id attribute directly
             memory_ids = [str(mem.id) for mem in user_memories]
             if memory_id not in memory_ids:
-                return JSONResponse(status_code=404, content={"message": "Memory not found"})
+                return JSONResponse(
+                    status_code=404, content={"message": "Memory not found"}
+                )
 
         # Delete the memory
-        audio_logger.info(f"Deleting memory {memory_id} for user_id={user.user_id}, email={user.email}")
-        success = await memory_service.delete_memory(memory_id, user_id=user.user_id, user_email=user.email)
+        audio_logger.info(
+            f"Deleting memory {memory_id} for user_id={user.user_id}, email={user.email}"
+        )
+        success = await memory_service.delete_memory(
+            memory_id, user_id=user.user_id, user_email=user.email
+        )
 
         if success:
-            return JSONResponse(content={"message": f"Memory {memory_id} deleted successfully"})
+            return JSONResponse(
+                content={"message": f"Memory {memory_id} deleted successfully"}
+            )
         else:
-            return JSONResponse(status_code=404, content={"message": "Memory not found"})
+            return JSONResponse(
+                status_code=404, content={"message": "Memory not found"}
+            )
 
     except Exception as e:
         audio_logger.error(f"Error deleting memory: {e}", exc_info=True)
@@ -146,7 +168,9 @@ async def add_memory(content: str, user: User, source_id: Optional[str] = None):
         memory_service = get_memory_service()
 
         # Use source_id or generate a unique one
-        memory_source_id = source_id or f"manual_{user.user_id}_{int(asyncio.get_event_loop().time())}"
+        memory_source_id = (
+            source_id or f"manual_{user.user_id}_{int(asyncio.get_event_loop().time())}"
+        )
 
         # Extract memories from content
         success, memory_ids = await memory_service.add_memory(
@@ -156,7 +180,7 @@ async def add_memory(content: str, user: User, source_id: Optional[str] = None):
             user_id=user.user_id,
             user_email=user.email,
             allow_update=False,
-            db_helper=None
+            db_helper=None,
         )
 
         if success:
@@ -165,18 +189,19 @@ async def add_memory(content: str, user: User, source_id: Optional[str] = None):
                 "memory_ids": memory_ids,
                 "count": len(memory_ids),
                 "source_id": memory_source_id,
-                "message": f"Successfully created {len(memory_ids)} memory/memories"
+                "message": f"Successfully created {len(memory_ids)} memory/memories",
             }
         else:
             return JSONResponse(
                 status_code=500,
-                content={"success": False, "message": "Failed to create memories"}
+                content={"success": False, "message": "Failed to create memories"},
             )
 
     except Exception as e:
         audio_logger.error(f"Error adding memory: {e}", exc_info=True)
         return JSONResponse(
-            status_code=500, content={"success": False, "message": f"Error adding memory: {str(e)}"}
+            status_code=500,
+            content={"success": False, "message": f"Error adding memory: {str(e)}"},
         )
 
 
@@ -225,7 +250,8 @@ async def get_all_memories_admin(user: User, limit: int):
     except Exception as e:
         audio_logger.error(f"Error fetching admin memories: {e}", exc_info=True)
         return JSONResponse(
-            status_code=500, content={"message": f"Error fetching admin memories: {str(e)}"}
+            status_code=500,
+            content={"message": f"Error fetching admin memories: {str(e)}"},
         )
 
 
@@ -265,11 +291,15 @@ async def get_memory_by_id(memory_id: str, user: User, user_id: Optional[str] =
                             ),
                         }
                 except Exception as e:
-                    logger.warning(f"Failed to fetch source conversation {source_id}: {e}")
+                    logger.warning(
+                        f"Failed to fetch source conversation {source_id}: {e}"
+                    )
 
             return {"memory": memory_dict}
         else:
-            return JSONResponse(status_code=404, content={"message": "Memory not found"})
+            return JSONResponse(
+                status_code=404, content={"message": "Memory not found"}
+            )
 
     except Exception as e:
         audio_logger.error(f"Error fetching memory {memory_id}: {e}", exc_info=True)
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/queue_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/queue_controller.py
index d2cfc7df..316c3299 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/queue_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/queue_controller.py
@@ -73,6 +73,7 @@ def get_job_status_from_rq(job: Job) -> str:
 
     return status_str
 
+
 # Queue name constants
 TRANSCRIPTION_QUEUE = "transcription"
 MEMORY_QUEUE = "memory"
@@ -86,9 +87,13 @@ def get_job_status_from_rq(job: Job) -> str:
 JOB_RESULT_TTL = int(os.getenv("RQ_RESULT_TTL", 86400))  # 24 hour default
 
 # Create queues with custom result TTL
-transcription_queue = Queue(TRANSCRIPTION_QUEUE, connection=redis_conn, default_timeout=86400)  # 24 hours for streaming jobs
+transcription_queue = Queue(
+    TRANSCRIPTION_QUEUE, connection=redis_conn, default_timeout=86400
+)  # 24 hours for streaming jobs
 memory_queue = Queue(MEMORY_QUEUE, connection=redis_conn, default_timeout=300)
-audio_queue = Queue(AUDIO_QUEUE, connection=redis_conn, default_timeout=86400)  # 24 hours for all-day sessions
+audio_queue = Queue(
+    AUDIO_QUEUE, connection=redis_conn, default_timeout=86400
+)  # 24 hours for all-day sessions
 default_queue = Queue(DEFAULT_QUEUE, connection=redis_conn, default_timeout=300)
 
 
@@ -123,7 +128,14 @@ def get_job_stats() -> Dict[str, Any]:
         canceled_jobs += len(queue.canceled_job_registry)
         deferred_jobs += len(queue.deferred_job_registry)
 
-    total_jobs = queued_jobs + started_jobs + finished_jobs + failed_jobs + canceled_jobs + deferred_jobs
+    total_jobs = (
+        queued_jobs
+        + started_jobs
+        + finished_jobs
+        + failed_jobs
+        + canceled_jobs
+        + deferred_jobs
+    )
 
     return {
         "total_jobs": total_jobs,
@@ -133,7 +145,7 @@ def get_job_stats() -> Dict[str, Any]:
         "failed_jobs": failed_jobs,
         "canceled_jobs": canceled_jobs,
         "deferred_jobs": deferred_jobs,
-        "timestamp": datetime.utcnow().isoformat()
+        "timestamp": datetime.utcnow().isoformat(),
     }
 
 
@@ -142,7 +154,7 @@ def get_jobs(
     offset: int = 0,
     queue_name: str = None,
     job_type: str = None,
-    client_id: str = None
+    client_id: str = None,
 ) -> Dict[str, Any]:
     """
     Get jobs from a specific queue or all queues with optional filtering.
@@ -157,9 +169,13 @@ def get_jobs(
     Returns:
         Dict with jobs list and pagination metadata matching frontend expectations
     """
-    logger.info(f"🔍 DEBUG get_jobs: Filtering - queue_name={queue_name}, job_type={job_type}, client_id={client_id}")
+    logger.info(
+        f"🔍 DEBUG get_jobs: Filtering - queue_name={queue_name}, job_type={job_type}, client_id={client_id}"
+    )
     all_jobs = []
-    seen_job_ids = set()  # Track which job IDs we've already processed to avoid duplicates
+    seen_job_ids = (
+        set()
+    )  # Track which job IDs we've already processed to avoid duplicates
 
     queues_to_check = [queue_name] if queue_name else QUEUE_NAMES
     logger.info(f"🔍 DEBUG get_jobs: Checking queues: {queues_to_check}")
@@ -170,10 +186,19 @@ def get_jobs(
         # Collect jobs from all registries (using RQ standard status names)
         registries = [
             (queue.job_ids, "queued"),
-            (queue.started_job_registry.get_job_ids(), "started"),  # RQ standard, not "processing"
-            (queue.finished_job_registry.get_job_ids(), "finished"),  # RQ standard, not "completed"
+            (
+                queue.started_job_registry.get_job_ids(),
+                "started",
+            ),  # RQ standard, not "processing"
+            (
+                queue.finished_job_registry.get_job_ids(),
+                "finished",
+            ),  # RQ standard, not "completed"
             (queue.failed_job_registry.get_job_ids(), "failed"),
-            (queue.deferred_job_registry.get_job_ids(), "deferred"),  # Jobs waiting for dependencies
+            (
+                queue.deferred_job_registry.get_job_ids(),
+                "deferred",
+            ),  # Jobs waiting for dependencies
         ]
 
         for job_ids, status in registries:
@@ -190,46 +215,76 @@ def get_jobs(
                     user_id = job.kwargs.get("user_id", "") if job.kwargs else ""
 
                     # Extract just the function name (e.g., "listen_for_speech_job" from "module.listen_for_speech_job")
-                    func_name = job.func_name.split('.')[-1] if job.func_name else "unknown"
+                    func_name = (
+                        job.func_name.split(".")[-1] if job.func_name else "unknown"
+                    )
 
                     # Debug: Log job details before filtering
-                    logger.debug(f"🔍 DEBUG get_jobs: Job {job_id} - func_name={func_name}, full_func_name={job.func_name}, meta_client_id={job.meta.get('client_id', '') if job.meta else ''}, status={status}")
+                    logger.debug(
+                        f"🔍 DEBUG get_jobs: Job {job_id} - func_name={func_name}, full_func_name={job.func_name}, meta_client_id={job.meta.get('client_id', '') if job.meta else ''}, status={status}"
+                    )
 
                     # Apply job_type filter
                     if job_type and job_type not in func_name:
-                        logger.debug(f"🔍 DEBUG get_jobs: Filtered out {job_id} - job_type '{job_type}' not in func_name '{func_name}'")
+                        logger.debug(
+                            f"🔍 DEBUG get_jobs: Filtered out {job_id} - job_type '{job_type}' not in func_name '{func_name}'"
+                        )
                         continue
 
                     # Apply client_id filter (partial match in meta)
                     if client_id:
-                        job_client_id = job.meta.get("client_id", "") if job.meta else ""
+                        job_client_id = (
+                            job.meta.get("client_id", "") if job.meta else ""
+                        )
                         if client_id not in job_client_id:
-                            logger.debug(f"🔍 DEBUG get_jobs: Filtered out {job_id} - client_id '{client_id}' not in job_client_id '{job_client_id}'")
+                            logger.debug(
+                                f"🔍 DEBUG get_jobs: Filtered out {job_id} - client_id '{client_id}' not in job_client_id '{job_client_id}'"
+                            )
                             continue
 
-                    logger.debug(f"🔍 DEBUG get_jobs: Including job {job_id} in results")
-
-                    all_jobs.append({
-                        "job_id": job.id,
-                        "job_type": func_name,
-                        "user_id": user_id,
-                        "status": status,
-                        "priority": "normal",  # RQ doesn't track priority in metadata
-                        "data": {
-                            "description": job.description or "",
-                            "queue": qname,
-                        },
-                        "result": job.result if hasattr(job, 'result') else None,
-                        "meta": job.meta if job.meta else {},  # Include job metadata
-                        "error_message": str(job.exc_info) if job.exc_info else None,
-                        "created_at": job.created_at.isoformat() if job.created_at else None,
-                        "started_at": job.started_at.isoformat() if job.started_at else None,
-                        "completed_at": job.ended_at.isoformat() if job.ended_at else None,
-                        "retry_count": job.retries_left if hasattr(job, 'retries_left') else 0,
-                        "max_retries": 3,  # Default max retries
-                        "progress_percent": (job.meta or {}).get("batch_progress", {}).get("percent", 0),
-                        "progress_message": (job.meta or {}).get("batch_progress", {}).get("message", ""),
-                    })
+                    logger.debug(
+                        f"🔍 DEBUG get_jobs: Including job {job_id} in results"
+                    )
+
+                    all_jobs.append(
+                        {
+                            "job_id": job.id,
+                            "job_type": func_name,
+                            "user_id": user_id,
+                            "status": status,
+                            "priority": "normal",  # RQ doesn't track priority in metadata
+                            "data": {
+                                "description": job.description or "",
+                                "queue": qname,
+                            },
+                            "result": job.result if hasattr(job, "result") else None,
+                            "meta": (
+                                job.meta if job.meta else {}
+                            ),  # Include job metadata
+                            "error_message": (
+                                str(job.exc_info) if job.exc_info else None
+                            ),
+                            "created_at": (
+                                job.created_at.isoformat() if job.created_at else None
+                            ),
+                            "started_at": (
+                                job.started_at.isoformat() if job.started_at else None
+                            ),
+                            "completed_at": (
+                                job.ended_at.isoformat() if job.ended_at else None
+                            ),
+                            "retry_count": (
+                                job.retries_left if hasattr(job, "retries_left") else 0
+                            ),
+                            "max_retries": 3,  # Default max retries
+                            "progress_percent": (job.meta or {})
+                            .get("batch_progress", {})
+                            .get("percent", 0),
+                            "progress_message": (job.meta or {})
+                            .get("batch_progress", {})
+                            .get("message", ""),
+                        }
+                    )
                 except Exception as e:
                     logger.error(f"Error fetching job {job_id}: {e}")
 
@@ -238,10 +293,12 @@ def get_jobs(
 
     # Paginate
     total_jobs = len(all_jobs)
-    paginated_jobs = all_jobs[offset:offset + limit]
+    paginated_jobs = all_jobs[offset : offset + limit]
     has_more = (offset + limit) < total_jobs
 
-    logger.info(f"🔍 DEBUG get_jobs: Found {total_jobs} matching jobs (returning {len(paginated_jobs)} after pagination)")
+    logger.info(
+        f"🔍 DEBUG get_jobs: Found {total_jobs} matching jobs (returning {len(paginated_jobs)} after pagination)"
+    )
 
     return {
         "jobs": paginated_jobs,
@@ -250,7 +307,7 @@ def get_jobs(
             "limit": limit,
             "offset": offset,
             "has_more": has_more,
-        }
+        },
     }
 
 
@@ -281,7 +338,7 @@ def is_job_complete(job):
             return False
 
         # Check dependent jobs
-        for dep_id in (job.dependent_ids or []):
+        for dep_id in job.dependent_ids or []:
             try:
                 dep_job = Job.fetch(dep_id, connection=redis_conn)
                 if not is_job_complete(dep_job):
@@ -310,7 +367,7 @@ def is_job_complete(job):
                     job = Job.fetch(job_id, connection=redis_conn)
 
                     # Only check jobs with client_id in meta
-                    if job.meta and job.meta.get('client_id') == client_id:
+                    if job.meta and job.meta.get("client_id") == client_id:
                         if not is_job_complete(job):
                             return False
                 except Exception as e:
@@ -320,9 +377,7 @@ def is_job_complete(job):
 
 
 def start_streaming_jobs(
-    session_id: str,
-    user_id: str,
-    client_id: str
+    session_id: str, user_id: str, client_id: str
 ) -> Dict[str, str]:
     """
     Enqueue jobs for streaming audio session (initial session setup).
@@ -351,7 +406,7 @@ def start_streaming_jobs(
 
     # Read always_persist from global config NOW (backend process has fresh config)
     misc_settings = get_misc_settings()
-    always_persist = misc_settings.get('always_persist_enabled', False)
+    always_persist = misc_settings.get("always_persist_enabled", False)
 
     # Enqueue speech detection job
     speech_job = transcription_queue.enqueue(
@@ -365,7 +420,7 @@ def start_streaming_jobs(
         failure_ttl=86400,  # Cleanup failed jobs after 24h
         job_id=f"speech-detect_{session_id[:12]}",
         description=f"Listening for speech...",
-        meta={'client_id': client_id, 'session_level': True}
+        meta={"client_id": client_id, "session_level": True},
     )
     # Log job enqueue with TTL information for debugging
     actual_ttl = redis_conn.ttl(f"rq:job:{speech_job.id}")
@@ -379,7 +434,9 @@ def start_streaming_jobs(
 
     # Store job ID for cleanup (keyed by client_id for easy WebSocket cleanup)
     try:
-        redis_conn.set(f"speech_detection_job:{client_id}", speech_job.id, ex=86400)  # 24 hour TTL
+        redis_conn.set(
+            f"speech_detection_job:{client_id}", speech_job.id, ex=86400
+        )  # 24 hour TTL
         logger.info(f"📌 Stored speech detection job ID for client {client_id}")
     except Exception as e:
         logger.warning(f"⚠️ Failed to store job ID for {client_id}: {e}")
@@ -399,7 +456,10 @@ def start_streaming_jobs(
         failure_ttl=86400,  # Cleanup failed jobs after 24h
         job_id=f"audio-persist_{session_id[:12]}",
         description=f"Audio persistence for session {session_id[:12]}",
-        meta={'client_id': client_id, 'session_level': True}  # Mark as session-level job
+        meta={
+            "client_id": client_id,
+            "session_level": True,
+        },  # Mark as session-level job
     )
     # Log job enqueue with TTL information for debugging
     actual_ttl = redis_conn.ttl(f"rq:job:{audio_job.id}")
@@ -411,19 +471,16 @@ def start_streaming_jobs(
         f"queue_length={audio_queue.count}, client_id={client_id}"
     )
 
-    return {
-        'speech_detection': speech_job.id,
-        'audio_persistence': audio_job.id
-    }
+    return {"speech_detection": speech_job.id, "audio_persistence": audio_job.id}
 
 
 def start_post_conversation_jobs(
     conversation_id: str,
     user_id: str,
     transcript_version_id: Optional[str] = None,
-    depends_on_job = None,
+    depends_on_job=None,
     client_id: Optional[str] = None,
-    end_reason: str = "file_upload"
+    end_reason: str = "file_upload",
 ) -> Dict[str, str]:
     """
     Start post-conversation processing jobs after conversation is created.
@@ -458,21 +515,27 @@ def start_post_conversation_jobs(
     version_id = transcript_version_id or str(uuid.uuid4())
 
     # Build job metadata (include client_id if provided for UI tracking)
-    job_meta = {'conversation_id': conversation_id}
+    job_meta = {"conversation_id": conversation_id}
     if client_id:
-        job_meta['client_id'] = client_id
+        job_meta["client_id"] = client_id
 
     # Check if speaker recognition is enabled
-    speaker_config = get_service_config('speaker_recognition')
-    speaker_enabled = speaker_config.get('enabled', True)  # Default to True for backward compatibility
+    speaker_config = get_service_config("speaker_recognition")
+    speaker_enabled = speaker_config.get(
+        "enabled", True
+    )  # Default to True for backward compatibility
 
     # Step 1: Speaker recognition job (conditional - only if enabled)
-    speaker_dependency = depends_on_job  # Start with upstream dependency (transcription if file upload)
+    speaker_dependency = (
+        depends_on_job  # Start with upstream dependency (transcription if file upload)
+    )
     speaker_job = None
 
     if speaker_enabled:
         speaker_job_id = f"speaker_{conversation_id[:12]}"
-        logger.info(f"🔍 DEBUG: Creating speaker job with job_id={speaker_job_id}, conversation_id={conversation_id[:12]}")
+        logger.info(
+            f"🔍 DEBUG: Creating speaker job with job_id={speaker_job_id}, conversation_id={conversation_id[:12]}"
+        )
 
         speaker_job = transcription_queue.enqueue(
             recognise_speakers_job,
@@ -483,26 +546,36 @@ def start_post_conversation_jobs(
             depends_on=speaker_dependency,
             job_id=speaker_job_id,
             description=f"Speaker recognition for conversation {conversation_id[:8]}",
-            meta=job_meta
+            meta=job_meta,
         )
         speaker_dependency = speaker_job  # Chain for next jobs
         if depends_on_job:
-            logger.info(f"📥 RQ: Enqueued speaker recognition job {speaker_job.id}, meta={speaker_job.meta} (depends on {depends_on_job.id})")
+            logger.info(
+                f"📥 RQ: Enqueued speaker recognition job {speaker_job.id}, meta={speaker_job.meta} (depends on {depends_on_job.id})"
+            )
         else:
-            logger.info(f"📥 RQ: Enqueued speaker recognition job {speaker_job.id}, meta={speaker_job.meta} (no dependencies, starts immediately)")
+            logger.info(
+                f"📥 RQ: Enqueued speaker recognition job {speaker_job.id}, meta={speaker_job.meta} (no dependencies, starts immediately)"
+            )
     else:
-        logger.info(f"⏭️  Speaker recognition disabled, skipping speaker job for conversation {conversation_id[:8]}")
+        logger.info(
+            f"⏭️  Speaker recognition disabled, skipping speaker job for conversation {conversation_id[:8]}"
+        )
 
     # Step 2: Memory extraction job (conditional - only if enabled)
     # Check if memory extraction is enabled
-    memory_config = get_service_config('memory.extraction')
-    memory_enabled = memory_config.get('enabled', True)  # Default to True for backward compatibility
+    memory_config = get_service_config("memory.extraction")
+    memory_enabled = memory_config.get(
+        "enabled", True
+    )  # Default to True for backward compatibility
 
     memory_job = None
     if memory_enabled:
         # Depends on speaker job if it was created, otherwise depends on upstream (transcription or nothing)
         memory_job_id = f"memory_{conversation_id[:12]}"
-        logger.info(f"🔍 DEBUG: Creating memory job with job_id={memory_job_id}, conversation_id={conversation_id[:12]}")
+        logger.info(
+            f"🔍 DEBUG: Creating memory job with job_id={memory_job_id}, conversation_id={conversation_id[:12]}"
+        )
 
         memory_job = memory_queue.enqueue(
             process_memory_job,
@@ -512,23 +585,33 @@ def start_post_conversation_jobs(
             depends_on=speaker_dependency,  # Either speaker_job or upstream dependency
             job_id=memory_job_id,
             description=f"Memory extraction for conversation {conversation_id[:8]}",
-            meta=job_meta
+            meta=job_meta,
         )
         if speaker_job:
-            logger.info(f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (depends on speaker job {speaker_job.id})")
+            logger.info(
+                f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (depends on speaker job {speaker_job.id})"
+            )
         elif depends_on_job:
-            logger.info(f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (depends on {depends_on_job.id})")
+            logger.info(
+                f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (depends on {depends_on_job.id})"
+            )
         else:
-            logger.info(f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (no dependencies, starts immediately)")
+            logger.info(
+                f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (no dependencies, starts immediately)"
+            )
     else:
-        logger.info(f"⏭️  Memory extraction disabled, skipping memory job for conversation {conversation_id[:8]}")
+        logger.info(
+            f"⏭️  Memory extraction disabled, skipping memory job for conversation {conversation_id[:8]}"
+        )
 
     # Step 3: Title/summary generation job
     # Depends on memory job to avoid race condition (both jobs save the conversation document)
     # and to ensure fresh memories are available for context-enriched summaries
     title_dependency = memory_job if memory_job else speaker_dependency
     title_job_id = f"title_summary_{conversation_id[:12]}"
-    logger.info(f"🔍 DEBUG: Creating title/summary job with job_id={title_job_id}, conversation_id={conversation_id[:12]}")
+    logger.info(
+        f"🔍 DEBUG: Creating title/summary job with job_id={title_job_id}, conversation_id={conversation_id[:12]}"
+    )
 
     title_summary_job = default_queue.enqueue(
         generate_title_summary_job,
@@ -538,21 +621,31 @@ def start_post_conversation_jobs(
         depends_on=title_dependency,
         job_id=title_job_id,
         description=f"Generate title and summary for conversation {conversation_id[:8]}",
-        meta=job_meta
+        meta=job_meta,
     )
     if memory_job:
-        logger.info(f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on memory job {memory_job.id})")
+        logger.info(
+            f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on memory job {memory_job.id})"
+        )
     elif speaker_job:
-        logger.info(f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on speaker job {speaker_job.id})")
+        logger.info(
+            f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on speaker job {speaker_job.id})"
+        )
     elif depends_on_job:
-        logger.info(f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on {depends_on_job.id})")
+        logger.info(
+            f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on {depends_on_job.id})"
+        )
     else:
-        logger.info(f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (no dependencies, starts immediately)")
+        logger.info(
+            f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (no dependencies, starts immediately)"
+        )
 
     # Step 5: Dispatch conversation.complete event (runs after both memory and title/summary complete)
     # This ensures plugins receive the event after all processing is done
     event_job_id = f"event_complete_{conversation_id[:12]}"
-    logger.info(f"🔍 DEBUG: Creating conversation complete event job with job_id={event_job_id}, conversation_id={conversation_id[:12]}")
+    logger.info(
+        f"🔍 DEBUG: Creating conversation complete event job with job_id={event_job_id}, conversation_id={conversation_id[:12]}"
+    )
 
     # Event job depends on memory and title/summary jobs that were actually enqueued
     # Build dependency list excluding None values
@@ -571,29 +664,33 @@ def start_post_conversation_jobs(
         end_reason,  # Use the end_reason parameter (defaults to 'file_upload' for backward compatibility)
         job_timeout=120,  # 2 minutes
         result_ttl=JOB_RESULT_TTL,
-        depends_on=event_dependencies if event_dependencies else None,  # Wait for jobs that were enqueued
+        depends_on=(
+            event_dependencies if event_dependencies else None
+        ),  # Wait for jobs that were enqueued
         job_id=event_job_id,
         description=f"Dispatch conversation complete event ({end_reason}) for {conversation_id[:8]}",
-        meta=job_meta
+        meta=job_meta,
     )
 
     # Log event dispatch dependencies
     if event_dependencies:
         dep_ids = [job.id for job in event_dependencies]
-        logger.info(f"📥 RQ: Enqueued conversation complete event job {event_dispatch_job.id}, meta={event_dispatch_job.meta} (depends on {', '.join(dep_ids)})")
+        logger.info(
+            f"📥 RQ: Enqueued conversation complete event job {event_dispatch_job.id}, meta={event_dispatch_job.meta} (depends on {', '.join(dep_ids)})"
+        )
     else:
-        logger.info(f"📥 RQ: Enqueued conversation complete event job {event_dispatch_job.id}, meta={event_dispatch_job.meta} (no dependencies, starts immediately)")
+        logger.info(
+            f"📥 RQ: Enqueued conversation complete event job {event_dispatch_job.id}, meta={event_dispatch_job.meta} (no dependencies, starts immediately)"
+        )
 
     return {
-        'speaker_recognition': speaker_job.id if speaker_job else None,
-        'memory': memory_job.id if memory_job else None,
-        'title_summary': title_summary_job.id,
-        'event_dispatch': event_dispatch_job.id
+        "speaker_recognition": speaker_job.id if speaker_job else None,
+        "memory": memory_job.id if memory_job else None,
+        "title_summary": title_summary_job.id,
+        "event_dispatch": event_dispatch_job.id,
     }
 
 
-
-
 def get_queue_health() -> Dict[str, Any]:
     """Get health status of all queues and workers."""
     health = {
@@ -637,15 +734,18 @@ def get_queue_health() -> Dict[str, Any]:
         else:
             health["idle_workers"] += 1
 
-        health["workers"].append({
-            "name": worker.name,
-            "state": state,
-            "queues": [q.name for q in worker.queues],
-            "current_job": current_job,
-        })
+        health["workers"].append(
+            {
+                "name": worker.name,
+                "state": state,
+                "queues": [q.name for q in worker.queues],
+                "current_job": current_job,
+            }
+        )
 
     return health
 
+
 # needs tidying but works for now
 async def cleanup_stuck_stream_workers(request):
     """Clean up stuck Redis Stream consumers and pending messages from all active streams."""
@@ -660,7 +760,7 @@ async def cleanup_stuck_stream_workers(request):
         if not redis_client:
             return JSONResponse(
                 status_code=503,
-                content={"error": "Redis client for audio streaming not initialized"}
+                content={"error": "Redis client for audio streaming not initialized"},
             )
 
         cleanup_results = {}
@@ -673,17 +773,25 @@ async def cleanup_stuck_stream_workers(request):
         stream_keys = await redis_client.keys("audio:stream:*")
 
         for stream_key in stream_keys:
-            stream_name = stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+            stream_name = (
+                stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+            )
 
             try:
                 # First check stream age - delete old streams (>1 hour) immediately
-                stream_info = await redis_client.execute_command('XINFO', 'STREAM', stream_name)
+                stream_info = await redis_client.execute_command(
+                    "XINFO", "STREAM", stream_name
+                )
 
                 # Parse stream info
                 info_dict = {}
                 for i in range(0, len(stream_info), 2):
-                    key_name = stream_info[i].decode() if isinstance(stream_info[i], bytes) else str(stream_info[i])
-                    info_dict[key_name] = stream_info[i+1]
+                    key_name = (
+                        stream_info[i].decode()
+                        if isinstance(stream_info[i], bytes)
+                        else str(stream_info[i])
+                    )
+                    info_dict[key_name] = stream_info[i + 1]
 
                 stream_length = int(info_dict.get("length", 0))
                 last_entry = info_dict.get("last-entry")
@@ -695,12 +803,14 @@ async def cleanup_stuck_stream_workers(request):
                 if stream_length == 0:
                     should_delete_stream = True
                     stream_age = 0
-                elif last_entry and isinstance(last_entry, list) and len(last_entry) > 0:
+                elif (
+                    last_entry and isinstance(last_entry, list) and len(last_entry) > 0
+                ):
                     try:
                         last_id = last_entry[0]
                         if isinstance(last_id, bytes):
                             last_id = last_id.decode()
-                        last_timestamp_ms = int(last_id.split('-')[0])
+                        last_timestamp_ms = int(last_id.split("-")[0])
                         last_timestamp_s = last_timestamp_ms / 1000
                         stream_age = current_time - last_timestamp_s
 
@@ -718,23 +828,33 @@ async def cleanup_stuck_stream_workers(request):
                         "cleaned": 0,
                         "deleted_consumers": 0,
                         "deleted_stream": True,
-                        "stream_age": stream_age
+                        "stream_age": stream_age,
                     }
                     continue
 
                 # Get consumer groups
-                groups = await redis_client.execute_command('XINFO', 'GROUPS', stream_name)
+                groups = await redis_client.execute_command(
+                    "XINFO", "GROUPS", stream_name
+                )
 
                 if not groups:
-                    cleanup_results[stream_name] = {"message": "No consumer groups found", "cleaned": 0, "deleted_stream": False}
+                    cleanup_results[stream_name] = {
+                        "message": "No consumer groups found",
+                        "cleaned": 0,
+                        "deleted_stream": False,
+                    }
                     continue
 
                 # Parse first group
                 group_dict = {}
                 group = groups[0]
                 for i in range(0, len(group), 2):
-                    key = group[i].decode() if isinstance(group[i], bytes) else str(group[i])
-                    value = group[i+1]
+                    key = (
+                        group[i].decode()
+                        if isinstance(group[i], bytes)
+                        else str(group[i])
+                    )
+                    value = group[i + 1]
                     if isinstance(value, bytes):
                         try:
                             value = value.decode()
@@ -749,7 +869,9 @@ async def cleanup_stuck_stream_workers(request):
                 pending_count = int(group_dict.get("pending", 0))
 
                 # Get consumers for this group to check per-consumer pending
-                consumers = await redis_client.execute_command('XINFO', 'CONSUMERS', stream_name, group_name)
+                consumers = await redis_client.execute_command(
+                    "XINFO", "CONSUMERS", stream_name, group_name
+                )
 
                 cleaned_count = 0
                 total_consumer_pending = 0
@@ -759,8 +881,12 @@ async def cleanup_stuck_stream_workers(request):
                 for consumer in consumers:
                     consumer_dict = {}
                     for i in range(0, len(consumer), 2):
-                        key = consumer[i].decode() if isinstance(consumer[i], bytes) else str(consumer[i])
-                        value = consumer[i+1]
+                        key = (
+                            consumer[i].decode()
+                            if isinstance(consumer[i], bytes)
+                            else str(consumer[i])
+                        )
+                        value = consumer[i + 1]
                         if isinstance(value, bytes):
                             try:
                                 value = value.decode()
@@ -780,12 +906,20 @@ async def cleanup_stuck_stream_workers(request):
                     is_dead = consumer_idle_ms > 300000
 
                     if consumer_pending > 0:
-                        logger.info(f"Found {consumer_pending} pending messages for consumer {consumer_name} (idle: {consumer_idle_ms}ms)")
+                        logger.info(
+                            f"Found {consumer_pending} pending messages for consumer {consumer_name} (idle: {consumer_idle_ms}ms)"
+                        )
 
                         # Get pending messages for this specific consumer
                         try:
                             pending_messages = await redis_client.execute_command(
-                                'XPENDING', stream_name, group_name, '-', '+', str(consumer_pending), consumer_name
+                                "XPENDING",
+                                stream_name,
+                                group_name,
+                                "-",
+                                "+",
+                                str(consumer_pending),
+                                consumer_name,
                             )
 
                             # XPENDING returns flat list: [msg_id, consumer, idle_ms, delivery_count, msg_id, ...]
@@ -799,31 +933,55 @@ async def cleanup_stuck_stream_workers(request):
                                     # Claim the message to a cleanup worker
                                     try:
                                         await redis_client.execute_command(
-                                            'XCLAIM', stream_name, group_name, 'cleanup-worker', '0', msg_id
+                                            "XCLAIM",
+                                            stream_name,
+                                            group_name,
+                                            "cleanup-worker",
+                                            "0",
+                                            msg_id,
                                         )
 
                                         # Acknowledge it immediately
-                                        await redis_client.xack(stream_name, group_name, msg_id)
+                                        await redis_client.xack(
+                                            stream_name, group_name, msg_id
+                                        )
                                         cleaned_count += 1
                                     except Exception as claim_error:
-                                        logger.warning(f"Failed to claim/ack message {msg_id}: {claim_error}")
+                                        logger.warning(
+                                            f"Failed to claim/ack message {msg_id}: {claim_error}"
+                                        )
 
                         except Exception as consumer_error:
-                            logger.error(f"Error processing consumer {consumer_name}: {consumer_error}")
+                            logger.error(
+                                f"Error processing consumer {consumer_name}: {consumer_error}"
+                            )
 
                     # Delete dead consumers (idle > 5 minutes with no pending messages)
                     if is_dead and consumer_pending == 0:
                         try:
                             await redis_client.execute_command(
-                                'XGROUP', 'DELCONSUMER', stream_name, group_name, consumer_name
+                                "XGROUP",
+                                "DELCONSUMER",
+                                stream_name,
+                                group_name,
+                                consumer_name,
                             )
                             deleted_consumers += 1
-                            logger.info(f"🧹 Deleted dead consumer {consumer_name} (idle: {consumer_idle_ms}ms)")
+                            logger.info(
+                                f"🧹 Deleted dead consumer {consumer_name} (idle: {consumer_idle_ms}ms)"
+                            )
                         except Exception as delete_error:
-                            logger.warning(f"Failed to delete consumer {consumer_name}: {delete_error}")
+                            logger.warning(
+                                f"Failed to delete consumer {consumer_name}: {delete_error}"
+                            )
 
                 if total_consumer_pending == 0 and deleted_consumers == 0:
-                    cleanup_results[stream_name] = {"message": "No pending messages or dead consumers", "cleaned": 0, "deleted_consumers": 0, "deleted_stream": False}
+                    cleanup_results[stream_name] = {
+                        "message": "No pending messages or dead consumers",
+                        "cleaned": 0,
+                        "deleted_consumers": 0,
+                        "deleted_stream": False,
+                    }
                     continue
 
                 total_cleaned += cleaned_count
@@ -833,14 +991,11 @@ async def cleanup_stuck_stream_workers(request):
                     "cleaned": cleaned_count,
                     "deleted_consumers": deleted_consumers,
                     "deleted_stream": False,
-                    "original_pending": pending_count
+                    "original_pending": pending_count,
                 }
 
             except Exception as e:
-                cleanup_results[stream_name] = {
-                    "error": str(e),
-                    "cleaned": 0
-                }
+                cleanup_results[stream_name] = {"error": str(e), "cleaned": 0}
 
         return {
             "success": True,
@@ -849,11 +1004,12 @@ async def cleanup_stuck_stream_workers(request):
             "total_deleted_streams": total_deleted_streams,
             "streams": cleanup_results,  # New key for per-stream results
             "providers": cleanup_results,  # Keep for backward compatibility with frontend
-            "timestamp": time.time()
+            "timestamp": time.time(),
         }
 
     except Exception as e:
         logger.error(f"Error cleaning up stuck workers: {e}", exc_info=True)
         return JSONResponse(
-            status_code=500, content={"error": f"Failed to cleanup stuck workers: {str(e)}"}
+            status_code=500,
+            content={"error": f"Failed to cleanup stuck workers: {str(e)}"},
         )
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/session_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/session_controller.py
index 9b3a2de9..f30401ec 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/session_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/session_controller.py
@@ -24,7 +24,7 @@ async def mark_session_complete(
         "user_stopped",
         "inactivity_timeout",
         "max_duration",
-        "all_jobs_complete"
+        "all_jobs_complete",
     ],
 ) -> None:
     """
@@ -57,12 +57,17 @@ async def mark_session_complete(
     """
     session_key = f"audio:session:{session_id}"
     mark_time = time.time()
-    await redis_client.hset(session_key, mapping={
-        "status": "finished",
-        "completed_at": str(mark_time),
-        "completion_reason": reason
-    })
-    logger.info(f"✅ Session {session_id[:12]} marked finished: {reason} [TIME: {mark_time:.3f}]")
+    await redis_client.hset(
+        session_key,
+        mapping={
+            "status": "finished",
+            "completed_at": str(mark_time),
+            "completion_reason": reason,
+        },
+    )
+    logger.info(
+        f"✅ Session {session_id[:12]} marked finished: {reason} [TIME: {mark_time:.3f}]"
+    )
 
 
 async def request_conversation_close(
@@ -92,7 +97,9 @@ async def request_conversation_close(
     if not await redis_client.exists(session_key):
         return False
     await redis_client.hset(session_key, "conversation_close_requested", reason)
-    logger.info(f"🔒 Conversation close requested for session {session_id[:12]}: {reason}")
+    logger.info(
+        f"🔒 Conversation close requested for session {session_id[:12]}: {reason}"
+    )
     return True
 
 
@@ -117,7 +124,9 @@ async def get_session_info(redis_client, session_id: str) -> Optional[Dict]:
         # Get conversation count for this session
         conversation_count_key = f"session:conversation_count:{session_id}"
         conversation_count_bytes = await redis_client.get(conversation_count_key)
-        conversation_count = int(conversation_count_bytes.decode()) if conversation_count_bytes else 0
+        conversation_count = (
+            int(conversation_count_bytes.decode()) if conversation_count_bytes else 0
+        )
 
         started_at = float(session_data.get(b"started_at", b"0"))
         last_chunk_at = float(session_data.get(b"last_chunk_at", b"0"))
@@ -138,8 +147,12 @@ async def get_session_info(redis_client, session_id: str) -> Optional[Dict]:
             # Speech detection events
             "last_event": session_data.get(b"last_event", b"").decode(),
             "speech_detected_at": session_data.get(b"speech_detected_at", b"").decode(),
-            "speaker_check_status": session_data.get(b"speaker_check_status", b"").decode(),
-            "identified_speakers": session_data.get(b"identified_speakers", b"").decode()
+            "speaker_check_status": session_data.get(
+                b"speaker_check_status", b""
+            ).decode(),
+            "identified_speakers": session_data.get(
+                b"identified_speakers", b""
+            ).decode(),
         }
 
     except Exception as e:
@@ -166,7 +179,7 @@ async def get_all_sessions(redis_client, limit: int = 100) -> List[Dict]:
             cursor, keys = await redis_client.scan(
                 cursor, match="audio:session:*", count=limit
             )
-            session_keys.extend(keys[:limit - len(session_keys)])
+            session_keys.extend(keys[: limit - len(session_keys)])
 
         # Get info for each session
         sessions = []
@@ -221,7 +234,9 @@ async def increment_session_conversation_count(redis_client, session_id: str) ->
         logger.info(f"📊 Conversation count for session {session_id}: {count}")
         return count
     except Exception as e:
-        logger.error(f"Error incrementing conversation count for session {session_id}: {e}")
+        logger.error(
+            f"Error incrementing conversation count for session {session_id}: {e}"
+        )
         return 0
 
 
@@ -241,7 +256,7 @@ async def get_streaming_status(request):
         if not redis_client:
             return JSONResponse(
                 status_code=503,
-                content={"error": "Redis client for audio streaming not initialized"}
+                content={"error": "Redis client for audio streaming not initialized"},
             )
 
         # Get all sessions (both active and completed)
@@ -273,23 +288,48 @@ async def get_streaming_status(request):
                     # All jobs finished - this is truly a finished session
                     # Update Redis status if it wasn't already marked finished
                     if status != "finished":
-                        await mark_session_complete(redis_client, session_id, "all_jobs_complete")
+                        await mark_session_complete(
+                            redis_client, session_id, "all_jobs_complete"
+                        )
 
                     # Get additional session data for completed sessions
                     session_key = f"audio:session:{session_id}"
                     session_data = await redis_client.hgetall(session_key)
 
-                    completed_sessions_from_redis.append({
-                        "session_id": session_id,
-                        "client_id": session_obj.get("client_id", ""),
-                        "conversation_id": session_data.get(b"conversation_id", b"").decode() if session_data and b"conversation_id" in session_data else None,
-                        "has_conversation": bool(session_data and session_data.get(b"conversation_id", b"")),
-                        "action": session_data.get(b"action", b"finished").decode() if session_data and b"action" in session_data else "finished",
-                        "reason": session_data.get(b"reason", b"").decode() if session_data and b"reason" in session_data else "",
-                        "completed_at": session_obj.get("last_chunk_at", 0),
-                        "audio_file": session_data.get(b"audio_file", b"").decode() if session_data and b"audio_file" in session_data else "",
-                        "conversation_count": session_obj.get("conversation_count", 0)
-                    })
+                    completed_sessions_from_redis.append(
+                        {
+                            "session_id": session_id,
+                            "client_id": session_obj.get("client_id", ""),
+                            "conversation_id": (
+                                session_data.get(b"conversation_id", b"").decode()
+                                if session_data and b"conversation_id" in session_data
+                                else None
+                            ),
+                            "has_conversation": bool(
+                                session_data
+                                and session_data.get(b"conversation_id", b"")
+                            ),
+                            "action": (
+                                session_data.get(b"action", b"finished").decode()
+                                if session_data and b"action" in session_data
+                                else "finished"
+                            ),
+                            "reason": (
+                                session_data.get(b"reason", b"").decode()
+                                if session_data and b"reason" in session_data
+                                else ""
+                            ),
+                            "completed_at": session_obj.get("last_chunk_at", 0),
+                            "audio_file": (
+                                session_data.get(b"audio_file", b"").decode()
+                                if session_data and b"audio_file" in session_data
+                                else ""
+                            ),
+                            "conversation_count": session_obj.get(
+                                "conversation_count", 0
+                            ),
+                        }
+                    )
                 else:
                     # Status says complete but jobs still processing - keep in active
                     active_sessions.append(session_obj)
@@ -314,16 +354,24 @@ async def get_streaming_status(request):
         current_time = time.time()
 
         for stream_key in stream_keys:
-            stream_name = stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+            stream_name = (
+                stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+            )
             try:
                 # Check if stream exists
-                stream_info = await redis_client.execute_command('XINFO', 'STREAM', stream_name)
+                stream_info = await redis_client.execute_command(
+                    "XINFO", "STREAM", stream_name
+                )
 
                 # Parse stream info (returns flat list of key-value pairs)
                 info_dict = {}
                 for i in range(0, len(stream_info), 2):
-                    key = stream_info[i].decode() if isinstance(stream_info[i], bytes) else str(stream_info[i])
-                    value = stream_info[i+1]
+                    key = (
+                        stream_info[i].decode()
+                        if isinstance(stream_info[i], bytes)
+                        else str(stream_info[i])
+                    )
+                    value = stream_info[i + 1]
 
                     # Skip complex binary structures like first-entry and last-entry
                     # which contain message data that can't be JSON serialized
@@ -351,7 +399,7 @@ async def get_streaming_status(request):
                 if last_entry_id:
                     try:
                         # Redis Stream IDs format: "milliseconds-sequence"
-                        last_timestamp_ms = int(last_entry_id.split('-')[0])
+                        last_timestamp_ms = int(last_entry_id.split("-")[0])
                         last_timestamp_s = last_timestamp_ms / 1000
                         stream_age_seconds = current_time - last_timestamp_s
                     except (ValueError, IndexError, AttributeError):
@@ -369,7 +417,9 @@ async def get_streaming_status(request):
                     session_idle_seconds = session_data.get("idle_seconds", 0)
 
                 # Get consumer groups
-                groups = await redis_client.execute_command('XINFO', 'GROUPS', stream_name)
+                groups = await redis_client.execute_command(
+                    "XINFO", "GROUPS", stream_name
+                )
 
                 stream_data = {
                     "stream_length": info_dict.get("length", 0),
@@ -378,19 +428,23 @@ async def get_streaming_status(request):
                     "session_age_seconds": session_age_seconds,  # Age since session started
                     "session_idle_seconds": session_idle_seconds,  # Time since last audio chunk
                     "client_id": client_id,  # Include client_id for reference
-                    "consumer_groups": []
+                    "consumer_groups": [],
                 }
 
                 # Track if stream has any active consumers
                 has_active_consumer = False
-                min_consumer_idle_ms = float('inf')
+                min_consumer_idle_ms = float("inf")
 
                 # Parse consumer groups
                 for group in groups:
                     group_dict = {}
                     for i in range(0, len(group), 2):
-                        key = group[i].decode() if isinstance(group[i], bytes) else str(group[i])
-                        value = group[i+1]
+                        key = (
+                            group[i].decode()
+                            if isinstance(group[i], bytes)
+                            else str(group[i])
+                        )
+                        value = group[i + 1]
                         if isinstance(value, bytes):
                             try:
                                 value = value.decode()
@@ -403,15 +457,21 @@ async def get_streaming_status(request):
                         group_name = group_name.decode()
 
                     # Get consumers for this group
-                    consumers = await redis_client.execute_command('XINFO', 'CONSUMERS', stream_name, group_name)
+                    consumers = await redis_client.execute_command(
+                        "XINFO", "CONSUMERS", stream_name, group_name
+                    )
                     consumer_list = []
                     consumer_pending_total = 0
 
                     for consumer in consumers:
                         consumer_dict = {}
                         for i in range(0, len(consumer), 2):
-                            key = consumer[i].decode() if isinstance(consumer[i], bytes) else str(consumer[i])
-                            value = consumer[i+1]
+                            key = (
+                                consumer[i].decode()
+                                if isinstance(consumer[i], bytes)
+                                else str(consumer[i])
+                            )
+                            value = consumer[i + 1]
                             if isinstance(value, bytes):
                                 try:
                                     value = value.decode()
@@ -428,17 +488,21 @@ async def get_streaming_status(request):
                         consumer_pending_total += consumer_pending
 
                         # Track minimum idle time
-                        min_consumer_idle_ms = min(min_consumer_idle_ms, consumer_idle_ms)
+                        min_consumer_idle_ms = min(
+                            min_consumer_idle_ms, consumer_idle_ms
+                        )
 
                         # Consumer is active if idle < 5 minutes (300000ms)
                         if consumer_idle_ms < 300000:
                             has_active_consumer = True
 
-                        consumer_list.append({
-                            "name": consumer_name,
-                            "pending": consumer_pending,
-                            "idle_ms": consumer_idle_ms
-                        })
+                        consumer_list.append(
+                            {
+                                "name": consumer_name,
+                                "pending": consumer_pending,
+                                "idle_ms": consumer_idle_ms,
+                            }
+                        )
 
                     # Get group-level pending count (may be 0 even if consumers have pending)
                     try:
@@ -451,20 +515,24 @@ async def get_streaming_status(request):
                     # (Sometimes group pending is 0 but consumers still have pending messages)
                     effective_pending = max(group_pending_count, consumer_pending_total)
 
-                    stream_data["consumer_groups"].append({
-                        "name": str(group_name),
-                        "consumers": consumer_list,
-                        "pending": int(effective_pending)
-                    })
+                    stream_data["consumer_groups"].append(
+                        {
+                            "name": str(group_name),
+                            "consumers": consumer_list,
+                            "pending": int(effective_pending),
+                        }
+                    )
 
                 # Determine if stream is active or completed
                 # Active: has active consumers OR pending messages OR recent activity (< 5 min)
                 # Completed: no active consumers and idle > 5 minutes but < 1 hour
-                total_pending = sum(group["pending"] for group in stream_data["consumer_groups"])
+                total_pending = sum(
+                    group["pending"] for group in stream_data["consumer_groups"]
+                )
                 is_active = (
-                    has_active_consumer or
-                    total_pending > 0 or
-                    stream_age_seconds < 300  # Less than 5 minutes old
+                    has_active_consumer
+                    or total_pending > 0
+                    or stream_age_seconds < 300  # Less than 5 minutes old
                 )
 
                 if is_active:
@@ -487,7 +555,7 @@ async def get_streaming_status(request):
                 "finished": len(transcription_queue.finished_job_registry),
                 "failed": len(transcription_queue.failed_job_registry),
                 "canceled": len(transcription_queue.canceled_job_registry),
-                "deferred": len(transcription_queue.deferred_job_registry)
+                "deferred": len(transcription_queue.deferred_job_registry),
             },
             "memory_queue": {
                 "queued": memory_queue.count,
@@ -495,7 +563,7 @@ async def get_streaming_status(request):
                 "finished": len(memory_queue.finished_job_registry),
                 "failed": len(memory_queue.failed_job_registry),
                 "canceled": len(memory_queue.canceled_job_registry),
-                "deferred": len(memory_queue.deferred_job_registry)
+                "deferred": len(memory_queue.deferred_job_registry),
             },
             "default_queue": {
                 "queued": default_queue.count,
@@ -503,8 +571,8 @@ async def get_streaming_status(request):
                 "finished": len(default_queue.finished_job_registry),
                 "failed": len(default_queue.failed_job_registry),
                 "canceled": len(default_queue.canceled_job_registry),
-                "deferred": len(default_queue.deferred_job_registry)
-            }
+                "deferred": len(default_queue.deferred_job_registry),
+            },
         }
 
         return {
@@ -514,14 +582,14 @@ async def get_streaming_status(request):
             "completed_streams": completed_streams,
             "stream_health": active_streams,  # Backward compatibility - use active_streams
             "rq_queues": rq_stats,
-            "timestamp": time.time()
+            "timestamp": time.time(),
         }
 
     except Exception as e:
         logger.error(f"Error getting streaming status: {e}", exc_info=True)
         return JSONResponse(
             status_code=500,
-            content={"error": f"Failed to get streaming status: {str(e)}"}
+            content={"error": f"Failed to get streaming status: {str(e)}"},
         )
 
 
@@ -538,7 +606,7 @@ async def cleanup_old_sessions(request, max_age_seconds: int = 3600):
         if not redis_client:
             return JSONResponse(
                 status_code=503,
-                content={"error": "Redis client for audio streaming not initialized"}
+                content={"error": "Redis client for audio streaming not initialized"},
             )
 
         # Get all session keys
@@ -560,17 +628,18 @@ async def cleanup_old_sessions(request, max_age_seconds: int = 3600):
             age_seconds = current_time - started_at
 
             # Clean up sessions older than max_age or stuck in "finalizing"
-            should_clean = (
-                age_seconds > max_age_seconds or
-                (status == "finalizing" and age_seconds > 300)  # Finalizing for more than 5 minutes
-            )
+            should_clean = age_seconds > max_age_seconds or (
+                status == "finalizing" and age_seconds > 300
+            )  # Finalizing for more than 5 minutes
 
             if should_clean:
-                old_sessions.append({
-                    "session_id": session_id,
-                    "age_seconds": age_seconds,
-                    "status": status
-                })
+                old_sessions.append(
+                    {
+                        "session_id": session_id,
+                        "age_seconds": age_seconds,
+                        "status": status,
+                    }
+                )
                 await redis_client.delete(key)
                 cleaned_sessions += 1
 
@@ -580,17 +649,25 @@ async def cleanup_old_sessions(request, max_age_seconds: int = 3600):
         old_streams = []
 
         for stream_key in stream_keys:
-            stream_name = stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+            stream_name = (
+                stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+            )
 
             try:
                 # Check stream info to get last activity
-                stream_info = await redis_client.execute_command('XINFO', 'STREAM', stream_name)
+                stream_info = await redis_client.execute_command(
+                    "XINFO", "STREAM", stream_name
+                )
 
                 # Parse stream info
                 info_dict = {}
                 for i in range(0, len(stream_info), 2):
-                    key_name = stream_info[i].decode() if isinstance(stream_info[i], bytes) else str(stream_info[i])
-                    info_dict[key_name] = stream_info[i+1]
+                    key_name = (
+                        stream_info[i].decode()
+                        if isinstance(stream_info[i], bytes)
+                        else str(stream_info[i])
+                    )
+                    info_dict[key_name] = stream_info[i + 1]
 
                 stream_length = int(info_dict.get("length", 0))
                 last_entry = info_dict.get("last-entry")
@@ -603,7 +680,9 @@ async def cleanup_old_sessions(request, max_age_seconds: int = 3600):
                     # Empty stream - safe to delete
                     should_delete = True
                     reason = "empty"
-                elif last_entry and isinstance(last_entry, list) and len(last_entry) > 0:
+                elif (
+                    last_entry and isinstance(last_entry, list) and len(last_entry) > 0
+                ):
                     # Extract timestamp from last entry ID
                     last_id = last_entry[0]
                     if isinstance(last_id, bytes):
@@ -611,7 +690,7 @@ async def cleanup_old_sessions(request, max_age_seconds: int = 3600):
 
                     # Redis Stream IDs format: "milliseconds-sequence"
                     try:
-                        last_timestamp_ms = int(last_id.split('-')[0])
+                        last_timestamp_ms = int(last_id.split("-")[0])
                         last_timestamp_s = last_timestamp_ms / 1000
                         age_seconds = current_time - last_timestamp_s
 
@@ -622,12 +701,16 @@ async def cleanup_old_sessions(request, max_age_seconds: int = 3600):
                     except (ValueError, IndexError):
                         # If we can't parse timestamp, check if first entry is old
                         first_entry = info_dict.get("first-entry")
-                        if first_entry and isinstance(first_entry, list) and len(first_entry) > 0:
+                        if (
+                            first_entry
+                            and isinstance(first_entry, list)
+                            and len(first_entry) > 0
+                        ):
                             try:
                                 first_id = first_entry[0]
                                 if isinstance(first_id, bytes):
                                     first_id = first_id.decode()
-                                first_timestamp_ms = int(first_id.split('-')[0])
+                                first_timestamp_ms = int(first_id.split("-")[0])
                                 first_timestamp_s = first_timestamp_ms / 1000
                                 age_seconds = current_time - first_timestamp_s
 
@@ -640,12 +723,14 @@ async def cleanup_old_sessions(request, max_age_seconds: int = 3600):
                 if should_delete:
                     await redis_client.delete(stream_name)
                     cleaned_streams += 1
-                    old_streams.append({
-                        "stream_name": stream_name,
-                        "reason": reason,
-                        "age_seconds": age_seconds,
-                        "length": stream_length
-                    })
+                    old_streams.append(
+                        {
+                            "stream_name": stream_name,
+                            "reason": reason,
+                            "age_seconds": age_seconds,
+                            "length": stream_length,
+                        }
+                    )
 
             except Exception as e:
                 logger.debug(f"Error checking stream {stream_name}: {e}")
@@ -657,11 +742,12 @@ async def cleanup_old_sessions(request, max_age_seconds: int = 3600):
             "cleaned_streams": cleaned_streams,
             "cleaned_session_details": old_sessions,
             "cleaned_stream_details": old_streams,
-            "timestamp": time.time()
+            "timestamp": time.time(),
         }
 
     except Exception as e:
         logger.error(f"Error cleaning up old sessions: {e}", exc_info=True)
         return JSONResponse(
-            status_code=500, content={"error": f"Failed to cleanup old sessions: {str(e)}"}
+            status_code=500,
+            content={"error": f"Failed to cleanup old sessions: {str(e)}"},
         )
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/system_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/system_controller.py
index bf3ce1b1..4a6f83c2 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/system_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/system_controller.py
@@ -7,30 +7,29 @@
 import logging
 import os
 import re
-import signal
 import shutil
+import signal
 import time
 import warnings
 from datetime import UTC, datetime
+from io import StringIO
 from pathlib import Path
 from typing import Optional
 
-from io import StringIO
-
-from ruamel.yaml import YAML
 from fastapi import HTTPException
+from ruamel.yaml import YAML
 
 from advanced_omi_backend.config import (
     get_diarization_settings as load_diarization_settings,
 )
 from advanced_omi_backend.config import get_misc_settings as load_misc_settings
-from advanced_omi_backend.config import (
-    save_diarization_settings,
-    save_misc_settings,
+from advanced_omi_backend.config import save_diarization_settings, save_misc_settings
+from advanced_omi_backend.config_loader import get_plugins_yml_path, save_config_section
+from advanced_omi_backend.model_registry import (
+    _find_config_path,
+    get_models_registry,
+    load_models_config,
 )
-from advanced_omi_backend.config_loader import get_plugins_yml_path
-from advanced_omi_backend.config_loader import save_config_section
-from advanced_omi_backend.model_registry import _find_config_path, get_models_registry, load_models_config
 from advanced_omi_backend.models.user import User
 
 logger = logging.getLogger(__name__)
@@ -43,7 +42,7 @@
 async def get_config_diagnostics():
     """
     Get comprehensive configuration diagnostics.
-    
+
     Returns warnings, errors, and status for all configuration components.
     """
     diagnostics = {
@@ -52,9 +51,9 @@ async def get_config_diagnostics():
         "issues": [],
         "warnings": [],
         "info": [],
-        "components": {}
+        "components": {},
     }
-    
+
     # Test OmegaConf configuration loading
     try:
         from advanced_omi_backend.config_loader import load_config
@@ -63,7 +62,7 @@ async def get_config_diagnostics():
         with warnings.catch_warnings(record=True) as w:
             warnings.simplefilter("always")
             config = load_config(force_reload=True)
-            
+
             # Check for OmegaConf warnings
             for warning in w:
                 warning_msg = str(warning.message)
@@ -71,148 +70,174 @@ async def get_config_diagnostics():
                     # Extract the variable name from warning
                     if "variable '" in warning_msg.lower():
                         var_name = warning_msg.split("'")[1]
-                        diagnostics["warnings"].append({
-                            "component": "OmegaConf",
-                            "severity": "warning",
-                            "message": f"Environment variable '{var_name}' not set (using empty default)",
-                            "resolution": f"Set {var_name} in .env file if needed"
-                        })
-        
+                        diagnostics["warnings"].append(
+                            {
+                                "component": "OmegaConf",
+                                "severity": "warning",
+                                "message": f"Environment variable '{var_name}' not set (using empty default)",
+                                "resolution": f"Set {var_name} in .env file if needed",
+                            }
+                        )
+
         diagnostics["components"]["omegaconf"] = {
             "status": "healthy",
-            "message": "Configuration loaded successfully"
+            "message": "Configuration loaded successfully",
         }
     except Exception as e:
         diagnostics["overall_status"] = "unhealthy"
-        diagnostics["issues"].append({
-            "component": "OmegaConf",
-            "severity": "error",
-            "message": f"Failed to load configuration: {str(e)}",
-            "resolution": "Check config/defaults.yml and config/config.yml syntax"
-        })
+        diagnostics["issues"].append(
+            {
+                "component": "OmegaConf",
+                "severity": "error",
+                "message": f"Failed to load configuration: {str(e)}",
+                "resolution": "Check config/defaults.yml and config/config.yml syntax",
+            }
+        )
         diagnostics["components"]["omegaconf"] = {
             "status": "unhealthy",
-            "message": str(e)
+            "message": str(e),
         }
-    
+
     # Test model registry
     try:
         from advanced_omi_backend.model_registry import get_models_registry
-        
+
         with warnings.catch_warnings(record=True) as w:
             warnings.simplefilter("always")
             registry = get_models_registry()
-            
+
             # Capture model loading warnings
             for warning in w:
                 warning_msg = str(warning.message)
-                diagnostics["warnings"].append({
-                    "component": "Model Registry",
-                    "severity": "warning",
-                    "message": warning_msg,
-                    "resolution": "Check model definitions in config/defaults.yml"
-                })
-        
+                diagnostics["warnings"].append(
+                    {
+                        "component": "Model Registry",
+                        "severity": "warning",
+                        "message": warning_msg,
+                        "resolution": "Check model definitions in config/defaults.yml",
+                    }
+                )
+
         if registry:
             diagnostics["components"]["model_registry"] = {
                 "status": "healthy",
                 "message": f"Loaded {len(registry.models)} models",
                 "details": {
                     "total_models": len(registry.models),
-                    "defaults": dict(registry.defaults) if registry.defaults else {}
-                }
+                    "defaults": dict(registry.defaults) if registry.defaults else {},
+                },
             }
-            
+
             # Check critical models
             stt = registry.get_default("stt")
             stt_stream = registry.get_default("stt_stream")
             llm = registry.get_default("llm")
-            
+
             # STT check
             if stt:
                 if stt.api_key:
-                    diagnostics["info"].append({
-                        "component": "STT (Batch)",
-                        "message": f"Configured: {stt.name} ({stt.model_provider}) - API key present"
-                    })
+                    diagnostics["info"].append(
+                        {
+                            "component": "STT (Batch)",
+                            "message": f"Configured: {stt.name} ({stt.model_provider}) - API key present",
+                        }
+                    )
                 else:
-                    diagnostics["warnings"].append({
-                        "component": "STT (Batch)",
-                        "severity": "warning",
-                        "message": f"{stt.name} ({stt.model_provider}) - No API key configured",
-                        "resolution": "Transcription can fail without API key"
-                    })
+                    diagnostics["warnings"].append(
+                        {
+                            "component": "STT (Batch)",
+                            "severity": "warning",
+                            "message": f"{stt.name} ({stt.model_provider}) - No API key configured",
+                            "resolution": "Transcription can fail without API key",
+                        }
+                    )
             else:
-                diagnostics["issues"].append({
-                    "component": "STT (Batch)",
-                    "severity": "error",
-                    "message": "No batch STT model configured",
-                    "resolution": "Set defaults.stt in config.yml"
-                })
+                diagnostics["issues"].append(
+                    {
+                        "component": "STT (Batch)",
+                        "severity": "error",
+                        "message": "No batch STT model configured",
+                        "resolution": "Set defaults.stt in config.yml",
+                    }
+                )
                 diagnostics["overall_status"] = "partial"
-            
+
             # Streaming STT check
             if stt_stream:
                 if stt_stream.api_key:
-                    diagnostics["info"].append({
-                        "component": "STT (Streaming)",
-                        "message": f"Configured: {stt_stream.name} ({stt_stream.model_provider}) - API key present"
-                    })
+                    diagnostics["info"].append(
+                        {
+                            "component": "STT (Streaming)",
+                            "message": f"Configured: {stt_stream.name} ({stt_stream.model_provider}) - API key present",
+                        }
+                    )
                 else:
-                    diagnostics["warnings"].append({
+                    diagnostics["warnings"].append(
+                        {
+                            "component": "STT (Streaming)",
+                            "severity": "warning",
+                            "message": f"{stt_stream.name} ({stt_stream.model_provider}) - No API key configured",
+                            "resolution": "Real-time transcription can fail without API key",
+                        }
+                    )
+            else:
+                diagnostics["warnings"].append(
+                    {
                         "component": "STT (Streaming)",
                         "severity": "warning",
-                        "message": f"{stt_stream.name} ({stt_stream.model_provider}) - No API key configured",
-                        "resolution": "Real-time transcription can fail without API key"
-                    })
-            else:
-                diagnostics["warnings"].append({
-                    "component": "STT (Streaming)",
-                    "severity": "warning",
-                    "message": "No streaming STT model configured - streaming worker disabled",
-                    "resolution": "Set defaults.stt_stream in config.yml for WebSocket transcription"
-                })
-            
+                        "message": "No streaming STT model configured - streaming worker disabled",
+                        "resolution": "Set defaults.stt_stream in config.yml for WebSocket transcription",
+                    }
+                )
+
             # LLM check
             if llm:
                 if llm.api_key:
-                    diagnostics["info"].append({
-                        "component": "LLM",
-                        "message": f"Configured: {llm.name} ({llm.model_provider}) - API key present"
-                    })
+                    diagnostics["info"].append(
+                        {
+                            "component": "LLM",
+                            "message": f"Configured: {llm.name} ({llm.model_provider}) - API key present",
+                        }
+                    )
                 else:
-                    diagnostics["warnings"].append({
-                        "component": "LLM",
-                        "severity": "warning",
-                        "message": f"{llm.name} ({llm.model_provider}) - No API key configured",
-                        "resolution": "Memory extraction can fail without API key"
-                    })
-            
+                    diagnostics["warnings"].append(
+                        {
+                            "component": "LLM",
+                            "severity": "warning",
+                            "message": f"{llm.name} ({llm.model_provider}) - No API key configured",
+                            "resolution": "Memory extraction can fail without API key",
+                        }
+                    )
+
         else:
             diagnostics["overall_status"] = "unhealthy"
-            diagnostics["issues"].append({
-                "component": "Model Registry",
-                "severity": "error",
-                "message": "Failed to load model registry",
-                "resolution": "Check config/defaults.yml for syntax errors"
-            })
+            diagnostics["issues"].append(
+                {
+                    "component": "Model Registry",
+                    "severity": "error",
+                    "message": "Failed to load model registry",
+                    "resolution": "Check config/defaults.yml for syntax errors",
+                }
+            )
             diagnostics["components"]["model_registry"] = {
                 "status": "unhealthy",
-                "message": "Registry failed to load"
+                "message": "Registry failed to load",
             }
     except Exception as e:
         diagnostics["overall_status"] = "partial"
-        diagnostics["issues"].append({
-            "component": "Model Registry",
-            "severity": "error",
-            "message": f"Error loading registry: {str(e)}",
-            "resolution": "Check logs for detailed error information"
-        })
+        diagnostics["issues"].append(
+            {
+                "component": "Model Registry",
+                "severity": "error",
+                "message": f"Error loading registry: {str(e)}",
+                "resolution": "Check logs for detailed error information",
+            }
+        )
         diagnostics["components"]["model_registry"] = {
             "status": "unhealthy",
-            "message": str(e)
+            "message": str(e),
         }
-    
+
     # Check environment variables (only warn about keys relevant to configured providers)
     env_checks = [
         ("AUTH_SECRET_KEY", "Required for authentication"),
@@ -224,7 +249,9 @@ async def get_config_diagnostics():
         # Add LLM API key check based on active provider
         llm_model = registry.get_default("llm")
         if llm_model and llm_model.model_provider == "openai":
-            env_checks.append(("OPENAI_API_KEY", "Required for OpenAI LLM and embeddings"))
+            env_checks.append(
+                ("OPENAI_API_KEY", "Required for OpenAI LLM and embeddings")
+            )
         elif llm_model and llm_model.model_provider == "groq":
             env_checks.append(("GROQ_API_KEY", "Required for Groq LLM"))
 
@@ -233,20 +260,26 @@ async def get_config_diagnostics():
         if stt_model:
             provider = stt_model.model_provider
             if provider == "deepgram":
-                env_checks.append(("DEEPGRAM_API_KEY", "Required for Deepgram transcription"))
+                env_checks.append(
+                    ("DEEPGRAM_API_KEY", "Required for Deepgram transcription")
+                )
             elif provider == "smallest":
-                env_checks.append(("SMALLEST_API_KEY", "Required for Smallest.ai Pulse transcription"))
-    
+                env_checks.append(
+                    ("SMALLEST_API_KEY", "Required for Smallest.ai Pulse transcription")
+                )
+
     for env_var, description in env_checks:
         value = os.getenv(env_var)
         if not value or value == "":
-            diagnostics["warnings"].append({
-                "component": "Environment Variables",
-                "severity": "warning",
-                "message": f"{env_var} not set - {description}",
-                "resolution": f"Set {env_var} in .env file"
-            })
-    
+            diagnostics["warnings"].append(
+                {
+                    "component": "Environment Variables",
+                    "severity": "warning",
+                    "message": f"{env_var} not set - {description}",
+                    "resolution": f"Set {env_var} in .env file",
+                }
+            )
+
     return diagnostics
 
 
@@ -297,7 +330,9 @@ async def get_observability_config():
         from advanced_omi_backend.config_loader import load_config
 
         cfg = load_config()
-        public_url = cfg.get("observability", {}).get("langfuse", {}).get("public_url", "")
+        public_url = (
+            cfg.get("observability", {}).get("langfuse", {}).get("public_url", "")
+        )
         if public_url:
             # Strip trailing slash and build session URL
             session_base_url = f"{public_url.rstrip('/')}/project/chronicle/sessions"
@@ -321,10 +356,7 @@ async def get_diarization_settings():
     try:
         # Get settings using OmegaConf
         settings = load_diarization_settings()
-        return {
-            "settings": settings,
-            "status": "success"
-        }
+        return {"settings": settings, "status": "success"}
     except Exception as e:
         logger.exception("Error getting diarization settings")
         raise e
@@ -335,8 +367,13 @@ async def save_diarization_settings_controller(settings: dict):
     try:
         # Validate settings
         valid_keys = {
-            "diarization_source", "similarity_threshold", "min_duration", "collar",
-            "min_duration_off", "min_speakers", "max_speakers"
+            "diarization_source",
+            "similarity_threshold",
+            "min_duration",
+            "collar",
+            "min_duration_off",
+            "min_speakers",
+            "max_speakers",
         }
 
         # Filter to only valid keys (allow round-trip GET→POST)
@@ -348,19 +385,30 @@ async def save_diarization_settings_controller(settings: dict):
             # Type validation for known keys only
             if key in ["min_speakers", "max_speakers"]:
                 if not isinstance(value, int) or value < 1 or value > 20:
-                    raise HTTPException(status_code=400, detail=f"Invalid value for {key}: must be integer 1-20")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be integer 1-20",
+                    )
             elif key == "diarization_source":
                 if not isinstance(value, str) or value not in ["pyannote", "deepgram"]:
-                    raise HTTPException(status_code=400, detail=f"Invalid value for {key}: must be 'pyannote' or 'deepgram'")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be 'pyannote' or 'deepgram'",
+                    )
             else:
                 if not isinstance(value, (int, float)) or value < 0:
-                    raise HTTPException(status_code=400, detail=f"Invalid value for {key}: must be positive number")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be positive number",
+                    )
 
             filtered_settings[key] = value
 
         # Reject if NO valid keys provided (completely invalid request)
         if not filtered_settings:
-            raise HTTPException(status_code=400, detail="No valid diarization settings provided")
+            raise HTTPException(
+                status_code=400, detail="No valid diarization settings provided"
+            )
 
         # Get current settings and merge with new values
         current_settings = load_diarization_settings()
@@ -373,14 +421,14 @@ async def save_diarization_settings_controller(settings: dict):
             return {
                 "message": "Diarization settings saved successfully",
                 "settings": current_settings,
-                "status": "success"
+                "status": "success",
             }
         else:
             logger.warning("Settings save failed")
             return {
                 "message": "Settings save failed",
                 "settings": current_settings,
-                "status": "error"
+                "status": "error",
             }
 
     except Exception as e:
@@ -393,10 +441,7 @@ async def get_misc_settings():
     try:
         # Get settings using OmegaConf
         settings = load_misc_settings()
-        return {
-            "settings": settings,
-            "status": "success"
-        }
+        return {"settings": settings, "status": "success"}
     except Exception as e:
         logger.exception("Error getting misc settings")
         raise e
@@ -406,7 +451,12 @@ async def save_misc_settings_controller(settings: dict):
     """Save miscellaneous settings."""
     try:
         # Validate settings
-        boolean_keys = {"always_persist_enabled", "use_provider_segments", "per_segment_speaker_id", "always_batch_retranscribe"}
+        boolean_keys = {
+            "always_persist_enabled",
+            "use_provider_segments",
+            "per_segment_speaker_id",
+            "always_batch_retranscribe",
+        }
         integer_keys = {"transcription_job_timeout_seconds"}
         valid_keys = boolean_keys | integer_keys
 
@@ -419,16 +469,24 @@ async def save_misc_settings_controller(settings: dict):
             # Type validation
             if key in boolean_keys:
                 if not isinstance(value, bool):
-                    raise HTTPException(status_code=400, detail=f"Invalid value for {key}: must be boolean")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be boolean",
+                    )
             elif key == "transcription_job_timeout_seconds":
                 if not isinstance(value, int) or value < 60 or value > 7200:
-                    raise HTTPException(status_code=400, detail=f"Invalid value for {key}: must be integer between 60 and 7200")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be integer between 60 and 7200",
+                    )
 
             filtered_settings[key] = value
 
         # Reject if NO valid keys provided
         if not filtered_settings:
-            raise HTTPException(status_code=400, detail="No valid misc settings provided")
+            raise HTTPException(
+                status_code=400, detail="No valid misc settings provided"
+            )
 
         # Save using OmegaConf
         if save_misc_settings(filtered_settings):
@@ -439,14 +497,14 @@ async def save_misc_settings_controller(settings: dict):
             return {
                 "message": "Miscellaneous settings saved successfully",
                 "settings": updated_settings,
-                "status": "success"
+                "status": "success",
             }
         else:
             logger.warning("Settings save failed")
             return {
                 "message": "Settings save failed",
                 "settings": load_misc_settings(),
-                "status": "error"
+                "status": "error",
             }
 
     except HTTPException:
@@ -472,9 +530,7 @@ async def get_cleanup_settings_controller(user: User) -> dict:
 
 
 async def save_cleanup_settings_controller(
-    auto_cleanup_enabled: bool,
-    retention_days: int,
-    user: User
+    auto_cleanup_enabled: bool, retention_days: int, user: User
 ) -> dict:
     """
     Save cleanup settings (admin only).
@@ -504,19 +560,20 @@ async def save_cleanup_settings_controller(
 
     # Create settings object
     settings = CleanupSettings(
-        auto_cleanup_enabled=auto_cleanup_enabled,
-        retention_days=retention_days
+        auto_cleanup_enabled=auto_cleanup_enabled, retention_days=retention_days
     )
 
     # Save using OmegaConf
     save_cleanup_settings(settings)
 
-    logger.info(f"Admin {user.email} updated cleanup settings: auto_cleanup={auto_cleanup_enabled}, retention={retention_days}d")
+    logger.info(
+        f"Admin {user.email} updated cleanup settings: auto_cleanup={auto_cleanup_enabled}, retention={retention_days}d"
+    )
 
     return {
         "auto_cleanup_enabled": settings.auto_cleanup_enabled,
         "retention_days": settings.retention_days,
-        "message": "Cleanup settings saved successfully"
+        "message": "Cleanup settings saved successfully",
     }
 
 
@@ -526,7 +583,7 @@ async def get_speaker_configuration(user: User):
         return {
             "primary_speakers": user.primary_speakers,
             "user_id": user.user_id,
-            "status": "success"
+            "status": "success",
         }
     except Exception as e:
         logger.exception(f"Error getting speaker configuration for user {user.user_id}")
@@ -540,32 +597,36 @@ async def update_speaker_configuration(user: User, primary_speakers: list[dict])
         for speaker in primary_speakers:
             if not isinstance(speaker, dict):
                 raise ValueError("Each speaker must be a dictionary")
-            
+
             required_fields = ["speaker_id", "name", "user_id"]
             for field in required_fields:
                 if field not in speaker:
                     raise ValueError(f"Missing required field: {field}")
-        
+
         # Enforce server-side user_id and add timestamp to each speaker
         for speaker in primary_speakers:
             speaker["user_id"] = user.user_id  # Override client-supplied user_id
             speaker["selected_at"] = datetime.now(UTC).isoformat()
-        
+
         # Update user model
         user.primary_speakers = primary_speakers
         await user.save()
-        
-        logger.info(f"Updated primary speakers configuration for user {user.user_id}: {len(primary_speakers)} speakers")
-        
+
+        logger.info(
+            f"Updated primary speakers configuration for user {user.user_id}: {len(primary_speakers)} speakers"
+        )
+
         return {
             "message": "Primary speakers configuration updated successfully",
             "primary_speakers": primary_speakers,
             "count": len(primary_speakers),
-            "status": "success"
+            "status": "success",
         }
-        
+
     except Exception as e:
-        logger.exception(f"Error updating speaker configuration for user {user.user_id}")
+        logger.exception(
+            f"Error updating speaker configuration for user {user.user_id}"
+        )
         raise e
 
 
@@ -578,25 +639,25 @@ async def get_enrolled_speakers(user: User):
 
         # Initialize speaker recognition client
         speaker_client = SpeakerRecognitionClient()
-        
+
         if not speaker_client.enabled:
             return {
                 "speakers": [],
                 "service_available": False,
                 "message": "Speaker recognition service is not configured or disabled",
-                "status": "success"
+                "status": "success",
             }
-        
+
         # Get enrolled speakers - using hardcoded user_id=1 for now (as noted in speaker_recognition_client.py)
         speakers = await speaker_client.get_enrolled_speakers(user_id="1")
-        
+
         return {
             "speakers": speakers.get("speakers", []) if speakers else [],
             "service_available": True,
             "message": "Successfully retrieved enrolled speakers",
-            "status": "success"
+            "status": "success",
         }
-        
+
     except Exception as e:
         logger.exception(f"Error getting enrolled speakers for user {user.user_id}")
         raise e
@@ -611,25 +672,25 @@ async def get_speaker_service_status():
 
         # Initialize speaker recognition client
         speaker_client = SpeakerRecognitionClient()
-        
+
         if not speaker_client.enabled:
             return {
                 "service_available": False,
                 "healthy": False,
                 "message": "Speaker recognition service is not configured or disabled",
-                "status": "disabled"
+                "status": "disabled",
             }
-        
+
         # Perform health check
         health_result = await speaker_client.health_check()
-        
+
         if health_result:
             return {
                 "service_available": True,
                 "healthy": True,
                 "message": "Speaker recognition service is healthy",
                 "service_url": speaker_client.service_url,
-                "status": "healthy"
+                "status": "healthy",
             }
         else:
             return {
@@ -637,17 +698,17 @@ async def get_speaker_service_status():
                 "healthy": False,
                 "message": "Speaker recognition service is not responding",
                 "service_url": speaker_client.service_url,
-                "status": "unhealthy"
+                "status": "unhealthy",
             }
-        
+
     except Exception as e:
         logger.exception("Error checking speaker service status")
         raise e
 
 
-
 # Memory Configuration Management Functions
 
+
 async def get_memory_config_raw():
     """Get current memory configuration (memory section of config.yml) as YAML."""
     try:
@@ -655,7 +716,7 @@ async def get_memory_config_raw():
         if not os.path.exists(cfg_path):
             raise FileNotFoundError(f"Config file not found: {cfg_path}")
 
-        with open(cfg_path, 'r') as f:
+        with open(cfg_path, "r") as f:
             data = _yaml.load(f) or {}
         memory_section = data.get("memory", {})
         stream = StringIO()
@@ -691,10 +752,10 @@ async def update_memory_config_raw(config_yaml: str):
         shutil.copy2(cfg_path, backup_path)
 
         # Update memory section and write file
-        with open(cfg_path, 'r') as f:
+        with open(cfg_path, "r") as f:
             data = _yaml.load(f) or {}
         data["memory"] = new_mem
-        with open(cfg_path, 'w') as f:
+        with open(cfg_path, "w") as f:
             _yaml.dump(data, f)
 
         # Reload registry
@@ -717,9 +778,13 @@ async def validate_memory_config(config_yaml: str):
         try:
             parsed = _yaml.load(config_yaml)
         except Exception as e:
-            raise HTTPException(status_code=400, detail=f"Invalid YAML syntax: {str(e)}")
+            raise HTTPException(
+                status_code=400, detail=f"Invalid YAML syntax: {str(e)}"
+            )
         if not isinstance(parsed, dict):
-            raise HTTPException(status_code=400, detail="Configuration must be a YAML object")
+            raise HTTPException(
+                status_code=400, detail="Configuration must be a YAML object"
+            )
         # Minimal checks
         # provider optional; timeout_seconds optional; extraction enabled/prompt optional
         return {"message": "Configuration is valid", "status": "success"}
@@ -728,7 +793,9 @@ async def validate_memory_config(config_yaml: str):
         raise
     except Exception as e:
         logger.exception("Error validating memory config")
-        raise HTTPException(status_code=500, detail=f"Error validating memory config: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Error validating memory config: {str(e)}"
+        )
 
 
 async def reload_memory_config():
@@ -736,7 +803,11 @@ async def reload_memory_config():
     try:
         cfg_path = _find_config_path()
         load_models_config(force_reload=True)
-        return {"message": "Configuration reloaded", "config_path": str(cfg_path), "status": "success"}
+        return {
+            "message": "Configuration reloaded",
+            "config_path": str(cfg_path),
+            "status": "success",
+        }
     except Exception as e:
         logger.exception("Error reloading config")
         raise e
@@ -758,7 +829,7 @@ async def delete_all_user_memories(user: User):
             "message": f"Successfully deleted {deleted_count} memories",
             "deleted_count": deleted_count,
             "user_id": user.user_id,
-            "status": "success"
+            "status": "success",
         }
 
     except Exception as e:
@@ -768,6 +839,7 @@ async def delete_all_user_memories(user: User):
 
 # Memory Provider Configuration Functions
 
+
 async def get_memory_provider():
     """Get current memory provider configuration."""
     try:
@@ -782,7 +854,7 @@ async def get_memory_provider():
         return {
             "current_provider": current_provider,
             "available_providers": available_providers,
-            "status": "success"
+            "status": "success",
         }
 
     except Exception as e:
@@ -798,7 +870,9 @@ async def set_memory_provider(provider: str):
         valid_providers = ["chronicle", "openmemory_mcp"]
 
         if provider not in valid_providers:
-            raise ValueError(f"Invalid provider '{provider}'. Valid providers: {', '.join(valid_providers)}")
+            raise ValueError(
+                f"Invalid provider '{provider}'. Valid providers: {', '.join(valid_providers)}"
+            )
 
         # Path to .env file (assuming we're running from backends/advanced/)
         env_path = os.path.join(os.getcwd(), ".env")
@@ -807,7 +881,7 @@ async def set_memory_provider(provider: str):
             raise FileNotFoundError(f".env file not found at {env_path}")
 
         # Read current .env file
-        with open(env_path, 'r') as file:
+        with open(env_path, "r") as file:
             lines = file.readlines()
 
         # Update or add MEMORY_PROVIDER line
@@ -823,7 +897,9 @@ async def set_memory_provider(provider: str):
 
         # If MEMORY_PROVIDER wasn't found, add it
         if not provider_found:
-            updated_lines.append(f"\n# Memory Provider Configuration\nMEMORY_PROVIDER={provider}\n")
+            updated_lines.append(
+                f"\n# Memory Provider Configuration\nMEMORY_PROVIDER={provider}\n"
+            )
 
         # Create backup
         backup_path = f"{env_path}.bak"
@@ -831,7 +907,7 @@ async def set_memory_provider(provider: str):
         logger.info(f"Created .env backup at {backup_path}")
 
         # Write updated .env file
-        with open(env_path, 'w') as file:
+        with open(env_path, "w") as file:
             file.writelines(updated_lines)
 
         # Update environment variable for current process
@@ -845,7 +921,7 @@ async def set_memory_provider(provider: str):
             "env_path": env_path,
             "backup_created": True,
             "requires_restart": True,
-            "status": "success"
+            "status": "success",
         }
 
     except Exception as e:
@@ -855,6 +931,7 @@ async def set_memory_provider(provider: str):
 
 # LLM Operations Configuration Functions
 
+
 async def get_llm_operations():
     """Get LLM operation configurations and available models."""
     try:
@@ -902,29 +979,49 @@ async def save_llm_operations(operations: dict):
 
         for op_name, op_value in operations.items():
             if not isinstance(op_value, dict):
-                raise HTTPException(status_code=400, detail=f"Operation '{op_name}' must be a dict")
+                raise HTTPException(
+                    status_code=400, detail=f"Operation '{op_name}' must be a dict"
+                )
 
             extra_keys = set(op_value.keys()) - valid_keys
             if extra_keys:
-                raise HTTPException(status_code=400, detail=f"Invalid keys for '{op_name}': {extra_keys}")
+                raise HTTPException(
+                    status_code=400,
+                    detail=f"Invalid keys for '{op_name}': {extra_keys}",
+                )
 
             if "temperature" in op_value and op_value["temperature"] is not None:
                 t = op_value["temperature"]
                 if not isinstance(t, (int, float)) or t < 0 or t > 2:
-                    raise HTTPException(status_code=400, detail=f"Invalid temperature for '{op_name}': must be 0-2")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid temperature for '{op_name}': must be 0-2",
+                    )
 
             if "max_tokens" in op_value and op_value["max_tokens"] is not None:
                 mt = op_value["max_tokens"]
                 if not isinstance(mt, int) or mt <= 0:
-                    raise HTTPException(status_code=400, detail=f"Invalid max_tokens for '{op_name}': must be positive int")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid max_tokens for '{op_name}': must be positive int",
+                    )
 
             if "model" in op_value and op_value["model"] is not None:
                 if not registry.get_by_name(op_value["model"]):
-                    raise HTTPException(status_code=400, detail=f"Model '{op_value['model']}' not found in registry")
-
-            if "response_format" in op_value and op_value["response_format"] is not None:
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Model '{op_value['model']}' not found in registry",
+                    )
+
+            if (
+                "response_format" in op_value
+                and op_value["response_format"] is not None
+            ):
                 if op_value["response_format"] != "json":
-                    raise HTTPException(status_code=400, detail=f"response_format must be 'json' or null")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"response_format must be 'json' or null",
+                    )
 
         if save_config_section("llm_operations", operations):
             load_models_config(force_reload=True)
@@ -958,11 +1055,21 @@ async def test_llm_model(model_name: Optional[str]):
         if model_name:
             model_def = registry.get_by_name(model_name)
             if not model_def:
-                return {"success": False, "model_name": model_name, "error": f"Model '{model_name}' not found", "status": "error"}
+                return {
+                    "success": False,
+                    "model_name": model_name,
+                    "error": f"Model '{model_name}' not found",
+                    "status": "error",
+                }
         else:
             model_def = registry.get_default("llm")
             if not model_def:
-                return {"success": False, "model_name": None, "error": "No default LLM configured", "status": "error"}
+                return {
+                    "success": False,
+                    "model_name": None,
+                    "error": "No default LLM configured",
+                    "status": "error",
+                }
 
         client = create_openai_client(
             api_key=model_def.api_key or "",
@@ -998,6 +1105,7 @@ async def test_llm_model(model_name: Optional[str]):
 
 # Chat Configuration Management Functions
 
+
 async def get_chat_config_yaml() -> str:
     """Get chat system prompt as plain text."""
     try:
@@ -1012,11 +1120,11 @@ async def get_chat_config_yaml() -> str:
         if not os.path.exists(config_path):
             return default_prompt
 
-        with open(config_path, 'r') as f:
+        with open(config_path, "r") as f:
             full_config = _yaml.load(f) or {}
 
-        chat_config = full_config.get('chat', {})
-        system_prompt = chat_config.get('system_prompt', default_prompt)
+        chat_config = full_config.get("chat", {})
+        system_prompt = chat_config.get("system_prompt", default_prompt)
 
         # Return just the prompt text, not the YAML structure
         return system_prompt
@@ -1042,26 +1150,26 @@ async def save_chat_config_yaml(prompt_text: str) -> dict:
             raise ValueError("Prompt too long (maximum 10000 characters)")
 
         # Create chat config dict
-        chat_config = {'system_prompt': prompt_text}
+        chat_config = {"system_prompt": prompt_text}
 
         # Load full config
         if os.path.exists(config_path):
-            with open(config_path, 'r') as f:
+            with open(config_path, "r") as f:
                 full_config = _yaml.load(f) or {}
         else:
             full_config = {}
 
         # Backup existing config
         if os.path.exists(config_path):
-            backup_path = str(config_path) + '.backup'
+            backup_path = str(config_path) + ".backup"
             shutil.copy2(config_path, backup_path)
             logger.info(f"Created config backup at {backup_path}")
 
         # Update chat section
-        full_config['chat'] = chat_config
+        full_config["chat"] = chat_config
 
         # Save
-        with open(config_path, 'w') as f:
+        with open(config_path, "w") as f:
             _yaml.dump(full_config, f)
 
         # Reload config in memory (hot-reload)
@@ -1087,7 +1195,10 @@ async def validate_chat_config_yaml(prompt_text: str) -> dict:
         if len(prompt_text) < 10:
             return {"valid": False, "error": "Prompt too short (minimum 10 characters)"}
         if len(prompt_text) > 10000:
-            return {"valid": False, "error": "Prompt too long (maximum 10000 characters)"}
+            return {
+                "valid": False,
+                "error": "Prompt too long (maximum 10000 characters)",
+            }
 
         return {"valid": True, "message": "Configuration is valid"}
 
@@ -1098,6 +1209,7 @@ async def validate_chat_config_yaml(prompt_text: str) -> dict:
 
 # Plugin Configuration Management Functions
 
+
 async def get_plugins_config_yaml() -> str:
     """Get plugins configuration as YAML text."""
     try:
@@ -1120,7 +1232,7 @@ async def get_plugins_config_yaml() -> str:
         if not plugins_yml_path.exists():
             return default_config
 
-        with open(plugins_yml_path, 'r') as f:
+        with open(plugins_yml_path, "r") as f:
             yaml_content = f.read()
 
         return yaml_content
@@ -1142,7 +1254,7 @@ async def save_plugins_config_yaml(yaml_content: str) -> dict:
                 raise ValueError("Configuration must be a YAML dictionary")
 
             # Validate has 'plugins' key
-            if 'plugins' not in parsed_config:
+            if "plugins" not in parsed_config:
                 raise ValueError("Configuration must contain 'plugins' key")
 
         except ValueError:
@@ -1155,12 +1267,12 @@ async def save_plugins_config_yaml(yaml_content: str) -> dict:
 
         # Backup existing config
         if plugins_yml_path.exists():
-            backup_path = str(plugins_yml_path) + '.backup'
+            backup_path = str(plugins_yml_path) + ".backup"
             shutil.copy2(plugins_yml_path, backup_path)
             logger.info(f"Created plugins config backup at {backup_path}")
 
         # Save new config
-        with open(plugins_yml_path, 'w') as f:
+        with open(plugins_yml_path, "w") as f:
             f.write(yaml_content)
 
         # Hot-reload plugins and signal worker restart
@@ -1201,35 +1313,55 @@ async def validate_plugins_config_yaml(yaml_content: str) -> dict:
         if not isinstance(parsed_config, dict):
             return {"valid": False, "error": "Configuration must be a YAML dictionary"}
 
-        if 'plugins' not in parsed_config:
+        if "plugins" not in parsed_config:
             return {"valid": False, "error": "Configuration must contain 'plugins' key"}
 
-        plugins = parsed_config['plugins']
+        plugins = parsed_config["plugins"]
         if not isinstance(plugins, dict):
             return {"valid": False, "error": "'plugins' must be a dictionary"}
 
         # Validate each plugin
-        valid_access_levels = ['transcript', 'conversation', 'memory']
-        valid_trigger_types = ['wake_word', 'always', 'conditional']
+        valid_access_levels = ["transcript", "conversation", "memory"]
+        valid_trigger_types = ["wake_word", "always", "conditional"]
 
         for plugin_id, plugin_config in plugins.items():
             if not isinstance(plugin_config, dict):
-                return {"valid": False, "error": f"Plugin '{plugin_id}' config must be a dictionary"}
+                return {
+                    "valid": False,
+                    "error": f"Plugin '{plugin_id}' config must be a dictionary",
+                }
 
             # Check required fields
-            if 'enabled' in plugin_config and not isinstance(plugin_config['enabled'], bool):
-                return {"valid": False, "error": f"Plugin '{plugin_id}': 'enabled' must be boolean"}
+            if "enabled" in plugin_config and not isinstance(
+                plugin_config["enabled"], bool
+            ):
+                return {
+                    "valid": False,
+                    "error": f"Plugin '{plugin_id}': 'enabled' must be boolean",
+                }
 
-            if 'access_level' in plugin_config and plugin_config['access_level'] not in valid_access_levels:
-                return {"valid": False, "error": f"Plugin '{plugin_id}': invalid access_level (must be one of {valid_access_levels})"}
+            if (
+                "access_level" in plugin_config
+                and plugin_config["access_level"] not in valid_access_levels
+            ):
+                return {
+                    "valid": False,
+                    "error": f"Plugin '{plugin_id}': invalid access_level (must be one of {valid_access_levels})",
+                }
 
-            if 'trigger' in plugin_config:
-                trigger = plugin_config['trigger']
+            if "trigger" in plugin_config:
+                trigger = plugin_config["trigger"]
                 if not isinstance(trigger, dict):
-                    return {"valid": False, "error": f"Plugin '{plugin_id}': 'trigger' must be a dictionary"}
+                    return {
+                        "valid": False,
+                        "error": f"Plugin '{plugin_id}': 'trigger' must be a dictionary",
+                    }
 
-                if 'type' in trigger and trigger['type'] not in valid_trigger_types:
-                    return {"valid": False, "error": f"Plugin '{plugin_id}': invalid trigger type (must be one of {valid_trigger_types})"}
+                if "type" in trigger and trigger["type"] not in valid_trigger_types:
+                    return {
+                        "valid": False,
+                        "error": f"Plugin '{plugin_id}': invalid trigger type (must be one of {valid_trigger_types})",
+                    }
 
         return {"valid": True, "message": "Configuration is valid"}
 
@@ -1314,9 +1446,11 @@ async def reload_plugins_controller(app=None) -> dict:
 
     return {
         "success": reload_result.get("success", False),
-        "message": "Plugins reloaded and worker restart signaled"
-        if worker_signal_sent
-        else "Plugins reloaded but worker restart signal failed",
+        "message": (
+            "Plugins reloaded and worker restart signaled"
+            if worker_signal_sent
+            else "Plugins reloaded but worker restart signal failed"
+        ),
         "reload": reload_result,
         "worker_signal_sent": worker_signal_sent,
     }
@@ -1324,6 +1458,7 @@ async def reload_plugins_controller(app=None) -> dict:
 
 # Structured Plugin Configuration Management Functions (Form-based UI)
 
+
 async def get_plugins_metadata() -> dict:
     """Get plugin metadata for form-based configuration UI.
 
@@ -1350,30 +1485,28 @@ async def get_plugins_metadata() -> dict:
         orchestration_configs = {}
 
         if plugins_yml_path.exists():
-            with open(plugins_yml_path, 'r') as f:
+            with open(plugins_yml_path, "r") as f:
                 plugins_data = _yaml.load(f) or {}
-                orchestration_configs = plugins_data.get('plugins', {})
+                orchestration_configs = plugins_data.get("plugins", {})
 
         # Build metadata for each plugin
         plugins_metadata = []
         for plugin_id, plugin_class in discovered_plugins.items():
             # Get orchestration config (or empty dict if not configured)
-            orchestration_config = orchestration_configs.get(plugin_id, {
-                'enabled': False,
-                'events': [],
-                'condition': {'type': 'always'}
-            })
+            orchestration_config = orchestration_configs.get(
+                plugin_id,
+                {"enabled": False, "events": [], "condition": {"type": "always"}},
+            )
 
             # Get complete metadata including schema
-            metadata = get_plugin_metadata(plugin_id, plugin_class, orchestration_config)
+            metadata = get_plugin_metadata(
+                plugin_id, plugin_class, orchestration_config
+            )
             plugins_metadata.append(metadata)
 
         logger.info(f"Retrieved metadata for {len(plugins_metadata)} plugins")
 
-        return {
-            "plugins": plugins_metadata,
-            "status": "success"
-        }
+        return {"plugins": plugins_metadata, "status": "success"}
 
     except Exception as e:
         logger.exception("Error getting plugins metadata")
@@ -1396,7 +1529,10 @@ async def update_plugin_config_structured(plugin_id: str, config: dict) -> dict:
         Success message with list of updated files
     """
     try:
-        from advanced_omi_backend.services.plugin_service import _get_plugins_dir, discover_plugins
+        from advanced_omi_backend.services.plugin_service import (
+            _get_plugins_dir,
+            discover_plugins,
+        )
 
         # Validate plugin exists
         discovered_plugins = discover_plugins()
@@ -1406,84 +1542,87 @@ async def update_plugin_config_structured(plugin_id: str, config: dict) -> dict:
         updated_files = []
 
         # 1. Update config/plugins.yml (orchestration)
-        if 'orchestration' in config:
+        if "orchestration" in config:
             plugins_yml_path = get_plugins_yml_path()
 
             # Load current plugins.yml
             if plugins_yml_path.exists():
-                with open(plugins_yml_path, 'r') as f:
+                with open(plugins_yml_path, "r") as f:
                     plugins_data = _yaml.load(f) or {}
             else:
                 plugins_data = {}
 
-            if 'plugins' not in plugins_data:
-                plugins_data['plugins'] = {}
+            if "plugins" not in plugins_data:
+                plugins_data["plugins"] = {}
 
             # Update orchestration config
-            orchestration = config['orchestration']
-            plugins_data['plugins'][plugin_id] = {
-                'enabled': orchestration.get('enabled', False),
-                'events': orchestration.get('events', []),
-                'condition': orchestration.get('condition', {'type': 'always'})
+            orchestration = config["orchestration"]
+            plugins_data["plugins"][plugin_id] = {
+                "enabled": orchestration.get("enabled", False),
+                "events": orchestration.get("events", []),
+                "condition": orchestration.get("condition", {"type": "always"}),
             }
 
             # Create backup
             if plugins_yml_path.exists():
-                backup_path = str(plugins_yml_path) + '.backup'
+                backup_path = str(plugins_yml_path) + ".backup"
                 shutil.copy2(plugins_yml_path, backup_path)
 
             # Create config directory if needed
             plugins_yml_path.parent.mkdir(parents=True, exist_ok=True)
 
             # Write updated plugins.yml
-            with open(plugins_yml_path, 'w') as f:
+            with open(plugins_yml_path, "w") as f:
                 _yaml.dump(plugins_data, f)
 
             updated_files.append(str(plugins_yml_path))
-            logger.info(f"Updated orchestration config for '{plugin_id}' in {plugins_yml_path}")
+            logger.info(
+                f"Updated orchestration config for '{plugin_id}' in {plugins_yml_path}"
+            )
 
         # 2. Update plugins/{plugin_id}/config.yml (settings with env var references)
-        if 'settings' in config:
+        if "settings" in config:
             plugins_dir = _get_plugins_dir()
             plugin_config_path = plugins_dir / plugin_id / "config.yml"
 
             # Load current config.yml
             if plugin_config_path.exists():
-                with open(plugin_config_path, 'r') as f:
+                with open(plugin_config_path, "r") as f:
                     plugin_config_data = _yaml.load(f) or {}
             else:
                 plugin_config_data = {}
 
             # Update settings (preserve ${ENV_VAR} references)
-            settings = config['settings']
+            settings = config["settings"]
             plugin_config_data.update(settings)
 
             # Create backup
             if plugin_config_path.exists():
-                backup_path = str(plugin_config_path) + '.backup'
+                backup_path = str(plugin_config_path) + ".backup"
                 shutil.copy2(plugin_config_path, backup_path)
 
             # Write updated config.yml
-            with open(plugin_config_path, 'w') as f:
+            with open(plugin_config_path, "w") as f:
                 _yaml.dump(plugin_config_data, f)
 
             updated_files.append(str(plugin_config_path))
             logger.info(f"Updated settings for '{plugin_id}' in {plugin_config_path}")
 
         # 3. Update per-plugin .env (only changed env vars)
-        if 'env_vars' in config and config['env_vars']:
+        if "env_vars" in config and config["env_vars"]:
             from advanced_omi_backend.services.plugin_service import save_plugin_env
 
             # Filter out masked values (unchanged secrets)
             changed_vars = {
-                k: v for k, v in config['env_vars'].items()
-                if v != '••••••••••••'
+                k: v for k, v in config["env_vars"].items() if v != "••••••••••••"
             }
 
             if changed_vars:
                 env_path = save_plugin_env(plugin_id, changed_vars)
                 updated_files.append(str(env_path))
-                logger.info(f"Saved {len(changed_vars)} env var(s) to per-plugin .env for '{plugin_id}'")
+                logger.info(
+                    f"Saved {len(changed_vars)} env var(s) to per-plugin .env for '{plugin_id}'"
+                )
 
                 # Update os.environ so hot-reload picks up changes immediately
                 for k, v in changed_vars.items():
@@ -1496,7 +1635,9 @@ async def update_plugin_config_structured(plugin_id: str, config: dict) -> dict:
         except Exception as reload_err:
             logger.warning(f"Auto-reload failed, manual restart needed: {reload_err}")
 
-        message = f"Plugin '{plugin_id}' configuration updated and reloaded successfully."
+        message = (
+            f"Plugin '{plugin_id}' configuration updated and reloaded successfully."
+        )
         if reload_result is None:
             message = f"Plugin '{plugin_id}' configuration updated. Restart backend for changes to take effect."
 
@@ -1505,7 +1646,7 @@ async def update_plugin_config_structured(plugin_id: str, config: dict) -> dict:
             "message": message,
             "updated_files": updated_files,
             "reload": reload_result,
-            "status": "success"
+            "status": "success",
         }
 
     except Exception as e:
@@ -1541,29 +1682,29 @@ async def test_plugin_connection(plugin_id: str, config: dict) -> dict:
         plugin_class = discovered_plugins[plugin_id]
 
         # Check if plugin supports testing
-        if not hasattr(plugin_class, 'test_connection'):
+        if not hasattr(plugin_class, "test_connection"):
             return {
                 "success": False,
                 "message": f"Plugin '{plugin_id}' does not support connection testing",
-                "status": "unsupported"
+                "status": "unsupported",
             }
 
         # Build complete config from provided data
         test_config = {}
 
         # Merge settings
-        if 'settings' in config:
-            test_config.update(config['settings'])
+        if "settings" in config:
+            test_config.update(config["settings"])
 
         # Load per-plugin env for resolving masked values
         plugin_env = load_plugin_env(plugin_id)
 
         # Add env vars (expand any ${ENV_VAR} references with test values)
-        if 'env_vars' in config:
-            for key, value in config['env_vars'].items():
+        if "env_vars" in config:
+            for key, value in config["env_vars"].items():
                 # For masked values, resolve from per-plugin .env then os.environ
-                if value == '••••••••••••':
-                    value = plugin_env.get(key) or os.getenv(key, '')
+                if value == "••••••••••••":
+                    value = plugin_env.get(key) or os.getenv(key, "")
                 test_config[key.lower()] = value
 
         # Expand any remaining env var references
@@ -1572,7 +1713,9 @@ async def test_plugin_connection(plugin_id: str, config: dict) -> dict:
         # Call plugin's test_connection static method
         result = await plugin_class.test_connection(test_config)
 
-        logger.info(f"Test connection for '{plugin_id}': {result.get('message', 'No message')}")
+        logger.info(
+            f"Test connection for '{plugin_id}': {result.get('message', 'No message')}"
+        )
 
         return result
 
@@ -1581,12 +1724,13 @@ async def test_plugin_connection(plugin_id: str, config: dict) -> dict:
         return {
             "success": False,
             "message": f"Connection test failed: {str(e)}",
-            "status": "error"
+            "status": "error",
         }
 
 
 # Plugin Lifecycle Management Functions (create / write-code / delete)
 
+
 def _snake_to_pascal(snake_str: str) -> str:
     """Convert snake_case to PascalCase."""
     return "".join(word.capitalize() for word in snake_str.split("_"))
@@ -1615,25 +1759,40 @@ async def create_plugin(
     Returns:
         Success dict with plugin_id and created_files list
     """
-    from advanced_omi_backend.services.plugin_service import _get_plugins_dir, discover_plugins
+    from advanced_omi_backend.services.plugin_service import (
+        _get_plugins_dir,
+        discover_plugins,
+    )
 
     # Validate name
     if not plugin_name.replace("_", "").isalnum():
-        return {"success": False, "error": "Plugin name must be alphanumeric with underscores only"}
+        return {
+            "success": False,
+            "error": "Plugin name must be alphanumeric with underscores only",
+        }
 
     if not re.match(r"^[a-z][a-z0-9_]*$", plugin_name):
-        return {"success": False, "error": "Plugin name must be lowercase snake_case starting with a letter"}
+        return {
+            "success": False,
+            "error": "Plugin name must be lowercase snake_case starting with a letter",
+        }
 
     plugins_dir = _get_plugins_dir()
     plugin_dir = plugins_dir / plugin_name
 
     # Collision check
     if plugin_dir.exists():
-        return {"success": False, "error": f"Plugin '{plugin_name}' already exists at {plugin_dir}"}
+        return {
+            "success": False,
+            "error": f"Plugin '{plugin_name}' already exists at {plugin_dir}",
+        }
 
     discovered = discover_plugins()
     if plugin_name in discovered:
-        return {"success": False, "error": f"Plugin '{plugin_name}' is already registered"}
+        return {
+            "success": False,
+            "error": f"Plugin '{plugin_name}' is already registered",
+        }
 
     class_name = _snake_to_pascal(plugin_name) + "Plugin"
     created_files: list[str] = []
@@ -1650,8 +1809,14 @@ async def create_plugin(
             (plugin_dir / "plugin.py").write_text(plugin_code, encoding="utf-8")
         else:
             # Write standard boilerplate
-            events_str = ", ".join(f'"{e}"' for e in events) if events else '"conversation.complete"'
-            boilerplate = inspect.cleandoc(f'''
+            events_str = (
+                ", ".join(f'"{e}"' for e in events)
+                if events
+                else '"conversation.complete"'
+            )
+            boilerplate = (
+                inspect.cleandoc(
+                    f'''
                 """
                 {class_name} implementation.
 
@@ -1688,7 +1853,10 @@ async def cleanup(self):
                     async def on_conversation_complete(self, context: PluginContext) -> Optional[PluginResult]:
                         logger.info(f"Processing conversation for user: {{context.user_id}}")
                         return PluginResult(success=True, message="OK")
-            ''') + "\n"
+            '''
+                )
+                + "\n"
+            )
             (plugin_dir / "plugin.py").write_text(boilerplate, encoding="utf-8")
         created_files.append("plugin.py")
 
@@ -1699,7 +1867,7 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
 
         # config.yml
         config_yml = {"description": description}
-        with open(plugin_dir / "config.yml", 'w', encoding="utf-8") as f:
+        with open(plugin_dir / "config.yml", "w", encoding="utf-8") as f:
             _yaml.dump(config_yml, f)
         created_files.append("config.yml")
 
@@ -1765,7 +1933,10 @@ async def write_plugin_code(
     plugin_dir = plugins_dir / plugin_id
 
     if not plugin_dir.exists():
-        return {"success": False, "error": f"Plugin '{plugin_id}' not found at {plugin_dir}"}
+        return {
+            "success": False,
+            "error": f"Plugin '{plugin_id}' not found at {plugin_dir}",
+        }
 
     updated_files: list[str] = []
 
@@ -1848,9 +2019,14 @@ async def delete_plugin(plugin_id: str, remove_files: bool = False) -> dict:
         logger.info(f"Removed plugin directory: {plugin_dir}")
 
     if not removed_from_yml and not files_removed:
-        return {"success": False, "error": f"Plugin '{plugin_id}' not found in plugins.yml or on disk"}
+        return {
+            "success": False,
+            "error": f"Plugin '{plugin_id}' not found in plugins.yml or on disk",
+        }
 
-    logger.info(f"Deleted plugin '{plugin_id}' (yml={removed_from_yml}, files={files_removed})")
+    logger.info(
+        f"Deleted plugin '{plugin_id}' (yml={removed_from_yml}, files={files_removed})"
+    )
     return {
         "success": True,
         "plugin_id": plugin_id,
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/user_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/user_controller.py
index ce801327..a0c10e4f 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/user_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/user_controller.py
@@ -9,11 +9,7 @@
 from fastapi import HTTPException
 from fastapi.responses import JSONResponse
 
-from advanced_omi_backend.auth import (
-    ADMIN_EMAIL,
-    UserManager,
-    get_user_db,
-)
+from advanced_omi_backend.auth import ADMIN_EMAIL, UserManager, get_user_db
 from advanced_omi_backend.client_manager import get_user_clients_all
 from advanced_omi_backend.database import db, users_col
 from advanced_omi_backend.models.conversation import Conversation
@@ -50,7 +46,9 @@ async def create_user(user_data: UserCreate):
             # If we get here, user exists
             return JSONResponse(
                 status_code=409,
-                content={"message": f"User with email {user_data.email} already exists"},
+                content={
+                    "message": f"User with email {user_data.email} already exists"
+                },
             )
         except Exception:
             # User doesn't exist, continue with creation
@@ -61,15 +59,17 @@ async def create_user(user_data: UserCreate):
 
         # Return the full user object (serialized via UserRead schema)
         from advanced_omi_backend.models.user import UserRead
+
         user_read = UserRead.model_validate(user)
 
         return JSONResponse(
             status_code=201,
-            content=user_read.model_dump(mode='json'),
+            content=user_read.model_dump(mode="json"),
         )
 
     except Exception as e:
         import traceback
+
         error_details = traceback.format_exc()
         logger.error(f"Error creating user: {e}")
         logger.error(f"Full traceback: {error_details}")
@@ -89,15 +89,16 @@ async def update_user(user_id: str, user_data: UserUpdate):
             logger.error(f"Invalid ObjectId format for user_id {user_id}: {e}")
             return JSONResponse(
                 status_code=400,
-                content={"message": f"Invalid user_id format: {user_id}. Must be a valid ObjectId."},
+                content={
+                    "message": f"Invalid user_id format: {user_id}. Must be a valid ObjectId."
+                },
             )
 
         # Check if user exists
         existing_user = await users_col.find_one({"_id": object_id})
         if not existing_user:
             return JSONResponse(
-                status_code=404, 
-                content={"message": f"User {user_id} not found"}
+                status_code=404, content={"message": f"User {user_id} not found"}
             )
 
         # Get user database and create user manager
@@ -114,15 +115,17 @@ async def update_user(user_id: str, user_data: UserUpdate):
 
         # Return the full user object (serialized via UserRead schema)
         from advanced_omi_backend.models.user import UserRead
+
         user_read = UserRead.model_validate(updated_user)
 
         return JSONResponse(
             status_code=200,
-            content=user_read.model_dump(mode='json'),
+            content=user_read.model_dump(mode="json"),
         )
 
     except Exception as e:
         import traceback
+
         error_details = traceback.format_exc()
         logger.error(f"Error updating user: {e}")
         logger.error(f"Full traceback: {error_details}")
@@ -154,7 +157,9 @@ async def delete_user(
         # Check if user exists
         existing_user = await users_col.find_one({"_id": object_id})
         if not existing_user:
-            return JSONResponse(status_code=404, content={"message": f"User {user_id} not found"})
+            return JSONResponse(
+                status_code=404, content={"message": f"User {user_id} not found"}
+            )
 
         # Prevent deletion of administrator user
         user_email = existing_user.get("email", "")
@@ -176,7 +181,9 @@ async def delete_user(
 
         if delete_conversations:
             # Delete all conversations for this user
-            conversations_result = await Conversation.find(Conversation.user_id == user_id).delete()
+            conversations_result = await Conversation.find(
+                Conversation.user_id == user_id
+            ).delete()
             deleted_data["conversations_deleted"] = conversations_result.deleted_count
 
         if delete_memories:
@@ -196,7 +203,9 @@ async def delete_user(
         message = f"User {user_id} deleted successfully"
         deleted_items = []
         if delete_conversations and deleted_data.get("conversations_deleted", 0) > 0:
-            deleted_items.append(f"{deleted_data['conversations_deleted']} conversations")
+            deleted_items.append(
+                f"{deleted_data['conversations_deleted']} conversations"
+            )
         if delete_memories and deleted_data.get("memories_deleted", 0) > 0:
             deleted_items.append(f"{deleted_data['memories_deleted']} memories")
 
diff --git a/backends/advanced/src/advanced_omi_backend/cron_scheduler.py b/backends/advanced/src/advanced_omi_backend/cron_scheduler.py
index a496516f..3e3f6b8b 100644
--- a/backends/advanced/src/advanced_omi_backend/cron_scheduler.py
+++ b/backends/advanced/src/advanced_omi_backend/cron_scheduler.py
@@ -32,6 +32,7 @@
 # Data classes
 # ---------------------------------------------------------------------------
 
+
 @dataclass
 class CronJobConfig:
     job_id: str
@@ -66,6 +67,7 @@ def _get_job_func(job_id: str) -> Optional[JobFunc]:
 # Scheduler
 # ---------------------------------------------------------------------------
 
+
 class CronScheduler:
     def __init__(self) -> None:
         self.jobs: Dict[str, CronJobConfig] = {}
@@ -79,6 +81,7 @@ def __init__(self) -> None:
     async def start(self) -> None:
         """Load config, restore state from Redis, and start the scheduler loop."""
         import os
+
         redis_url = os.getenv("REDIS_URL", "redis://localhost:6379/0")
         self._redis = aioredis.from_url(redis_url, decode_responses=True)
 
@@ -129,7 +132,9 @@ async def update_job(
             if not croniter.is_valid(schedule):
                 raise ValueError(f"Invalid cron expression: {schedule}")
             cfg.schedule = schedule
-            cfg.next_run = croniter(schedule, datetime.now(timezone.utc)).get_next(datetime)
+            cfg.next_run = croniter(schedule, datetime.now(timezone.utc)).get_next(
+                datetime
+            )
 
         if enabled is not None:
             cfg.enabled = enabled
@@ -137,7 +142,11 @@ async def update_job(
         # Persist changes to config.yml
         save_config_section(
             f"cron_jobs.{job_id}",
-            {"enabled": cfg.enabled, "schedule": cfg.schedule, "description": cfg.description},
+            {
+                "enabled": cfg.enabled,
+                "schedule": cfg.schedule,
+                "description": cfg.description,
+            },
         )
 
         # Update next_run in Redis
@@ -147,22 +156,26 @@ async def update_job(
                 cfg.next_run.isoformat(),
             )
 
-        logger.info(f"Updated cron job '{job_id}': enabled={cfg.enabled}, schedule={cfg.schedule}")
+        logger.info(
+            f"Updated cron job '{job_id}': enabled={cfg.enabled}, schedule={cfg.schedule}"
+        )
 
     async def get_all_jobs_status(self) -> List[dict]:
         """Return status of all registered cron jobs."""
         result = []
         for job_id, cfg in self.jobs.items():
-            result.append({
-                "job_id": job_id,
-                "enabled": cfg.enabled,
-                "schedule": cfg.schedule,
-                "description": cfg.description,
-                "last_run": cfg.last_run.isoformat() if cfg.last_run else None,
-                "next_run": cfg.next_run.isoformat() if cfg.next_run else None,
-                "running": cfg.running,
-                "last_error": cfg.last_error,
-            })
+            result.append(
+                {
+                    "job_id": job_id,
+                    "enabled": cfg.enabled,
+                    "schedule": cfg.schedule,
+                    "description": cfg.description,
+                    "last_run": cfg.last_run.isoformat() if cfg.last_run else None,
+                    "next_run": cfg.next_run.isoformat() if cfg.next_run else None,
+                    "running": cfg.running,
+                    "last_error": cfg.last_error,
+                }
+            )
         return result
 
     # -- internals -----------------------------------------------------------
@@ -175,7 +188,9 @@ def _load_jobs_from_config(self) -> None:
         for job_id, job_cfg in cron_section.items():
             schedule = str(job_cfg.get("schedule", "0 * * * *"))
             if not croniter.is_valid(schedule):
-                logger.warning(f"Invalid cron expression for job '{job_id}': {schedule} — skipping")
+                logger.warning(
+                    f"Invalid cron expression for job '{job_id}': {schedule} — skipping"
+                )
                 continue
             now = datetime.now(timezone.utc)
             self.jobs[job_id] = CronJobConfig(
diff --git a/backends/advanced/src/advanced_omi_backend/database.py b/backends/advanced/src/advanced_omi_backend/database.py
index 1b214b6d..392b22c8 100644
--- a/backends/advanced/src/advanced_omi_backend/database.py
+++ b/backends/advanced/src/advanced_omi_backend/database.py
@@ -44,5 +44,3 @@ def get_collections():
     return {
         "users_col": users_col,
     }
-
-
diff --git a/backends/advanced/src/advanced_omi_backend/llm_client.py b/backends/advanced/src/advanced_omi_backend/llm_client.py
index 96ccc77b..4aaa223f 100644
--- a/backends/advanced/src/advanced_omi_backend/llm_client.py
+++ b/backends/advanced/src/advanced_omi_backend/llm_client.py
@@ -11,7 +11,10 @@
 from typing import Any, Dict, Optional
 
 from advanced_omi_backend.model_registry import get_models_registry
-from advanced_omi_backend.openai_factory import create_openai_client, is_langfuse_enabled
+from advanced_omi_backend.openai_factory import (
+    create_openai_client,
+    is_langfuse_enabled,
+)
 from advanced_omi_backend.services.memory.config import (
     load_config_yml as _load_root_config,
 )
@@ -62,7 +65,9 @@ def __init__(
         self.base_url = base_url
         self.model = model
         if not self.api_key or not self.base_url or not self.model:
-            raise ValueError(f"LLM configuration incomplete: api_key={'set' if self.api_key else 'MISSING'}, base_url={'set' if self.base_url else 'MISSING'}, model={'set' if self.model else 'MISSING'}")
+            raise ValueError(
+                f"LLM configuration incomplete: api_key={'set' if self.api_key else 'MISSING'}, base_url={'set' if self.base_url else 'MISSING'}, model={'set' if self.model else 'MISSING'}"
+            )
 
         # Initialize OpenAI client with optional Langfuse tracing
         try:
@@ -71,14 +76,19 @@ def __init__(
             )
             self.logger.info(f"OpenAI client initialized, base_url: {self.base_url}")
         except ImportError:
-            self.logger.error("OpenAI library not installed. Install with: pip install openai")
+            self.logger.error(
+                "OpenAI library not installed. Install with: pip install openai"
+            )
             raise
         except Exception as e:
             self.logger.error(f"Failed to initialize OpenAI client: {e}")
             raise
 
     def generate(
-        self, prompt: str, model: str | None = None, temperature: float | None = None,
+        self,
+        prompt: str,
+        model: str | None = None,
+        temperature: float | None = None,
         **langfuse_kwargs,
     ) -> str:
         """Generate text completion using OpenAI-compatible API."""
@@ -101,8 +111,12 @@ def generate(
             raise
 
     def chat_with_tools(
-        self, messages: list, tools: list | None = None, model: str | None = None,
-        temperature: float | None = None, **langfuse_kwargs,
+        self,
+        messages: list,
+        tools: list | None = None,
+        model: str | None = None,
+        temperature: float | None = None,
+        **langfuse_kwargs,
     ):
         """Chat completion with tool/function calling support. Returns raw response object."""
         model_name = model or self.model
@@ -127,14 +141,18 @@ def health_check(self) -> Dict:
                     "status": "✅ Connected",
                     "base_url": self.base_url,
                     "default_model": self.model,
-                    "api_key_configured": bool(self.api_key and self.api_key != "dummy"),
+                    "api_key_configured": bool(
+                        self.api_key and self.api_key != "dummy"
+                    ),
                 }
             else:
                 return {
                     "status": "⚠️ Configuration incomplete",
                     "base_url": self.base_url,
                     "default_model": self.model,
-                    "api_key_configured": bool(self.api_key and self.api_key != "dummy"),
+                    "api_key_configured": bool(
+                        self.api_key and self.api_key != "dummy"
+                    ),
                 }
         except Exception as e:
             self.logger.error(f"Health check failed: {e}")
@@ -157,11 +175,13 @@ class LLMClientFactory:
     def create_client() -> LLMClient:
         """Create an LLM client based on model registry configuration (config.yml)."""
         registry = get_models_registry()
-        
+
         if registry:
             llm_def = registry.get_default("llm")
             if llm_def:
-                logger.info(f"Creating LLM client from registry: {llm_def.name} ({llm_def.model_provider})")
+                logger.info(
+                    f"Creating LLM client from registry: {llm_def.name} ({llm_def.model_provider})"
+                )
                 params = llm_def.model_params or {}
                 return OpenAILLMClient(
                     api_key=llm_def.api_key,
@@ -169,7 +189,7 @@ def create_client() -> LLMClient:
                     model=llm_def.model_name,
                     temperature=params.get("temperature", 0.1),
                 )
-        
+
         raise ValueError("No default LLM defined in config.yml")
 
     @staticmethod
diff --git a/backends/advanced/src/advanced_omi_backend/main.py b/backends/advanced/src/advanced_omi_backend/main.py
index ee60696f..5b0f3f05 100644
--- a/backends/advanced/src/advanced_omi_backend/main.py
+++ b/backends/advanced/src/advanced_omi_backend/main.py
@@ -46,5 +46,5 @@
         port=port,
         reload=False,  # Set to True for development
         access_log=False,  # Disabled - using custom RequestLoggingMiddleware instead
-        log_level="info"
+        log_level="info",
     )
diff --git a/backends/advanced/src/advanced_omi_backend/middleware/app_middleware.py b/backends/advanced/src/advanced_omi_backend/middleware/app_middleware.py
index 069d5239..21fa98d9 100644
--- a/backends/advanced/src/advanced_omi_backend/middleware/app_middleware.py
+++ b/backends/advanced/src/advanced_omi_backend/middleware/app_middleware.py
@@ -26,7 +26,9 @@ def setup_cors_middleware(app: FastAPI) -> None:
     config = get_app_config()
 
     logger.info(f"🌐 CORS configured with origins: {config.allowed_origins}")
-    logger.info(f"🌐 CORS also allows Tailscale IPs via regex: {config.tailscale_regex}")
+    logger.info(
+        f"🌐 CORS also allows Tailscale IPs via regex: {config.tailscale_regex}"
+    )
 
     app.add_middleware(
         CORSMiddleware,
@@ -157,6 +159,7 @@ async def dispatch(self, request: Request, call_next):
 
                 # Recreate response with the body we consumed
                 from starlette.responses import Response
+
                 return Response(
                     content=response_body,
                     status_code=response.status_code,
@@ -191,8 +194,8 @@ async def database_exception_handler(request: Request, exc: Exception):
             content={
                 "detail": "Unable to connect to server. Please check your connection and try again.",
                 "error_type": "connection_failure",
-                "error_category": "database"
-            }
+                "error_category": "database",
+            },
         )
 
     @app.exception_handler(ConnectionError)
@@ -204,8 +207,8 @@ async def connection_exception_handler(request: Request, exc: ConnectionError):
             content={
                 "detail": "Unable to connect to server. Please check your connection and try again.",
                 "error_type": "connection_failure",
-                "error_category": "network"
-            }
+                "error_category": "network",
+            },
         )
 
     @app.exception_handler(HTTPException)
@@ -218,15 +221,12 @@ async def http_exception_handler(request: Request, exc: HTTPException):
                 content={
                     "detail": exc.detail,
                     "error_type": "authentication_failure",
-                    "error_category": "security"
-                }
+                    "error_category": "security",
+                },
             )
 
         # For other HTTP exceptions, return as normal
-        return JSONResponse(
-            status_code=exc.status_code,
-            content={"detail": exc.detail}
-        )
+        return JSONResponse(status_code=exc.status_code, content={"detail": exc.detail})
 
 
 def setup_middleware(app: FastAPI) -> None:
@@ -236,4 +236,4 @@ def setup_middleware(app: FastAPI) -> None:
     logger.info("📝 Request logging middleware enabled")
 
     setup_cors_middleware(app)
-    setup_exception_handlers(app)
\ No newline at end of file
+    setup_exception_handlers(app)
diff --git a/backends/advanced/src/advanced_omi_backend/model_registry.py b/backends/advanced/src/advanced_omi_backend/model_registry.py
index bc7e5fc5..e7a6ddf5 100644
--- a/backends/advanced/src/advanced_omi_backend/model_registry.py
+++ b/backends/advanced/src/advanced_omi_backend/model_registry.py
@@ -30,76 +30,95 @@
 
 class ModelDef(BaseModel):
     """Model definition with validation.
-    
+
     Represents a single model configuration (LLM, embedding, STT, TTS, etc.)
     from config.yml with automatic validation and type checking.
     """
-    
+
     model_config = ConfigDict(
-        extra='allow',  # Allow extra fields for extensibility
+        extra="allow",  # Allow extra fields for extensibility
         validate_assignment=True,  # Validate on attribute assignment
         arbitrary_types_allowed=True,
     )
-    
+
     name: str = Field(..., min_length=1, description="Unique model identifier")
-    model_type: str = Field(..., description="Model type: llm, embedding, stt, tts, etc.")
-    model_provider: str = Field(default="unknown", description="Provider name: openai, ollama, deepgram, parakeet, vibevoice, etc.")
-    api_family: str = Field(default="openai", description="API family: openai, http, websocket, etc.")
+    model_type: str = Field(
+        ..., description="Model type: llm, embedding, stt, tts, etc."
+    )
+    model_provider: str = Field(
+        default="unknown",
+        description="Provider name: openai, ollama, deepgram, parakeet, vibevoice, etc.",
+    )
+    api_family: str = Field(
+        default="openai", description="API family: openai, http, websocket, etc."
+    )
     model_name: str = Field(default="", description="Provider-specific model name")
     model_url: str = Field(default="", description="Base URL for API requests")
-    api_key: Optional[str] = Field(default=None, description="API key or authentication token")
-    description: Optional[str] = Field(default=None, description="Human-readable description")
-    model_params: Dict[str, Any] = Field(default_factory=dict, description="Model-specific parameters")
-    model_output: Optional[str] = Field(default=None, description="Output format: json, text, vector, etc.")
-    embedding_dimensions: Optional[int] = Field(default=None, ge=1, description="Embedding vector dimensions")
-    operations: Dict[str, Any] = Field(default_factory=dict, description="API operation definitions")
+    api_key: Optional[str] = Field(
+        default=None, description="API key or authentication token"
+    )
+    description: Optional[str] = Field(
+        default=None, description="Human-readable description"
+    )
+    model_params: Dict[str, Any] = Field(
+        default_factory=dict, description="Model-specific parameters"
+    )
+    model_output: Optional[str] = Field(
+        default=None, description="Output format: json, text, vector, etc."
+    )
+    embedding_dimensions: Optional[int] = Field(
+        default=None, ge=1, description="Embedding vector dimensions"
+    )
+    operations: Dict[str, Any] = Field(
+        default_factory=dict, description="API operation definitions"
+    )
     capabilities: List[str] = Field(
         default_factory=list,
-        description="Provider capabilities: word_timestamps, segments, diarization (for STT providers)"
+        description="Provider capabilities: word_timestamps, segments, diarization (for STT providers)",
     )
-    
-    @field_validator('model_name', mode='before')
+
+    @field_validator("model_name", mode="before")
     @classmethod
     def default_model_name(cls, v: Any, info) -> str:
         """Default model_name to name if not provided."""
-        if not v and info.data.get('name'):
-            return info.data['name']
+        if not v and info.data.get("name"):
+            return info.data["name"]
         return v or ""
-    
-    @field_validator('model_url', mode='before')
+
+    @field_validator("model_url", mode="before")
     @classmethod
     def validate_url(cls, v: Any) -> str:
         """Ensure URL doesn't have trailing whitespace."""
         if isinstance(v, str):
             return v.strip()
         return v or ""
-    
-    @field_validator('api_key', mode='before')
+
+    @field_validator("api_key", mode="before")
     @classmethod
     def sanitize_api_key(cls, v: Any) -> Optional[str]:
         """Sanitize API key, treat empty strings as None."""
         if isinstance(v, str):
             v = v.strip()
-            if not v or v.lower() in ['dummy', 'none', 'null']:
+            if not v or v.lower() in ["dummy", "none", "null"]:
                 return None
             return v
         return v
-    
-    @model_validator(mode='after')
+
+    @model_validator(mode="after")
     def validate_model(self) -> ModelDef:
         """Cross-field validation."""
         # Ensure embedding models have dimensions specified
-        if self.model_type == 'embedding' and not self.embedding_dimensions:
+        if self.model_type == "embedding" and not self.embedding_dimensions:
             # Common defaults
             defaults = {
-                'text-embedding-3-small': 1536,
-                'text-embedding-3-large': 3072,
-                'text-embedding-ada-002': 1536,
-                'nomic-embed-text-v1.5': 768,
+                "text-embedding-3-small": 1536,
+                "text-embedding-3-large": 3072,
+                "text-embedding-ada-002": 1536,
+                "nomic-embed-text-v1.5": 768,
             }
             if self.model_name in defaults:
                 self.embedding_dimensions = defaults[self.model_name]
-        
+
         return self
 
 
@@ -180,52 +199,49 @@ class AppModels(BaseModel):
     """
 
     model_config = ConfigDict(
-        extra='allow',
+        extra="allow",
         validate_assignment=True,
     )
 
     defaults: Dict[str, str] = Field(
-        default_factory=dict,
-        description="Default model names for each model_type"
+        default_factory=dict, description="Default model names for each model_type"
     )
     models: Dict[str, ModelDef] = Field(
         default_factory=dict,
-        description="All available model definitions keyed by name"
+        description="All available model definitions keyed by name",
     )
     memory: Dict[str, Any] = Field(
-        default_factory=dict,
-        description="Memory service configuration"
+        default_factory=dict, description="Memory service configuration"
     )
     speaker_recognition: Dict[str, Any] = Field(
-        default_factory=dict,
-        description="Speaker recognition service configuration"
+        default_factory=dict, description="Speaker recognition service configuration"
     )
     chat: Dict[str, Any] = Field(
         default_factory=dict,
-        description="Chat service configuration including system prompt"
+        description="Chat service configuration including system prompt",
     )
     llm_operations: Dict[str, LLMOperationConfig] = Field(
         default_factory=dict,
-        description="Per-operation LLM configuration (temperature, model override, etc.)"
+        description="Per-operation LLM configuration (temperature, model override, etc.)",
     )
-    
+
     def get_by_name(self, name: str) -> Optional[ModelDef]:
         """Get a model by its unique name.
-        
+
         Args:
             name: Model name to look up
-            
+
         Returns:
             ModelDef if found, None otherwise
         """
         return self.models.get(name)
-    
+
     def get_default(self, model_type: str) -> Optional[ModelDef]:
         """Get the default model for a given type.
-        
+
         Args:
             model_type: Type of model (llm, embedding, stt, tts, etc.)
-            
+
         Returns:
             Default ModelDef for the type, or first available model of that type,
             or None if no models of that type exist
@@ -236,25 +252,25 @@ def get_default(self, model_type: str) -> Optional[ModelDef]:
             model = self.get_by_name(name)
             if model:
                 return model
-        
+
         # Fallback: first model of that type
         for m in self.models.values():
             if m.model_type == model_type:
                 return m
-        
+
         return None
-    
+
     def get_all_by_type(self, model_type: str) -> List[ModelDef]:
         """Get all models of a specific type.
-        
+
         Args:
             model_type: Type of model to filter by
-            
+
         Returns:
             List of ModelDef objects matching the type
         """
         return [m for m in self.models.values() if m.model_type == model_type]
-    
+
     def list_model_types(self) -> List[str]:
         """Get all unique model types in the registry.
 
@@ -340,6 +356,7 @@ def _find_config_path() -> Path:
         Path to config.yml
     """
     from advanced_omi_backend.config import get_config_yml_path
+
     return get_config_yml_path()
 
 
@@ -413,13 +430,13 @@ def load_models_config(force_reload: bool = False) -> Optional[AppModels]:
 
 def get_models_registry() -> Optional[AppModels]:
     """Get the global models registry.
-    
+
     This is the primary interface for accessing model configurations.
     The registry is loaded once and cached for performance.
-    
+
     Returns:
         AppModels instance, or None if config.yml not found
-        
+
     Example:
         >>> registry = get_models_registry()
         >>> if registry:
diff --git a/backends/advanced/src/advanced_omi_backend/models/annotation.py b/backends/advanced/src/advanced_omi_backend/models/annotation.py
index 451d84d1..5c081c3d 100644
--- a/backends/advanced/src/advanced_omi_backend/models/annotation.py
+++ b/backends/advanced/src/advanced_omi_backend/models/annotation.py
@@ -16,6 +16,7 @@
 
 class AnnotationType(str, Enum):
     """Type of content being annotated."""
+
     MEMORY = "memory"
     TRANSCRIPT = "transcript"
     DIARIZATION = "diarization"  # Speaker identification corrections
@@ -26,12 +27,14 @@ class AnnotationType(str, Enum):
 
 class AnnotationSource(str, Enum):
     """Origin of the annotation."""
+
     USER = "user"  # User-created edit
     MODEL_SUGGESTION = "model_suggestion"  # AI-generated suggestion
 
 
 class AnnotationStatus(str, Enum):
     """Lifecycle status of annotation."""
+
     PENDING = "pending"  # Waiting for user review (suggestions)
     ACCEPTED = "accepted"  # Applied to content
     REJECTED = "rejected"  # User dismissed suggestion
@@ -86,17 +89,17 @@ class Annotation(Document):
     insert_speaker: Optional[str] = None  # Speaker label for "speech" type inserts
 
     # Processed tracking (applies to ALL annotation types)
-    processed: bool = Field(default=False)  # Whether annotation has been applied/sent to training
+    processed: bool = Field(
+        default=False
+    )  # Whether annotation has been applied/sent to training
     processed_at: Optional[datetime] = None  # When annotation was processed
-    processed_by: Optional[str] = None  # What processed it (manual, cron, apply, training, etc.)
+    processed_by: Optional[str] = (
+        None  # What processed it (manual, cron, apply, training, etc.)
+    )
 
     # Timestamps (Python 3.12+ compatible)
-    created_at: datetime = Field(
-        default_factory=lambda: datetime.now(timezone.utc)
-    )
-    updated_at: datetime = Field(
-        default_factory=lambda: datetime.now(timezone.utc)
-    )
+    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+    updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
 
     class Settings:
         name = "annotations"
@@ -145,6 +148,7 @@ def is_pending_suggestion(self) -> bool:
 
 class AnnotationCreateBase(BaseModel):
     """Base model for annotation creation."""
+
     original_text: str = ""  # Optional for diarization
     corrected_text: str = ""  # Optional for diarization
     status: AnnotationStatus = AnnotationStatus.ACCEPTED
@@ -152,6 +156,7 @@ class AnnotationCreateBase(BaseModel):
 
 class MemoryAnnotationCreate(AnnotationCreateBase):
     """Create memory annotation request."""
+
     memory_id: str
     original_text: str  # Required for memory annotations
     corrected_text: str  # Required for memory annotations
@@ -159,6 +164,7 @@ class MemoryAnnotationCreate(AnnotationCreateBase):
 
 class TranscriptAnnotationCreate(AnnotationCreateBase):
     """Create transcript annotation request."""
+
     conversation_id: str
     segment_index: int
     original_text: str  # Required for transcript annotations
@@ -167,6 +173,7 @@ class TranscriptAnnotationCreate(AnnotationCreateBase):
 
 class DiarizationAnnotationCreate(BaseModel):
     """Create diarization annotation request."""
+
     conversation_id: str
     segment_index: int
     original_speaker: str
@@ -181,6 +188,7 @@ class EntityAnnotationCreate(BaseModel):
     Dual purpose: feeds both the jargon pipeline (entity name corrections = domain vocabulary
     the ASR should know) and the entity extraction pipeline (corrections improve future accuracy).
     """
+
     entity_id: str
     entity_field: str  # "name" or "details"
     original_text: str
@@ -189,6 +197,7 @@ class EntityAnnotationCreate(BaseModel):
 
 class TitleAnnotationCreate(AnnotationCreateBase):
     """Create title annotation request."""
+
     conversation_id: str
     original_text: str
     corrected_text: str
@@ -196,6 +205,7 @@ class TitleAnnotationCreate(AnnotationCreateBase):
 
 class InsertAnnotationCreate(BaseModel):
     """Create insert annotation request (new segment between existing segments)."""
+
     conversation_id: str
     insert_after_index: int  # -1 = before first segment
     insert_text: str
@@ -205,6 +215,7 @@ class InsertAnnotationCreate(BaseModel):
 
 class AnnotationUpdate(BaseModel):
     """Update an existing unprocessed annotation."""
+
     corrected_text: Optional[str] = None
     corrected_speaker: Optional[str] = None
     insert_text: Optional[str] = None
@@ -214,6 +225,7 @@ class AnnotationUpdate(BaseModel):
 
 class AnnotationResponse(BaseModel):
     """Annotation response for API."""
+
     id: str
     annotation_type: AnnotationType
     user_id: str
diff --git a/backends/advanced/src/advanced_omi_backend/models/audio_chunk.py b/backends/advanced/src/advanced_omi_backend/models/audio_chunk.py
index 5f3b4c1d..d8ed0125 100644
--- a/backends/advanced/src/advanced_omi_backend/models/audio_chunk.py
+++ b/backends/advanced/src/advanced_omi_backend/models/audio_chunk.py
@@ -41,10 +41,7 @@ class AudioChunkDocument(Document):
     conversation_id: Indexed(str) = Field(
         description="Parent conversation ID (UUID format)"
     )
-    chunk_index: int = Field(
-        description="Sequential chunk number (0-based)",
-        ge=0
-    )
+    chunk_index: int = Field(description="Sequential chunk number (0-based)", ge=0)
 
     # Audio data
     audio_data: bytes = Field(
@@ -53,61 +50,48 @@ class AudioChunkDocument(Document):
 
     # Size tracking
     original_size: int = Field(
-        description="Original PCM size in bytes (before compression)",
-        gt=0
+        description="Original PCM size in bytes (before compression)", gt=0
     )
     compressed_size: int = Field(
-        description="Opus-encoded size in bytes (after compression)",
-        gt=0
+        description="Opus-encoded size in bytes (after compression)", gt=0
     )
 
     # Time boundaries
     start_time: float = Field(
-        description="Start time in seconds from conversation start",
-        ge=0.0
+        description="Start time in seconds from conversation start", ge=0.0
     )
     end_time: float = Field(
-        description="End time in seconds from conversation start",
-        gt=0.0
+        description="End time in seconds from conversation start", gt=0.0
     )
     duration: float = Field(
-        description="Chunk duration in seconds (typically 10.0)",
-        gt=0.0
+        description="Chunk duration in seconds (typically 10.0)", gt=0.0
     )
 
     # Audio format
-    sample_rate: int = Field(
-        default=16000,
-        description="Original PCM sample rate (Hz)"
-    )
+    sample_rate: int = Field(default=16000, description="Original PCM sample rate (Hz)")
     channels: int = Field(
-        default=1,
-        description="Number of audio channels (1=mono, 2=stereo)"
+        default=1, description="Number of audio channels (1=mono, 2=stereo)"
     )
 
     # Optional analysis
     has_speech: Optional[bool] = Field(
-        default=None,
-        description="Voice Activity Detection result (if available)"
+        default=None, description="Voice Activity Detection result (if available)"
     )
 
     # Metadata
     created_at: datetime = Field(
-        default_factory=datetime.utcnow,
-        description="Chunk creation timestamp"
+        default_factory=datetime.utcnow, description="Chunk creation timestamp"
     )
 
     # Soft delete fields
     deleted: bool = Field(
-        default=False,
-        description="Whether this chunk was soft-deleted"
+        default=False, description="Whether this chunk was soft-deleted"
     )
     deleted_at: Optional[datetime] = Field(
-        default=None,
-        description="When the chunk was marked as deleted"
+        default=None, description="When the chunk was marked as deleted"
     )
 
-    @field_serializer('audio_data')
+    @field_serializer("audio_data")
     def serialize_audio_data(self, v: bytes) -> Binary:
         """
         Convert bytes to BSON Binary for MongoDB storage.
@@ -121,20 +105,18 @@ def serialize_audio_data(self, v: bytes) -> Binary:
 
     class Settings:
         """Beanie document settings."""
+
         name = "audio_chunks"
 
         indexes = [
             # Primary query: Retrieve chunks in order for a conversation
             [("conversation_id", 1), ("chunk_index", 1)],
-
             # Conversation lookup and counting
             "conversation_id",
-
             # Maintenance queries (cleanup, monitoring)
             "created_at",
-
             # Soft delete filtering
-            "deleted"
+            "deleted",
         ]
 
     @property
diff --git a/backends/advanced/src/advanced_omi_backend/models/conversation.py b/backends/advanced/src/advanced_omi_backend/models/conversation.py
index 79b6d798..62d0286e 100644
--- a/backends/advanced/src/advanced_omi_backend/models/conversation.py
+++ b/backends/advanced/src/advanced_omi_backend/models/conversation.py
@@ -22,179 +22,238 @@ class Conversation(Document):
 
     class MemoryProvider(str, Enum):
         """Supported memory providers."""
+
         CHRONICLE = "chronicle"
         OPENMEMORY_MCP = "openmemory_mcp"
         FRIEND_LITE = "friend_lite"  # Legacy value
 
     class ConversationStatus(str, Enum):
         """Conversation processing status."""
+
         ACTIVE = "active"  # Has running jobs or open websocket
         COMPLETED = "completed"  # All jobs succeeded
         FAILED = "failed"  # One or more jobs failed
 
     class EndReason(str, Enum):
         """Reason for conversation ending."""
+
         USER_STOPPED = "user_stopped"  # User manually stopped recording
-        INACTIVITY_TIMEOUT = "inactivity_timeout"  # No speech detected for threshold period
-        WEBSOCKET_DISCONNECT = "websocket_disconnect"  # Connection lost (Bluetooth, network, etc.)
+        INACTIVITY_TIMEOUT = (
+            "inactivity_timeout"  # No speech detected for threshold period
+        )
+        WEBSOCKET_DISCONNECT = (
+            "websocket_disconnect"  # Connection lost (Bluetooth, network, etc.)
+        )
         MAX_DURATION = "max_duration"  # Hit maximum conversation duration
-        CLOSE_REQUESTED = "close_requested"  # External close signal (API, plugin, button)
+        CLOSE_REQUESTED = (
+            "close_requested"  # External close signal (API, plugin, button)
+        )
         ERROR = "error"  # Processing error forced conversation end
         UNKNOWN = "unknown"  # Unknown or legacy reason
 
     # Nested Models
     class Word(BaseModel):
         """Individual word with timestamp in a transcript."""
+
         word: str = Field(description="Word text")
         start: float = Field(description="Start time in seconds")
         end: float = Field(description="End time in seconds")
         confidence: Optional[float] = Field(None, description="Confidence score (0-1)")
         speaker: Optional[int] = Field(None, description="Speaker ID from diarization")
-        speaker_confidence: Optional[float] = Field(None, description="Speaker diarization confidence")
+        speaker_confidence: Optional[float] = Field(
+            None, description="Speaker diarization confidence"
+        )
 
     class SegmentType(str, Enum):
         """Type of transcript segment."""
+
         SPEECH = "speech"
-        EVENT = "event"    # Non-speech: [laughter], [music], etc.
-        NOTE = "note"      # User-inserted annotation/tag
+        EVENT = "event"  # Non-speech: [laughter], [music], etc.
+        NOTE = "note"  # User-inserted annotation/tag
 
     class SpeakerSegment(BaseModel):
         """Individual speaker segment in a transcript."""
+
         start: float = Field(description="Start time in seconds")
         end: float = Field(description="End time in seconds")
         text: str = Field(description="Transcript text for this segment")
         speaker: str = Field(description="Speaker identifier")
         segment_type: str = Field(
             default="speech",
-            description="Type: speech, event (non-speech from ASR), or note (user-inserted)"
+            description="Type: speech, event (non-speech from ASR), or note (user-inserted)",
+        )
+        identified_as: Optional[str] = Field(
+            None,
+            description="Speaker name from speaker recognition (None if not identified)",
         )
-        identified_as: Optional[str] = Field(None, description="Speaker name from speaker recognition (None if not identified)")
         confidence: Optional[float] = Field(None, description="Confidence score (0-1)")
-        words: List["Conversation.Word"] = Field(default_factory=list, description="Word-level timestamps for this segment")
+        words: List["Conversation.Word"] = Field(
+            default_factory=list, description="Word-level timestamps for this segment"
+        )
 
     class TranscriptVersion(BaseModel):
         """Version of a transcript with processing metadata."""
+
         version_id: str = Field(description="Unique version identifier")
         transcript: Optional[str] = Field(None, description="Full transcript text")
         words: List["Conversation.Word"] = Field(
             default_factory=list,
-            description="Word-level timestamps for entire transcript"
+            description="Word-level timestamps for entire transcript",
         )
         segments: List["Conversation.SpeakerSegment"] = Field(
             default_factory=list,
-            description="Speaker segments (filled by speaker recognition)"
+            description="Speaker segments (filled by speaker recognition)",
+        )
+        provider: Optional[str] = Field(
+            None,
+            description="Transcription provider used (deepgram, parakeet, vibevoice, etc.)",
+        )
+        model: Optional[str] = Field(
+            None, description="Model used (e.g., nova-3, parakeet)"
         )
-        provider: Optional[str] = Field(None, description="Transcription provider used (deepgram, parakeet, vibevoice, etc.)")
-        model: Optional[str] = Field(None, description="Model used (e.g., nova-3, parakeet)")
         created_at: datetime = Field(description="When this version was created")
-        processing_time_seconds: Optional[float] = Field(None, description="Time taken to process")
+        processing_time_seconds: Optional[float] = Field(
+            None, description="Time taken to process"
+        )
         diarization_source: Optional[str] = Field(
             None,
-            description="Source of speaker diarization: 'provider' (transcription service), 'pyannote' (speaker recognition), or None"
+            description="Source of speaker diarization: 'provider' (transcription service), 'pyannote' (speaker recognition), or None",
+        )
+        metadata: Dict[str, Any] = Field(
+            default_factory=dict, description="Additional provider-specific metadata"
         )
-        metadata: Dict[str, Any] = Field(default_factory=dict, description="Additional provider-specific metadata")
 
     class MemoryVersion(BaseModel):
         """Version of memory extraction with processing metadata."""
+
         version_id: str = Field(description="Unique version identifier")
         memory_count: int = Field(description="Number of memories extracted")
-        transcript_version_id: str = Field(description="Which transcript version was used")
-        provider: "Conversation.MemoryProvider" = Field(description="Memory provider used")
-        model: Optional[str] = Field(None, description="Model used (e.g., gpt-4o-mini, llama3)")
+        transcript_version_id: str = Field(
+            description="Which transcript version was used"
+        )
+        provider: "Conversation.MemoryProvider" = Field(
+            description="Memory provider used"
+        )
+        model: Optional[str] = Field(
+            None, description="Model used (e.g., gpt-4o-mini, llama3)"
+        )
         created_at: datetime = Field(description="When this version was created")
-        processing_time_seconds: Optional[float] = Field(None, description="Time taken to process")
-        metadata: Dict[str, Any] = Field(default_factory=dict, description="Additional provider-specific metadata")
+        processing_time_seconds: Optional[float] = Field(
+            None, description="Time taken to process"
+        )
+        metadata: Dict[str, Any] = Field(
+            default_factory=dict, description="Additional provider-specific metadata"
+        )
 
     # Core identifiers
-    conversation_id: Indexed(str, unique=True) = Field(default_factory=lambda: str(uuid.uuid4()), description="Unique conversation identifier")
+    conversation_id: Indexed(str, unique=True) = Field(
+        default_factory=lambda: str(uuid.uuid4()),
+        description="Unique conversation identifier",
+    )
     user_id: Indexed(str) = Field(description="User who owns this conversation")
     client_id: Indexed(str) = Field(description="Client device identifier")
 
     # External file tracking (for deduplication of imported files)
     external_source_id: Optional[str] = Field(
         None,
-        description="External file identifier (e.g., Google Drive file_id) for deduplication"
+        description="External file identifier (e.g., Google Drive file_id) for deduplication",
     )
     external_source_type: Optional[str] = Field(
-        None,
-        description="Type of external source (gdrive, dropbox, s3, etc.)"
+        None, description="Type of external source (gdrive, dropbox, s3, etc.)"
     )
 
     # MongoDB chunk-based audio storage (new system)
     audio_chunks_count: Optional[int] = Field(
-        None,
-        description="Total number of 10-second audio chunks stored in MongoDB"
+        None, description="Total number of 10-second audio chunks stored in MongoDB"
     )
     audio_total_duration: Optional[float] = Field(
-        None,
-        description="Total audio duration in seconds (sum of all chunks)"
+        None, description="Total audio duration in seconds (sum of all chunks)"
     )
     audio_compression_ratio: Optional[float] = Field(
         None,
-        description="Compression ratio (compressed_size / original_size), typically ~0.047 for Opus"
+        description="Compression ratio (compressed_size / original_size), typically ~0.047 for Opus",
     )
 
     # Markers (e.g., button events) captured during the session
     markers: List[Dict[str, Any]] = Field(
         default_factory=list,
-        description="Markers captured during audio session (button events, bookmarks, etc.)"
+        description="Markers captured during audio session (button events, bookmarks, etc.)",
     )
 
     # Creation metadata
-    created_at: Indexed(datetime) = Field(default_factory=datetime.utcnow, description="When the conversation was created")
+    created_at: Indexed(datetime) = Field(
+        default_factory=datetime.utcnow, description="When the conversation was created"
+    )
 
     # Processing status tracking
-    deleted: bool = Field(False, description="Whether this conversation was deleted due to processing failure")
-    deletion_reason: Optional[str] = Field(None, description="Reason for deletion (no_meaningful_speech, audio_file_not_ready, etc.)")
-    deleted_at: Optional[datetime] = Field(None, description="When the conversation was marked as deleted")
+    deleted: bool = Field(
+        False,
+        description="Whether this conversation was deleted due to processing failure",
+    )
+    deletion_reason: Optional[str] = Field(
+        None,
+        description="Reason for deletion (no_meaningful_speech, audio_file_not_ready, etc.)",
+    )
+    deleted_at: Optional[datetime] = Field(
+        None, description="When the conversation was marked as deleted"
+    )
 
     # Always persist audio flag and processing status
     processing_status: Optional[str] = Field(
         None,
-        description="Processing status: pending_transcription, transcription_failed, completed"
+        description="Processing status: pending_transcription, transcription_failed, completed",
     )
     always_persist: bool = Field(
         default=False,
-        description="Flag indicating conversation was created for audio persistence"
+        description="Flag indicating conversation was created for audio persistence",
     )
 
     # Conversation completion tracking
-    end_reason: Optional["Conversation.EndReason"] = Field(None, description="Reason why the conversation ended")
-    completed_at: Optional[datetime] = Field(None, description="When the conversation was completed/closed")
+    end_reason: Optional["Conversation.EndReason"] = Field(
+        None, description="Reason why the conversation ended"
+    )
+    completed_at: Optional[datetime] = Field(
+        None, description="When the conversation was completed/closed"
+    )
 
     # Star/favorite
-    starred: bool = Field(False, description="Whether this conversation is starred/favorited")
-    starred_at: Optional[datetime] = Field(None, description="When the conversation was starred")
+    starred: bool = Field(
+        False, description="Whether this conversation is starred/favorited"
+    )
+    starred_at: Optional[datetime] = Field(
+        None, description="When the conversation was starred"
+    )
 
     # Summary fields (auto-generated from transcript)
     title: Optional[str] = Field(None, description="Auto-generated conversation title")
-    summary: Optional[str] = Field(None, description="Auto-generated short summary (1-2 sentences)")
-    detailed_summary: Optional[str] = Field(None, description="Auto-generated detailed summary (comprehensive, corrected content)")
+    summary: Optional[str] = Field(
+        None, description="Auto-generated short summary (1-2 sentences)"
+    )
+    detailed_summary: Optional[str] = Field(
+        None,
+        description="Auto-generated detailed summary (comprehensive, corrected content)",
+    )
 
     # Versioned processing
     transcript_versions: List["Conversation.TranscriptVersion"] = Field(
-        default_factory=list,
-        description="All transcript processing attempts"
+        default_factory=list, description="All transcript processing attempts"
     )
     memory_versions: List["Conversation.MemoryVersion"] = Field(
-        default_factory=list,
-        description="All memory extraction attempts"
+        default_factory=list, description="All memory extraction attempts"
     )
 
     # Active version pointers
     active_transcript_version: Optional[str] = Field(
-        None,
-        description="Version ID of currently active transcript"
+        None, description="Version ID of currently active transcript"
     )
     active_memory_version: Optional[str] = Field(
-        None,
-        description="Version ID of currently active memory extraction"
+        None, description="Version ID of currently active memory extraction"
     )
 
     # Legacy fields removed - use transcript_versions[active_transcript_version] and memory_versions[active_memory_version]
     # Frontend should access: conversation.active_transcript.segments, conversation.active_transcript.transcript
 
-    @model_validator(mode='before')
+    @model_validator(mode="before")
     @classmethod
     def clean_legacy_data(cls, data: Any) -> Any:
         """Clean up legacy/malformed data before Pydantic validation."""
@@ -203,26 +262,32 @@ def clean_legacy_data(cls, data: Any) -> Any:
             return data
 
         # Fix malformed transcript_versions (from old schema versions)
-        if 'transcript_versions' in data and isinstance(data['transcript_versions'], list):
-            for version in data['transcript_versions']:
+        if "transcript_versions" in data and isinstance(
+            data["transcript_versions"], list
+        ):
+            for version in data["transcript_versions"]:
                 if isinstance(version, dict):
                     # If segments is not a list, clear it
-                    if 'segments' in version and not isinstance(version['segments'], list):
-                        version['segments'] = []
+                    if "segments" in version and not isinstance(
+                        version["segments"], list
+                    ):
+                        version["segments"] = []
                     # If transcript is a dict, clear it
-                    if 'transcript' in version and isinstance(version['transcript'], dict):
-                        version['transcript'] = None
+                    if "transcript" in version and isinstance(
+                        version["transcript"], dict
+                    ):
+                        version["transcript"] = None
                     # Normalize provider to lowercase (legacy data had "Deepgram" instead of "deepgram")
-                    if 'provider' in version and isinstance(version['provider'], str):
-                        version['provider'] = version['provider'].lower()
+                    if "provider" in version and isinstance(version["provider"], str):
+                        version["provider"] = version["provider"].lower()
                     # Fix speaker IDs in segments (legacy data had integers, need strings)
-                    if 'segments' in version and isinstance(version['segments'], list):
-                        for segment in version['segments']:
-                            if isinstance(segment, dict) and 'speaker' in segment:
-                                if isinstance(segment['speaker'], int):
-                                    segment['speaker'] = f"Speaker {segment['speaker']}"
-                                elif not isinstance(segment['speaker'], str):
-                                    segment['speaker'] = "unknown"
+                    if "segments" in version and isinstance(version["segments"], list):
+                        for segment in version["segments"]:
+                            if isinstance(segment, dict) and "speaker" in segment:
+                                if isinstance(segment["speaker"], int):
+                                    segment["speaker"] = f"Speaker {segment['speaker']}"
+                                elif not isinstance(segment["speaker"], str):
+                                    segment["speaker"] = "unknown"
 
         return data
 
@@ -325,7 +390,7 @@ def add_transcript_version(
         model: Optional[str] = None,
         processing_time_seconds: Optional[float] = None,
         metadata: Optional[Dict[str, Any]] = None,
-        set_as_active: bool = True
+        set_as_active: bool = True,
     ) -> "Conversation.TranscriptVersion":
         """Add a new transcript version and optionally set it as active."""
         new_version = Conversation.TranscriptVersion(
@@ -337,7 +402,7 @@ def add_transcript_version(
             model=model,
             created_at=datetime.now(),
             processing_time_seconds=processing_time_seconds,
-            metadata=metadata or {}
+            metadata=metadata or {},
         )
 
         self.transcript_versions.append(new_version)
@@ -356,7 +421,7 @@ def add_memory_version(
         model: Optional[str] = None,
         processing_time_seconds: Optional[float] = None,
         metadata: Optional[Dict[str, Any]] = None,
-        set_as_active: bool = True
+        set_as_active: bool = True,
     ) -> "Conversation.MemoryVersion":
         """Add a new memory version and optionally set it as active."""
         new_version = Conversation.MemoryVersion(
@@ -367,7 +432,7 @@ def add_memory_version(
             model=model,
             created_at=datetime.now(),
             processing_time_seconds=processing_time_seconds,
-            metadata=metadata or {}
+            metadata=metadata or {},
         )
 
         self.memory_versions.append(new_version)
@@ -399,12 +464,27 @@ class Settings:
             "conversation_id",
             "user_id",
             "created_at",
-            [("user_id", 1), ("deleted", 1), ("created_at", -1)],  # Compound index for paginated list queries
-            IndexModel([("external_source_id", 1)], sparse=True),  # Sparse index for deduplication
+            [
+                ("user_id", 1),
+                ("deleted", 1),
+                ("created_at", -1),
+            ],  # Compound index for paginated list queries
+            IndexModel(
+                [("external_source_id", 1)], sparse=True
+            ),  # Sparse index for deduplication
             IndexModel(
-                [("title", "text"), ("summary", "text"), ("detailed_summary", "text"),
-                 ("transcript_versions.transcript", "text")],
-                weights={"title": 10, "summary": 5, "detailed_summary": 3, "transcript_versions.transcript": 1},
+                [
+                    ("title", "text"),
+                    ("summary", "text"),
+                    ("detailed_summary", "text"),
+                    ("transcript_versions.transcript", "text"),
+                ],
+                weights={
+                    "title": 10,
+                    "summary": 5,
+                    "detailed_summary": 3,
+                    "transcript_versions.transcript": 1,
+                },
                 name="conversation_text_search",
             ),
         ]
@@ -458,4 +538,4 @@ def create_conversation(
     if conversation_id is not None:
         conv_data["conversation_id"] = conversation_id
 
-    return Conversation(**conv_data)
\ No newline at end of file
+    return Conversation(**conv_data)
diff --git a/backends/advanced/src/advanced_omi_backend/models/job.py b/backends/advanced/src/advanced_omi_backend/models/job.py
index f7f44d4c..91870643 100644
--- a/backends/advanced/src/advanced_omi_backend/models/job.py
+++ b/backends/advanced/src/advanced_omi_backend/models/job.py
@@ -27,11 +27,12 @@
 _beanie_initialized = False
 _beanie_init_lock = asyncio.Lock()
 
+
 async def _ensure_beanie_initialized():
     """Ensure Beanie is initialized in the current process (for RQ workers)."""
     global _beanie_initialized
     async with _beanie_init_lock:
-        if _beanie_initialized:            
+        if _beanie_initialized:
             return
         try:
             import os
@@ -85,10 +86,11 @@ class JobPriority(str, Enum):
     - NORMAL: 5 minutes timeout (default)
     - LOW: 3 minutes timeout
     """
-    URGENT = "urgent"      # 1 - Process immediately
-    HIGH = "high"          # 2 - Process before normal
-    NORMAL = "normal"      # 3 - Default priority
-    LOW = "low"            # 4 - Process when idle
+
+    URGENT = "urgent"  # 1 - Process immediately
+    HIGH = "high"  # 2 - Process before normal
+    NORMAL = "normal"  # 3 - Default priority
+    LOW = "low"  # 4 - Process when idle
 
 
 class BaseRQJob(ABC):
@@ -188,6 +190,7 @@ def run(self, **kwargs) -> Dict[str, Any]:
             asyncio.set_event_loop(loop)
 
             try:
+
                 async def process():
                     await self._setup()
                     try:
@@ -207,11 +210,15 @@ async def process():
 
         except Exception as e:
             elapsed = time.time() - self.job_start_time
-            logger.error(f"❌ {job_name} failed after {elapsed:.2f}s: {e}", exc_info=True)
+            logger.error(
+                f"❌ {job_name} failed after {elapsed:.2f}s: {e}", exc_info=True
+            )
             raise
 
 
-def async_job(redis: bool = True, beanie: bool = True, timeout: int = 300, result_ttl: int = 3600):
+def async_job(
+    redis: bool = True, beanie: bool = True, timeout: int = 300, result_ttl: int = 3600
+):
     """
     Decorator to convert async functions into RQ-compatible job functions.
 
@@ -239,6 +246,7 @@ async def my_job(arg1, arg2, redis_client=None):
         queue.enqueue(my_job, arg1_value, arg2_value)  # Uses timeout=600
         queue.enqueue(my_job, arg1_value, arg2_value, job_timeout=1200)  # Override
     """
+
     def decorator(func: Callable) -> Callable:
         @wraps(func)
         def wrapper(*args, **kwargs) -> Dict[str, Any]:
@@ -254,6 +262,7 @@ def wrapper(*args, **kwargs) -> Dict[str, Any]:
                 asyncio.set_event_loop(loop)
 
                 try:
+
                     async def process():
                         nonlocal redis_client
 
@@ -267,8 +276,9 @@ async def process():
                             from advanced_omi_backend.controllers.queue_controller import (
                                 REDIS_URL,
                             )
+
                             redis_client = redis_async.from_url(REDIS_URL)
-                            kwargs['redis_client'] = redis_client
+                            kwargs["redis_client"] = redis_client
                             logger.debug(f"Redis client created")
 
                         try:
@@ -292,7 +302,9 @@ async def process():
 
             except Exception as e:
                 elapsed = time.time() - start_time
-                logger.error(f"❌ {job_name} failed after {elapsed:.2f}s: {e}", exc_info=True)
+                logger.error(
+                    f"❌ {job_name} failed after {elapsed:.2f}s: {e}", exc_info=True
+                )
                 raise
 
         # Store default job configuration as attributes for RQ introspection
@@ -300,4 +312,5 @@ async def process():
         wrapper.result_ttl = result_ttl
 
         return wrapper
-    return decorator
\ No newline at end of file
+
+    return decorator
diff --git a/backends/advanced/src/advanced_omi_backend/models/user.py b/backends/advanced/src/advanced_omi_backend/models/user.py
index 7291f9bb..77e0cc38 100644
--- a/backends/advanced/src/advanced_omi_backend/models/user.py
+++ b/backends/advanced/src/advanced_omi_backend/models/user.py
@@ -80,7 +80,9 @@ def user_id(self) -> str:
         """Return string representation of MongoDB ObjectId for backward compatibility."""
         return str(self.id)
 
-    def register_client(self, client_id: str, device_name: Optional[str] = None) -> None:
+    def register_client(
+        self, client_id: str, device_name: Optional[str] = None
+    ) -> None:
         """Register a new client for this user."""
         # Check if client already exists
         if client_id in self.registered_clients:
diff --git a/backends/advanced/src/advanced_omi_backend/models/waveform.py b/backends/advanced/src/advanced_omi_backend/models/waveform.py
index caf6fd49..ccf1158c 100644
--- a/backends/advanced/src/advanced_omi_backend/models/waveform.py
+++ b/backends/advanced/src/advanced_omi_backend/models/waveform.py
@@ -32,12 +32,10 @@ class WaveformData(Document):
     # Metadata
     duration_seconds: float = Field(description="Total audio duration in seconds")
     created_at: datetime = Field(
-        default_factory=datetime.utcnow,
-        description="When this waveform was generated"
+        default_factory=datetime.utcnow, description="When this waveform was generated"
     )
     processing_time_seconds: Optional[float] = Field(
-        None,
-        description="Time taken to generate waveform"
+        None, description="Time taken to generate waveform"
     )
 
     class Settings:
diff --git a/backends/advanced/src/advanced_omi_backend/plugins/__init__.py b/backends/advanced/src/advanced_omi_backend/plugins/__init__.py
index 90c47460..35b0a2b0 100644
--- a/backends/advanced/src/advanced_omi_backend/plugins/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/plugins/__init__.py
@@ -20,13 +20,13 @@
 from .services import PluginServices
 
 __all__ = [
-    'BasePlugin',
-    'ButtonActionType',
-    'ButtonState',
-    'ConversationCloseReason',
-    'PluginContext',
-    'PluginEvent',
-    'PluginResult',
-    'PluginRouter',
-    'PluginServices',
+    "BasePlugin",
+    "ButtonActionType",
+    "ButtonState",
+    "ConversationCloseReason",
+    "PluginContext",
+    "PluginEvent",
+    "PluginResult",
+    "PluginRouter",
+    "PluginServices",
 ]
diff --git a/backends/advanced/src/advanced_omi_backend/routers/api_router.py b/backends/advanced/src/advanced_omi_backend/routers/api_router.py
index e4c89531..63e7180d 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/api_router.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/api_router.py
@@ -47,12 +47,15 @@
 router.include_router(obsidian_router)
 router.include_router(system_router)
 router.include_router(queue_router)
-router.include_router(health_router)  # Also include under /api for frontend compatibility
+router.include_router(
+    health_router
+)  # Also include under /api for frontend compatibility
 
 # Conditionally include test routes (only in test environments)
 if os.getenv("DEBUG_DIR"):
     try:
         from .modules.test_routes import router as test_router
+
         router.include_router(test_router)
         logger.info("✅ Test routes loaded (test environment detected)")
     except Exception as e:
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/__init__.py b/backends/advanced/src/advanced_omi_backend/routers/modules/__init__.py
index 501377fc..a65463d7 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/__init__.py
@@ -35,19 +35,19 @@
 from .websocket_routes import router as websocket_router
 
 __all__ = [
-   "admin_router",
-   "annotation_router",
-   "audio_router",
-   "chat_router",
-   "client_router",
-   "conversation_router",
-   "finetuning_router",
-   "health_router",
-   "knowledge_graph_router",
-   "memory_router",
-   "obsidian_router",
-   "queue_router",
-   "system_router",
-   "user_router",
-   "websocket_router",
+    "admin_router",
+    "annotation_router",
+    "audio_router",
+    "chat_router",
+    "client_router",
+    "conversation_router",
+    "finetuning_router",
+    "health_router",
+    "knowledge_graph_router",
+    "memory_router",
+    "obsidian_router",
+    "queue_router",
+    "system_router",
+    "user_router",
+    "websocket_router",
 ]
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/admin_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/admin_routes.py
index 49594dd0..2b6f0dd9 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/admin_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/admin_routes.py
@@ -21,32 +21,29 @@
 def require_admin(current_user: User = Depends(current_active_user)) -> User:
     """Dependency to require admin/superuser permissions."""
     if not current_user.is_superuser:
-        raise HTTPException(
-            status_code=403,
-            detail="Admin permissions required"
-        )
+        raise HTTPException(status_code=403, detail="Admin permissions required")
     return current_user
 
 
 @router.get("/cleanup/settings")
-async def get_cleanup_settings_admin(
-    admin: User = Depends(require_admin)
-):
+async def get_cleanup_settings_admin(admin: User = Depends(require_admin)):
     """Get current cleanup settings (admin only)."""
     from advanced_omi_backend.config import get_cleanup_settings
 
     settings = get_cleanup_settings()
     return {
         **settings,
-        "note": "Cleanup settings are stored in /app/data/cleanup_config.json"
+        "note": "Cleanup settings are stored in /app/data/cleanup_config.json",
     }
 
 
 @router.post("/cleanup")
 async def trigger_cleanup(
     dry_run: bool = Query(False, description="Preview what would be deleted"),
-    retention_days: Optional[int] = Query(None, description="Override retention period"),
-    admin: User = Depends(require_admin)
+    retention_days: Optional[int] = Query(
+        None, description="Override retention period"
+    ),
+    admin: User = Depends(require_admin),
 ):
     """Manually trigger cleanup of soft-deleted conversations (admin only)."""
     try:
@@ -64,7 +61,9 @@ async def trigger_cleanup(
             job_timeout="30m",
         )
 
-        logger.info(f"Admin {admin.email} triggered cleanup job {job.id} (dry_run={dry_run}, retention={retention_days or 'default'})")
+        logger.info(
+            f"Admin {admin.email} triggered cleanup job {job.id} (dry_run={dry_run}, retention={retention_days or 'default'})"
+        )
 
         return JSONResponse(
             status_code=200,
@@ -73,22 +72,23 @@ async def trigger_cleanup(
                 "job_id": job.id,
                 "retention_days": retention_days or "default (from config)",
                 "dry_run": dry_run,
-                "note": "Check job status at /api/queue/jobs/{job_id}"
-            }
+                "note": "Check job status at /api/queue/jobs/{job_id}",
+            },
         )
 
     except Exception as e:
         logger.error(f"Failed to trigger cleanup: {e}")
         return JSONResponse(
-            status_code=500,
-            content={"error": f"Failed to trigger cleanup: {str(e)}"}
+            status_code=500, content={"error": f"Failed to trigger cleanup: {str(e)}"}
         )
 
 
 @router.get("/cleanup/preview")
 async def preview_cleanup(
-    retention_days: Optional[int] = Query(None, description="Preview with specific retention period"),
-    admin: User = Depends(require_admin)
+    retention_days: Optional[int] = Query(
+        None, description="Preview with specific retention period"
+    ),
+    admin: User = Depends(require_admin),
 ):
     """Preview what would be deleted by cleanup (admin only)."""
     try:
@@ -100,26 +100,24 @@ async def preview_cleanup(
         # Use provided retention or default from config
         if retention_days is None:
             settings_dict = get_cleanup_settings()
-            retention_days = settings_dict['retention_days']
+            retention_days = settings_dict["retention_days"]
 
         cutoff_date = datetime.utcnow() - timedelta(days=retention_days)
 
         # Count conversations that would be deleted
         count = await Conversation.find(
-            Conversation.deleted == True,
-            Conversation.deleted_at < cutoff_date
+            Conversation.deleted == True, Conversation.deleted_at < cutoff_date
         ).count()
 
         return {
             "retention_days": retention_days,
             "cutoff_date": cutoff_date.isoformat(),
             "conversations_to_delete": count,
-            "note": f"Conversations deleted before {cutoff_date.date()} would be purged"
+            "note": f"Conversations deleted before {cutoff_date.date()} would be purged",
         }
 
     except Exception as e:
         logger.error(f"Failed to preview cleanup: {e}")
         return JSONResponse(
-            status_code=500,
-            content={"error": f"Failed to preview cleanup: {str(e)}"}
+            status_code=500, content={"error": f"Failed to preview cleanup: {str(e)}"}
         )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py
index e04e6c76..74d4f76e 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py
@@ -85,11 +85,15 @@ async def create_memory_annotation(
                     content=annotation_data.corrected_text,
                     user_id=current_user.user_id,
                 )
-                logger.info(f"Updated memory {annotation_data.memory_id} with corrected text")
+                logger.info(
+                    f"Updated memory {annotation_data.memory_id} with corrected text"
+                )
             except Exception as e:
                 logger.error(f"Error updating memory: {e}")
                 # Annotation is saved, but memory update failed - log but don't fail the request
-                logger.warning(f"Memory annotation {annotation.id} saved but memory update failed")
+                logger.warning(
+                    f"Memory annotation {annotation.id} saved but memory update failed"
+                )
 
         return AnnotationResponse.model_validate(annotation)
 
@@ -237,7 +241,10 @@ async def update_annotation_status(
         annotation.updated_at = datetime.now(timezone.utc)
 
         # If accepting a pending suggestion, apply the correction
-        if status == AnnotationStatus.ACCEPTED and old_status == AnnotationStatus.PENDING:
+        if (
+            status == AnnotationStatus.ACCEPTED
+            and old_status == AnnotationStatus.PENDING
+        ):
             if annotation.is_memory_annotation():
                 # Update memory
                 try:
@@ -260,7 +267,9 @@ async def update_annotation_status(
                     )
                     if conversation:
                         transcript = conversation.active_transcript
-                        if transcript and annotation.segment_index < len(transcript.segments):
+                        if transcript and annotation.segment_index < len(
+                            transcript.segments
+                        ):
                             transcript.segments[annotation.segment_index].text = (
                                 annotation.corrected_text
                             )
@@ -286,7 +295,9 @@ async def update_annotation_status(
                             user_id=annotation.user_id,
                             **update_kwargs,
                         )
-                        logger.info(f"Applied entity suggestion to entity {annotation.entity_id}")
+                        logger.info(
+                            f"Applied entity suggestion to entity {annotation.entity_id}"
+                        )
                 except Exception as e:
                     logger.error(f"Error applying entity suggestion: {e}")
                     # Don't fail the status update if entity update fails
@@ -310,7 +321,11 @@ async def update_annotation_status(
         await annotation.save()
         logger.info(f"Updated annotation {annotation_id} status to {status}")
 
-        return {"status": "updated", "annotation_id": annotation_id, "new_status": status}
+        return {
+            "status": "updated",
+            "annotation_id": annotation_id,
+            "new_status": status,
+        }
 
     except HTTPException:
         raise
@@ -345,7 +360,9 @@ async def delete_annotation(
             raise HTTPException(status_code=404, detail="Annotation not found")
 
         if annotation.processed:
-            raise HTTPException(status_code=400, detail="Cannot delete a processed annotation")
+            raise HTTPException(
+                status_code=400, detail="Cannot delete a processed annotation"
+            )
 
         await annotation.delete()
         logger.info(f"Deleted annotation {annotation_id}")
@@ -384,7 +401,9 @@ async def update_annotation(
             raise HTTPException(status_code=404, detail="Annotation not found")
 
         if annotation.processed:
-            raise HTTPException(status_code=400, detail="Cannot update a processed annotation")
+            raise HTTPException(
+                status_code=400, detail="Cannot update a processed annotation"
+            )
 
         if update_data.corrected_text is not None:
             annotation.corrected_text = update_data.corrected_text
@@ -441,7 +460,10 @@ async def create_insert_annotation(
             raise HTTPException(status_code=400, detail="No active transcript found")
 
         segment_count = len(active_transcript.segments)
-        if annotation_data.insert_after_index < -1 or annotation_data.insert_after_index >= segment_count:
+        if (
+            annotation_data.insert_after_index < -1
+            or annotation_data.insert_after_index >= segment_count
+        ):
             raise HTTPException(
                 status_code=400,
                 detail=f"insert_after_index must be between -1 and {segment_count - 1}",
@@ -572,7 +594,9 @@ async def create_entity_annotation(
                 user_id=current_user.user_id,
                 **update_kwargs,
             )
-            logger.info(f"Applied entity correction to Neo4j for entity {annotation_data.entity_id}")
+            logger.info(
+                f"Applied entity correction to Neo4j for entity {annotation_data.entity_id}"
+            )
         except Exception as e:
             logger.error(f"Error applying entity correction to Neo4j: {e}")
             # Annotation is saved but Neo4j update failed — log but don't fail the request
@@ -657,7 +681,9 @@ async def create_title_annotation(
         try:
             conversation.title = annotation_data.corrected_text
             await conversation.save()
-            logger.info(f"Updated title for conversation {annotation_data.conversation_id}")
+            logger.info(
+                f"Updated title for conversation {annotation_data.conversation_id}"
+            )
         except Exception as e:
             logger.error(f"Error updating conversation title: {e}")
             # Annotation is saved but title update failed — log but don't fail the request
@@ -697,7 +723,6 @@ async def get_title_annotations(
         )
 
 
-
 # === Diarization Annotation Routes ===
 
 
@@ -817,7 +842,10 @@ async def apply_diarization_annotations(
 
         if not annotations:
             return JSONResponse(
-                content={"message": "No pending annotations to apply", "applied_count": 0}
+                content={
+                    "message": "No pending annotations to apply",
+                    "applied_count": 0,
+                }
             )
 
         # Get active transcript version
@@ -839,7 +867,9 @@ async def apply_diarization_annotations(
                 key=lambda a: a.updated_at,
                 reverse=True,
             )
-            annotation_for_segment = annotations_for_segment[0] if annotations_for_segment else None
+            annotation_for_segment = (
+                annotations_for_segment[0] if annotations_for_segment else None
+            )
 
             if annotation_for_segment:
                 # Apply correction
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/audio_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/audio_routes.py
index fd1c659f..81065a8e 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/audio_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/audio_routes.py
@@ -49,7 +49,10 @@ def _safe_filename(conversation: "Conversation") -> str:
 
 @router.post("/upload_audio_from_gdrive")
 async def upload_audio_from_drive_folder(
-    gdrive_folder_id: str = Query(..., description="Google Drive Folder ID containing audio files (e.g., the string after /folders/ in the URL)"),
+    gdrive_folder_id: str = Query(
+        ...,
+        description="Google Drive Folder ID containing audio files (e.g., the string after /folders/ in the URL)",
+    ),
     current_user: User = Depends(current_superuser),
     device_name: str = Query(default="upload"),
 ):
@@ -67,7 +70,9 @@ async def upload_audio_from_drive_folder(
 async def get_conversation_audio(
     conversation_id: str,
     request: Request,
-    token: Optional[str] = Query(default=None, description="JWT token for audio element access"),
+    token: Optional[str] = Query(
+        default=None, description="JWT token for audio element access"
+    ),
     current_user: Optional[User] = Depends(current_active_user_optional),
 ):
     """
@@ -111,7 +116,9 @@ async def get_conversation_audio(
         raise HTTPException(status_code=404, detail="Conversation not found")
 
     # Check ownership (admins can access all)
-    if not current_user.is_superuser and conversation.user_id != str(current_user.user_id):
+    if not current_user.is_superuser and conversation.user_id != str(
+        current_user.user_id
+    ):
         raise HTTPException(status_code=403, detail="Access denied")
 
     # Reconstruct WAV from MongoDB chunks
@@ -123,8 +130,7 @@ async def get_conversation_audio(
     except Exception as e:
         # Reconstruction failed
         raise HTTPException(
-            status_code=500,
-            detail=f"Failed to reconstruct audio: {str(e)}"
+            status_code=500, detail=f"Failed to reconstruct audio: {str(e)}"
         )
 
     # Handle Range requests for seeking support
@@ -143,7 +149,7 @@ async def get_conversation_audio(
                 "Accept-Ranges": "bytes",
                 "X-Audio-Source": "mongodb-chunks",
                 "X-Chunk-Count": str(conversation.audio_chunks_count or 0),
-            }
+            },
         )
 
     # Parse Range header (e.g., "bytes=0-1023")
@@ -159,7 +165,7 @@ async def get_conversation_audio(
         content_length = range_end - range_start + 1
 
         # Extract requested byte range
-        range_data = wav_data[range_start:range_end + 1]
+        range_data = wav_data[range_start : range_end + 1]
 
         # Return 206 Partial Content with Range headers
         return Response(
@@ -172,22 +178,21 @@ async def get_conversation_audio(
                 "Accept-Ranges": "bytes",
                 "Content-Disposition": f'inline; filename="{filename}.wav"',
                 "X-Audio-Source": "mongodb-chunks",
-            }
+            },
         )
     except (ValueError, IndexError) as e:
         # Invalid Range header, return 416 Range Not Satisfiable
         return Response(
-            status_code=416,
-            headers={
-                "Content-Range": f"bytes */{file_size}"
-            }
+            status_code=416, headers={"Content-Range": f"bytes */{file_size}"}
         )
 
 
 @router.get("/stream_audio/{conversation_id}")
 async def stream_conversation_audio(
     conversation_id: str,
-    token: Optional[str] = Query(default=None, description="JWT token for audio element access"),
+    token: Optional[str] = Query(
+        default=None, description="JWT token for audio element access"
+    ),
     current_user: Optional[User] = Depends(current_active_user_optional),
 ):
     """
@@ -230,12 +235,16 @@ async def stream_conversation_audio(
         raise HTTPException(status_code=404, detail="Conversation not found")
 
     # Check ownership (admins can access all)
-    if not current_user.is_superuser and conversation.user_id != str(current_user.user_id):
+    if not current_user.is_superuser and conversation.user_id != str(
+        current_user.user_id
+    ):
         raise HTTPException(status_code=403, detail="Access denied")
 
     # Check if chunks exist
     if not conversation.audio_chunks_count or conversation.audio_chunks_count == 0:
-        raise HTTPException(status_code=404, detail="No audio data for this conversation")
+        raise HTTPException(
+            status_code=404, detail="No audio data for this conversation"
+        )
 
     async def stream_chunks():
         """Generator that yields WAV data in batches."""
@@ -249,6 +258,7 @@ async def stream_chunks():
         # We'll write a placeholder size since we're streaming
         wav_header = io.BytesIO()
         import wave
+
         with wave.open(wav_header, "wb") as wav:
             wav.setnchannels(CHANNELS)
             wav.setsampwidth(SAMPLE_WIDTH)
@@ -268,7 +278,7 @@ async def stream_chunks():
             chunks = await retrieve_audio_chunks(
                 conversation_id=conversation_id,
                 start_index=start_index,
-                limit=batch_size
+                limit=batch_size,
             )
 
             if not chunks:
@@ -292,7 +302,7 @@ async def stream_chunks():
             "X-Audio-Source": "mongodb-chunks-stream",
             "X-Chunk-Count": str(conversation.audio_chunks_count or 0),
             "X-Total-Duration": str(conversation.audio_total_duration or 0),
-        }
+        },
     )
 
 
@@ -301,7 +311,9 @@ async def get_audio_chunk_range(
     conversation_id: str,
     start_time: float = Query(..., description="Start time in seconds"),
     end_time: float = Query(..., description="End time in seconds"),
-    token: Optional[str] = Query(default=None, description="JWT token for audio element access"),
+    token: Optional[str] = Query(
+        default=None, description="JWT token for audio element access"
+    ),
     current_user: Optional[User] = Depends(current_active_user_optional),
 ):
     """
@@ -331,8 +343,11 @@ async def get_audio_chunk_range(
         400: If time range is invalid
     """
     import logging
+
     logger = logging.getLogger(__name__)
-    logger.info(f"🎵 Audio chunk request: conversation={conversation_id[:8]}..., start={start_time:.2f}s, end={end_time:.2f}s")
+    logger.info(
+        f"🎵 Audio chunk request: conversation={conversation_id[:8]}..., start={start_time:.2f}s, end={end_time:.2f}s"
+    )
 
     # Try token param if header auth failed
     if not current_user and token:
@@ -350,27 +365,38 @@ async def get_audio_chunk_range(
         raise HTTPException(status_code=404, detail="Conversation not found")
 
     # Check ownership (admins can access all)
-    if not current_user.is_superuser and conversation.user_id != str(current_user.user_id):
+    if not current_user.is_superuser and conversation.user_id != str(
+        current_user.user_id
+    ):
         raise HTTPException(status_code=403, detail="Access denied")
 
     # Validate time range
     if start_time < 0 or end_time <= start_time:
         raise HTTPException(status_code=400, detail="Invalid time range")
 
-    if conversation.audio_total_duration and end_time > conversation.audio_total_duration:
+    if (
+        conversation.audio_total_duration
+        and end_time > conversation.audio_total_duration
+    ):
         end_time = conversation.audio_total_duration
 
     # Use the dedicated segment reconstruction function
     from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
 
     try:
-        wav_data = await reconstruct_audio_segment(conversation_id, start_time, end_time)
-        logger.info(f"✅ Returning WAV: {len(wav_data)} bytes for range {start_time:.2f}s - {end_time:.2f}s")
+        wav_data = await reconstruct_audio_segment(
+            conversation_id, start_time, end_time
+        )
+        logger.info(
+            f"✅ Returning WAV: {len(wav_data)} bytes for range {start_time:.2f}s - {end_time:.2f}s"
+        )
     except ValueError as e:
         raise HTTPException(status_code=404, detail=str(e))
     except Exception as e:
         logger.error(f"Failed to reconstruct audio segment: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to reconstruct audio: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to reconstruct audio: {str(e)}"
+        )
 
     return StreamingResponse(
         io.BytesIO(wav_data),
@@ -381,7 +407,7 @@ async def get_audio_chunk_range(
             "X-Audio-Duration": str(end_time - start_time),
             "X-Start-Time": str(start_time),
             "X-End-Time": str(end_time),
-        }
+        },
     )
 
 
@@ -389,7 +415,9 @@ async def get_audio_chunk_range(
 async def upload_audio_files(
     current_user: User = Depends(current_superuser),
     files: list[UploadFile] = File(...),
-    device_name: str = Query(default="upload", description="Device name for uploaded files"),
+    device_name: str = Query(
+        default="upload", description="Device name for uploaded files"
+    ),
 ):
     """
     Upload and process audio files. Admin only.
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/chat_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/chat_routes.py
index fdb73e5d..0d296340 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/chat_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/chat_routes.py
@@ -31,18 +31,31 @@
 
 # --- OpenAI-compatible chat completion models ---
 
+
 class ChatCompletionMessage(BaseModel):
-    role: str = Field(..., description="The role of the message author (system, user, assistant)")
+    role: str = Field(
+        ..., description="The role of the message author (system, user, assistant)"
+    )
     content: str = Field(..., description="The message content")
 
 
 class ChatCompletionRequest(BaseModel):
-    messages: List[ChatCompletionMessage] = Field(..., min_length=1, description="List of messages in the conversation")
-    model: Optional[str] = Field(None, description="Model to use (ignored, uses server-configured model)")
+    messages: List[ChatCompletionMessage] = Field(
+        ..., min_length=1, description="List of messages in the conversation"
+    )
+    model: Optional[str] = Field(
+        None, description="Model to use (ignored, uses server-configured model)"
+    )
     stream: Optional[bool] = Field(True, description="Whether to stream the response")
-    temperature: Optional[float] = Field(None, description="Sampling temperature (ignored, uses server config)")
-    session_id: Optional[str] = Field(None, description="Chronicle session ID (creates new if not provided)")
-    include_obsidian_memory: Optional[bool] = Field(False, description="Whether to include Obsidian vault context")
+    temperature: Optional[float] = Field(
+        None, description="Sampling temperature (ignored, uses server config)"
+    )
+    session_id: Optional[str] = Field(
+        None, description="Chronicle session ID (creates new if not provided)"
+    )
+    include_obsidian_memory: Optional[bool] = Field(
+        False, description="Whether to include Obsidian vault context"
+    )
 
 
 class ChatCompletionChunkDelta(BaseModel):
@@ -104,7 +117,9 @@ class ChatSessionCreateRequest(BaseModel):
 
 
 class ChatSessionUpdateRequest(BaseModel):
-    title: str = Field(..., min_length=1, max_length=200, description="New session title")
+    title: str = Field(
+        ..., min_length=1, max_length=200, description="New session title"
+    )
 
 
 class ChatStatisticsResponse(BaseModel):
@@ -115,99 +130,97 @@ class ChatStatisticsResponse(BaseModel):
 
 @router.post("/sessions", response_model=ChatSessionResponse)
 async def create_chat_session(
-    request: ChatSessionCreateRequest,
-    current_user: User = Depends(current_active_user)
+    request: ChatSessionCreateRequest, current_user: User = Depends(current_active_user)
 ):
     """Create a new chat session."""
     try:
         chat_service = get_chat_service()
         session = await chat_service.create_session(
-            user_id=str(current_user.id),
-            title=request.title
+            user_id=str(current_user.id), title=request.title
         )
-        
+
         return ChatSessionResponse(
             session_id=session.session_id,
             title=session.title,
             created_at=session.created_at.isoformat(),
-            updated_at=session.updated_at.isoformat()
+            updated_at=session.updated_at.isoformat(),
         )
     except Exception as e:
         logger.error(f"Failed to create chat session for user {current_user.id}: {e}")
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to create chat session"
+            detail="Failed to create chat session",
         )
 
 
 @router.get("/sessions", response_model=List[ChatSessionResponse])
 async def get_chat_sessions(
-    limit: int = 50,
-    current_user: User = Depends(current_active_user)
+    limit: int = 50, current_user: User = Depends(current_active_user)
 ):
     """Get all chat sessions for the current user."""
     try:
         chat_service = get_chat_service()
         sessions = await chat_service.get_user_sessions(
-            user_id=str(current_user.id),
-            limit=min(limit, 100)  # Cap at 100
+            user_id=str(current_user.id), limit=min(limit, 100)  # Cap at 100
         )
-        
+
         # Get message counts for each session (this could be optimized with aggregation)
         session_responses = []
         for session in sessions:
             messages = await chat_service.get_session_messages(
                 session_id=session.session_id,
                 user_id=str(current_user.id),
-                limit=1  # We just need count, but MongoDB doesn't have efficient count
+                limit=1,  # We just need count, but MongoDB doesn't have efficient count
             )
-            
-            session_responses.append(ChatSessionResponse(
-                session_id=session.session_id,
-                title=session.title,
-                created_at=session.created_at.isoformat(),
-                updated_at=session.updated_at.isoformat(),
-                message_count=len(messages)  # This is approximate for efficiency
-            ))
-        
+
+            session_responses.append(
+                ChatSessionResponse(
+                    session_id=session.session_id,
+                    title=session.title,
+                    created_at=session.created_at.isoformat(),
+                    updated_at=session.updated_at.isoformat(),
+                    message_count=len(messages),  # This is approximate for efficiency
+                )
+            )
+
         return session_responses
     except Exception as e:
         logger.error(f"Failed to get chat sessions for user {current_user.id}: {e}")
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to retrieve chat sessions"
+            detail="Failed to retrieve chat sessions",
         )
 
 
 @router.get("/sessions/{session_id}", response_model=ChatSessionResponse)
 async def get_chat_session(
-    session_id: str,
-    current_user: User = Depends(current_active_user)
+    session_id: str, current_user: User = Depends(current_active_user)
 ):
     """Get a specific chat session."""
     try:
         chat_service = get_chat_service()
         session = await chat_service.get_session(session_id, str(current_user.id))
-        
+
         if not session:
             raise HTTPException(
-                status_code=status.HTTP_404_NOT_FOUND,
-                detail="Chat session not found"
+                status_code=status.HTTP_404_NOT_FOUND, detail="Chat session not found"
             )
-        
+
         return ChatSessionResponse(
             session_id=session.session_id,
             title=session.title,
             created_at=session.created_at.isoformat(),
-            updated_at=session.updated_at.isoformat()
+            updated_at=session.updated_at.isoformat(),
         )
     except HTTPException:
         raise
     except Exception as e:
-        logger.error(f"Failed to get chat session {session_id} for user {current_user.id}: {e}")
+        logger.error(
+            f"Failed to get chat session {session_id} for user {current_user.id}: {e}"
+        )
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to retrieve chat session"
+            detail="Failed to retrieve chat session",
         )
 
 
@@ -215,100 +228,100 @@ async def get_chat_session(
 async def update_chat_session(
     session_id: str,
     request: ChatSessionUpdateRequest,
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """Update a chat session's title."""
     try:
         chat_service = get_chat_service()
-        
+
         # Verify session exists and belongs to user
         session = await chat_service.get_session(session_id, str(current_user.id))
         if not session:
             raise HTTPException(
-                status_code=status.HTTP_404_NOT_FOUND,
-                detail="Chat session not found"
+                status_code=status.HTTP_404_NOT_FOUND, detail="Chat session not found"
             )
-        
+
         # Update the title
         success = await chat_service.update_session_title(
             session_id, str(current_user.id), request.title
         )
-        
+
         if not success:
             raise HTTPException(
                 status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-                detail="Failed to update session title"
+                detail="Failed to update session title",
             )
-        
+
         # Return updated session
-        updated_session = await chat_service.get_session(session_id, str(current_user.id))
+        updated_session = await chat_service.get_session(
+            session_id, str(current_user.id)
+        )
         return ChatSessionResponse(
             session_id=updated_session.session_id,
             title=updated_session.title,
             created_at=updated_session.created_at.isoformat(),
-            updated_at=updated_session.updated_at.isoformat()
+            updated_at=updated_session.updated_at.isoformat(),
         )
     except HTTPException:
         raise
     except Exception as e:
-        logger.error(f"Failed to update chat session {session_id} for user {current_user.id}: {e}")
+        logger.error(
+            f"Failed to update chat session {session_id} for user {current_user.id}: {e}"
+        )
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to update chat session"
+            detail="Failed to update chat session",
         )
 
 
 @router.delete("/sessions/{session_id}")
 async def delete_chat_session(
-    session_id: str,
-    current_user: User = Depends(current_active_user)
+    session_id: str, current_user: User = Depends(current_active_user)
 ):
     """Delete a chat session and all its messages."""
     try:
         chat_service = get_chat_service()
         success = await chat_service.delete_session(session_id, str(current_user.id))
-        
+
         if not success:
             raise HTTPException(
-                status_code=status.HTTP_404_NOT_FOUND,
-                detail="Chat session not found"
+                status_code=status.HTTP_404_NOT_FOUND, detail="Chat session not found"
             )
-        
+
         return {"message": "Chat session deleted successfully"}
     except HTTPException:
         raise
     except Exception as e:
-        logger.error(f"Failed to delete chat session {session_id} for user {current_user.id}: {e}")
+        logger.error(
+            f"Failed to delete chat session {session_id} for user {current_user.id}: {e}"
+        )
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to delete chat session"
+            detail="Failed to delete chat session",
         )
 
 
 @router.get("/sessions/{session_id}/messages", response_model=List[ChatMessageResponse])
 async def get_session_messages(
-    session_id: str,
-    limit: int = 100,
-    current_user: User = Depends(current_active_user)
+    session_id: str, limit: int = 100, current_user: User = Depends(current_active_user)
 ):
     """Get all messages in a chat session."""
     try:
         chat_service = get_chat_service()
-        
+
         # Verify session exists and belongs to user
         session = await chat_service.get_session(session_id, str(current_user.id))
         if not session:
             raise HTTPException(
-                status_code=status.HTTP_404_NOT_FOUND,
-                detail="Chat session not found"
+                status_code=status.HTTP_404_NOT_FOUND, detail="Chat session not found"
             )
-        
+
         messages = await chat_service.get_session_messages(
             session_id=session_id,
             user_id=str(current_user.id),
-            limit=min(limit, 200)  # Cap at 200
+            limit=min(limit, 200),  # Cap at 200
         )
-        
+
         return [
             ChatMessageResponse(
                 message_id=msg.message_id,
@@ -316,24 +329,25 @@ async def get_session_messages(
                 role=msg.role,
                 content=msg.content,
                 timestamp=msg.timestamp.isoformat(),
-                memories_used=msg.memories_used
+                memories_used=msg.memories_used,
             )
             for msg in messages
         ]
     except HTTPException:
         raise
     except Exception as e:
-        logger.error(f"Failed to get messages for session {session_id}, user {current_user.id}: {e}")
+        logger.error(
+            f"Failed to get messages for session {session_id}, user {current_user.id}: {e}"
+        )
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to retrieve messages"
+            detail="Failed to retrieve messages",
         )
 
 
 @router.post("/completions")
 async def chat_completions(
-    request: ChatCompletionRequest,
-    current_user: User = Depends(current_active_user)
+    request: ChatCompletionRequest, current_user: User = Depends(current_active_user)
 ):
     """OpenAI-compatible chat completions endpoint with streaming support."""
     try:
@@ -349,7 +363,7 @@ async def chat_completions(
             if not session:
                 raise HTTPException(
                     status_code=status.HTTP_404_NOT_FOUND,
-                    detail="Chat session not found"
+                    detail="Chat session not found",
                 )
 
         # Extract the latest user message
@@ -357,7 +371,7 @@ async def chat_completions(
         if not user_messages:
             raise HTTPException(
                 status_code=status.HTTP_400_BAD_REQUEST,
-                detail="At least one user message is required"
+                detail="At least one user message is required",
             )
         message_content = user_messages[-1].content
 
@@ -368,9 +382,14 @@ async def chat_completions(
         if request.stream:
             return StreamingResponse(
                 _stream_openai_format(
-                    chat_service, session_id, str(current_user.id),
-                    message_content, request.include_obsidian_memory,
-                    completion_id, created, model_name,
+                    chat_service,
+                    session_id,
+                    str(current_user.id),
+                    message_content,
+                    request.include_obsidian_memory,
+                    completion_id,
+                    created,
+                    model_name,
                 ),
                 media_type="text/event-stream",
                 headers={
@@ -381,9 +400,14 @@ async def chat_completions(
             )
         else:
             return await _non_streaming_response(
-                chat_service, session_id, str(current_user.id),
-                message_content, request.include_obsidian_memory,
-                completion_id, created, model_name,
+                chat_service,
+                session_id,
+                str(current_user.id),
+                message_content,
+                request.include_obsidian_memory,
+                completion_id,
+                created,
+                model_name,
             )
 
     except HTTPException:
@@ -392,14 +416,19 @@ async def chat_completions(
         logger.error(f"Failed to process message for user {current_user.id}: {e}")
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to process message"
+            detail="Failed to process message",
         )
 
 
 async def _stream_openai_format(
-    chat_service, session_id: str, user_id: str,
-    message_content: str, include_obsidian_memory: bool,
-    completion_id: str, created: int, model_name: str,
+    chat_service,
+    session_id: str,
+    user_id: str,
+    message_content: str,
+    include_obsidian_memory: bool,
+    completion_id: str,
+    created: int,
+    model_name: str,
 ):
     """Map internal streaming events to OpenAI SSE chunk format."""
     previous_text = ""
@@ -415,10 +444,14 @@ async def _stream_openai_format(
             if event_type == "memory_context":
                 # First chunk: send role + chronicle metadata
                 chunk = ChatCompletionChunk(
-                    id=completion_id, created=created, model=model_name,
-                    choices=[ChatCompletionChunkChoice(
-                        delta=ChatCompletionChunkDelta(role="assistant"),
-                    )],
+                    id=completion_id,
+                    created=created,
+                    model=model_name,
+                    choices=[
+                        ChatCompletionChunkChoice(
+                            delta=ChatCompletionChunkDelta(role="assistant"),
+                        )
+                    ],
                     chronicle_metadata={
                         "session_id": session_id,
                         **event["data"],
@@ -429,24 +462,32 @@ async def _stream_openai_format(
             elif event_type == "token":
                 # Internal events carry accumulated text; compute delta
                 accumulated = event["data"]
-                delta_text = accumulated[len(previous_text):]
+                delta_text = accumulated[len(previous_text) :]
                 previous_text = accumulated
                 if delta_text:
                     chunk = ChatCompletionChunk(
-                        id=completion_id, created=created, model=model_name,
-                        choices=[ChatCompletionChunkChoice(
-                            delta=ChatCompletionChunkDelta(content=delta_text),
-                        )],
+                        id=completion_id,
+                        created=created,
+                        model=model_name,
+                        choices=[
+                            ChatCompletionChunkChoice(
+                                delta=ChatCompletionChunkDelta(content=delta_text),
+                            )
+                        ],
                     )
                     yield f"data: {chunk.model_dump_json()}\n\n"
 
             elif event_type == "complete":
                 chunk = ChatCompletionChunk(
-                    id=completion_id, created=created, model=model_name,
-                    choices=[ChatCompletionChunkChoice(
-                        delta=ChatCompletionChunkDelta(),
-                        finish_reason="stop",
-                    )],
+                    id=completion_id,
+                    created=created,
+                    model=model_name,
+                    choices=[
+                        ChatCompletionChunkChoice(
+                            delta=ChatCompletionChunkDelta(),
+                            finish_reason="stop",
+                        )
+                    ],
                     chronicle_metadata={
                         "session_id": session_id,
                         "message_id": event["data"].get("message_id"),
@@ -473,9 +514,14 @@ async def _stream_openai_format(
 
 
 async def _non_streaming_response(
-    chat_service, session_id: str, user_id: str,
-    message_content: str, include_obsidian_memory: bool,
-    completion_id: str, created: int, model_name: str,
+    chat_service,
+    session_id: str,
+    user_id: str,
+    message_content: str,
+    include_obsidian_memory: bool,
+    completion_id: str,
+    created: int,
+    model_name: str,
 ) -> ChatCompletionResponse:
     """Collect all events and return a single ChatCompletionResponse."""
     full_content = ""
@@ -506,9 +552,13 @@ async def _non_streaming_response(
         id=completion_id,
         created=created,
         model=model_name,
-        choices=[ChatCompletionChoice(
-            message=ChatCompletionMessage(role="assistant", content=full_content.strip()),
-        )],
+        choices=[
+            ChatCompletionChoice(
+                message=ChatCompletionMessage(
+                    role="assistant", content=full_content.strip()
+                ),
+            )
+        ],
         usage={"prompt_tokens": 0, "completion_tokens": 0, "total_tokens": 0},
         session_id=session_id,
         chronicle_metadata=metadata,
@@ -516,62 +566,62 @@ async def _non_streaming_response(
 
 
 @router.get("/statistics", response_model=ChatStatisticsResponse)
-async def get_chat_statistics(
-    current_user: User = Depends(current_active_user)
-):
+async def get_chat_statistics(current_user: User = Depends(current_active_user)):
     """Get chat statistics for the current user."""
     try:
         chat_service = get_chat_service()
         stats = await chat_service.get_chat_statistics(str(current_user.id))
-        
+
         return ChatStatisticsResponse(
             total_sessions=stats["total_sessions"],
             total_messages=stats["total_messages"],
-            last_chat=stats["last_chat"].isoformat() if stats["last_chat"] else None
+            last_chat=stats["last_chat"].isoformat() if stats["last_chat"] else None,
         )
     except Exception as e:
         logger.error(f"Failed to get chat statistics for user {current_user.id}: {e}")
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to retrieve chat statistics"
+            detail="Failed to retrieve chat statistics",
         )
 
 
 @router.post("/sessions/{session_id}/extract-memories")
 async def extract_memories_from_session(
-    session_id: str,
-    current_user: User = Depends(current_active_user)
+    session_id: str, current_user: User = Depends(current_active_user)
 ):
     """Extract memories from a chat session."""
     try:
         chat_service = get_chat_service()
-        
+
         # Extract memories from the session
-        success, memory_ids, memory_count = await chat_service.extract_memories_from_session(
-            session_id=session_id,
-            user_id=str(current_user.id)
+        success, memory_ids, memory_count = (
+            await chat_service.extract_memories_from_session(
+                session_id=session_id, user_id=str(current_user.id)
+            )
         )
-        
+
         if success:
             return {
                 "success": True,
                 "memory_ids": memory_ids,
                 "count": memory_count,
-                "message": f"Successfully extracted {memory_count} memories from chat session"
+                "message": f"Successfully extracted {memory_count} memories from chat session",
             }
         else:
             return {
                 "success": False,
                 "memory_ids": [],
                 "count": 0,
-                "message": "Failed to extract memories from chat session"
+                "message": "Failed to extract memories from chat session",
             }
-        
+
     except Exception as e:
-        logger.error(f"Failed to extract memories from session {session_id} for user {current_user.id}: {e}")
+        logger.error(
+            f"Failed to extract memories from session {session_id} for user {current_user.id}: {e}"
+        )
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to extract memories from chat session"
+            detail="Failed to extract memories from chat session",
         )
 
 
@@ -583,15 +633,11 @@ async def chat_health_check():
         # Simple health check - verify service can be initialized
         if not chat_service._initialized:
             await chat_service.initialize()
-        
-        return {
-            "status": "healthy",
-            "service": "chat",
-            "timestamp": time.time()
-        }
+
+        return {"status": "healthy", "service": "chat", "timestamp": time.time()}
     except Exception as e:
         logger.error(f"Chat service health check failed: {e}")
         raise HTTPException(
             status_code=status.HTTP_503_SERVICE_UNAVAILABLE,
-            detail="Chat service is not available"
-        )
\ No newline at end of file
+            detail="Chat service is not available",
+        )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/conversation_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/conversation_routes.py
index 7a89fd5f..f46daf2e 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/conversation_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/conversation_routes.py
@@ -26,28 +26,44 @@ async def close_current_conversation(
     current_user: User = Depends(current_active_user),
 ):
     """Close the current active conversation for a client. Works for both connected and disconnected clients."""
-    return await conversation_controller.close_current_conversation(client_id, current_user)
+    return await conversation_controller.close_current_conversation(
+        client_id, current_user
+    )
 
 
 @router.get("")
 async def get_conversations(
-    include_deleted: bool = Query(False, description="Include soft-deleted conversations"),
-    include_unprocessed: bool = Query(False, description="Include orphan audio sessions (always_persist with failed/pending transcription)"),
-    starred_only: bool = Query(False, description="Only return starred/favorited conversations"),
+    include_deleted: bool = Query(
+        False, description="Include soft-deleted conversations"
+    ),
+    include_unprocessed: bool = Query(
+        False,
+        description="Include orphan audio sessions (always_persist with failed/pending transcription)",
+    ),
+    starred_only: bool = Query(
+        False, description="Only return starred/favorited conversations"
+    ),
     limit: int = Query(200, ge=1, le=500, description="Max conversations to return"),
     offset: int = Query(0, ge=0, description="Number of conversations to skip"),
-    sort_by: str = Query("created_at", description="Sort field: created_at, title, audio_total_duration"),
+    sort_by: str = Query(
+        "created_at", description="Sort field: created_at, title, audio_total_duration"
+    ),
     sort_order: str = Query("desc", description="Sort direction: asc or desc"),
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """Get conversations. Admins see all conversations, users see only their own."""
     return await conversation_controller.get_conversations(
-        current_user, include_deleted, include_unprocessed, starred_only, limit, offset,
-        sort_by=sort_by, sort_order=sort_order,
+        current_user,
+        include_deleted,
+        include_unprocessed,
+        starred_only,
+        limit,
+        offset,
+        sort_by=sort_by,
+        sort_order=sort_order,
     )
 
 
-
 @router.get("/search")
 async def search_conversations(
     q: str = Query(..., min_length=1, description="Text search query"),
@@ -56,13 +72,14 @@ async def search_conversations(
     current_user: User = Depends(current_active_user),
 ):
     """Full-text search across conversation titles, summaries, and transcripts."""
-    return await conversation_controller.search_conversations(q, current_user, limit, offset)
+    return await conversation_controller.search_conversations(
+        q, current_user, limit, offset
+    )
 
 
 @router.get("/{conversation_id}")
 async def get_conversation_detail(
-    conversation_id: str,
-    current_user: User = Depends(current_active_user)
+    conversation_id: str, current_user: User = Depends(current_active_user)
 ):
     """Get a specific conversation with full transcript details."""
     return await conversation_controller.get_conversation(conversation_id, current_user)
@@ -94,24 +111,28 @@ async def reprocess_transcript(
     conversation_id: str, current_user: User = Depends(current_active_user)
 ):
     """Reprocess transcript for a conversation. Users can only reprocess their own conversations."""
-    return await conversation_controller.reprocess_transcript(conversation_id, current_user)
+    return await conversation_controller.reprocess_transcript(
+        conversation_id, current_user
+    )
 
 
 @router.post("/{conversation_id}/reprocess-memory")
 async def reprocess_memory(
     conversation_id: str,
     current_user: User = Depends(current_active_user),
-    transcript_version_id: str = Query(default="active")
+    transcript_version_id: str = Query(default="active"),
 ):
     """Reprocess memory extraction for a specific transcript version. Users can only reprocess their own conversations."""
-    return await conversation_controller.reprocess_memory(conversation_id, transcript_version_id, current_user)
+    return await conversation_controller.reprocess_memory(
+        conversation_id, transcript_version_id, current_user
+    )
 
 
 @router.post("/{conversation_id}/reprocess-speakers")
 async def reprocess_speakers(
     conversation_id: str,
     current_user: User = Depends(current_active_user),
-    transcript_version_id: str = Query(default="active")
+    transcript_version_id: str = Query(default="active"),
 ):
     """
     Re-run speaker identification/diarization on existing transcript.
@@ -127,9 +148,7 @@ async def reprocess_speakers(
         Job status with job_id and new version_id
     """
     return await conversation_controller.reprocess_speakers(
-        conversation_id,
-        transcript_version_id,
-        current_user
+        conversation_id, transcript_version_id, current_user
     )
 
 
@@ -137,20 +156,24 @@ async def reprocess_speakers(
 async def activate_transcript_version(
     conversation_id: str,
     version_id: str,
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """Activate a specific transcript version. Users can only modify their own conversations."""
-    return await conversation_controller.activate_transcript_version(conversation_id, version_id, current_user)
+    return await conversation_controller.activate_transcript_version(
+        conversation_id, version_id, current_user
+    )
 
 
 @router.post("/{conversation_id}/activate-memory/{version_id}")
 async def activate_memory_version(
     conversation_id: str,
     version_id: str,
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """Activate a specific memory version. Users can only modify their own conversations."""
-    return await conversation_controller.activate_memory_version(conversation_id, version_id, current_user)
+    return await conversation_controller.activate_memory_version(
+        conversation_id, version_id, current_user
+    )
 
 
 @router.get("/{conversation_id}/versions")
@@ -158,13 +181,14 @@ async def get_conversation_version_history(
     conversation_id: str, current_user: User = Depends(current_active_user)
 ):
     """Get version history for a conversation. Users can only access their own conversations."""
-    return await conversation_controller.get_conversation_version_history(conversation_id, current_user)
+    return await conversation_controller.get_conversation_version_history(
+        conversation_id, current_user
+    )
 
 
 @router.get("/{conversation_id}/waveform")
 async def get_conversation_waveform(
-    conversation_id: str,
-    current_user: User = Depends(current_active_user)
+    conversation_id: str, current_user: User = Depends(current_active_user)
 ):
     """
     Get or generate waveform visualization data for a conversation.
@@ -208,37 +232,38 @@ async def get_conversation_waveform(
 
     # If waveform exists, return cached version
     if waveform:
-        logger.info(f"Returning cached waveform for conversation {conversation_id[:12]}")
+        logger.info(
+            f"Returning cached waveform for conversation {conversation_id[:12]}"
+        )
         return waveform.model_dump(exclude={"id", "revision_id"})
 
     # Generate waveform on-demand
-    logger.info(f"Generating waveform on-demand for conversation {conversation_id[:12]}")
+    logger.info(
+        f"Generating waveform on-demand for conversation {conversation_id[:12]}"
+    )
 
     waveform_dict = await generate_waveform_data(
-        conversation_id=conversation_id,
-        sample_rate=3
+        conversation_id=conversation_id, sample_rate=3
     )
 
     if not waveform_dict.get("success"):
         error_msg = waveform_dict.get("error", "Unknown error")
         logger.error(f"Waveform generation failed: {error_msg}")
         raise HTTPException(
-            status_code=500,
-            detail=f"Waveform generation failed: {error_msg}"
+            status_code=500, detail=f"Waveform generation failed: {error_msg}"
         )
 
     # Return generated waveform (already saved to database by generator)
     return {
         "samples": waveform_dict["samples"],
         "sample_rate": waveform_dict["sample_rate"],
-        "duration_seconds": waveform_dict["duration_seconds"]
+        "duration_seconds": waveform_dict["duration_seconds"],
     }
 
 
 @router.get("/{conversation_id}/metadata")
 async def get_conversation_metadata(
-    conversation_id: str,
-    current_user: User = Depends(current_active_user)
+    conversation_id: str, current_user: User = Depends(current_active_user)
 ) -> dict:
     """
     Get conversation metadata (duration, etc.) without loading audio.
@@ -270,7 +295,7 @@ async def get_conversation_metadata(
         "conversation_id": conversation_id,
         "duration": conversation.audio_total_duration or 0.0,
         "created_at": conversation.created_at,
-        "has_audio": (conversation.audio_total_duration or 0.0) > 0
+        "has_audio": (conversation.audio_total_duration or 0.0) > 0,
     }
 
 
@@ -278,8 +303,10 @@ async def get_conversation_metadata(
 async def get_audio_segment(
     conversation_id: str,
     start: float = Query(0.0, description="Start time in seconds"),
-    duration: Optional[float] = Query(None, description="Duration in seconds (omit for full audio)"),
-    current_user: User = Depends(current_active_user)
+    duration: Optional[float] = Query(
+        None, description="Duration in seconds (omit for full audio)"
+    ),
+    current_user: User = Depends(current_active_user),
 ) -> Response:
     """
     Get audio segment from a conversation.
@@ -297,6 +324,7 @@ async def get_audio_segment(
         WAV audio bytes (16kHz, mono) for the requested time range
     """
     import time
+
     request_start = time.time()
 
     # Verify conversation exists and user has access
@@ -314,7 +342,9 @@ async def get_audio_segment(
     # Calculate end time
     total_duration = conversation.audio_total_duration or 0.0
     if total_duration == 0:
-        raise HTTPException(status_code=404, detail="No audio available for this conversation")
+        raise HTTPException(
+            status_code=404, detail="No audio available for this conversation"
+        )
 
     if duration is None:
         end = total_duration
@@ -323,18 +353,23 @@ async def get_audio_segment(
 
     # Validate time range
     if start < 0 or start >= total_duration:
-        raise HTTPException(status_code=400, detail=f"Invalid start time: {start}s (max: {total_duration}s)")
+        raise HTTPException(
+            status_code=400,
+            detail=f"Invalid start time: {start}s (max: {total_duration}s)",
+        )
 
     # Get audio chunks for time range
     try:
         wav_bytes = await reconstruct_audio_segment(
-            conversation_id=conversation_id,
-            start_time=start,
-            end_time=end
+            conversation_id=conversation_id, start_time=start, end_time=end
         )
     except Exception as e:
-        logger.error(f"Failed to reconstruct audio segment for {conversation_id[:12]}: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to reconstruct audio: {str(e)}")
+        logger.error(
+            f"Failed to reconstruct audio segment for {conversation_id[:12]}: {e}"
+        )
+        raise HTTPException(
+            status_code=500, detail=f"Failed to reconstruct audio: {str(e)}"
+        )
 
     request_time = time.time() - request_start
     logger.info(
@@ -351,15 +386,14 @@ async def get_audio_segment(
             "Content-Disposition": f"attachment; filename=segment_{start}_{end}.wav",
             "X-Audio-Start": str(start),
             "X-Audio-End": str(end),
-            "X-Audio-Duration": str(end - start)
-        }
+            "X-Audio-Duration": str(end - start),
+        },
     )
 
 
 @router.post("/{conversation_id}/star")
 async def toggle_star(
-    conversation_id: str,
-    current_user: User = Depends(current_active_user)
+    conversation_id: str, current_user: User = Depends(current_active_user)
 ):
     """Toggle the starred/favorite status of a conversation."""
     return await conversation_controller.toggle_star(conversation_id, current_user)
@@ -369,16 +403,19 @@ async def toggle_star(
 async def delete_conversation(
     conversation_id: str,
     permanent: bool = Query(False, description="Permanently delete (admin only)"),
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """Soft delete a conversation (or permanently delete if admin)."""
-    return await conversation_controller.delete_conversation(conversation_id, current_user, permanent)
+    return await conversation_controller.delete_conversation(
+        conversation_id, current_user, permanent
+    )
 
 
 @router.post("/{conversation_id}/restore")
 async def restore_conversation(
-    conversation_id: str,
-    current_user: User = Depends(current_active_user)
+    conversation_id: str, current_user: User = Depends(current_active_user)
 ):
     """Restore a soft-deleted conversation."""
-    return await conversation_controller.restore_conversation(conversation_id, current_user)
+    return await conversation_controller.restore_conversation(
+        conversation_id, current_user
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/finetuning_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/finetuning_routes.py
index 7abb8bbd..4678fa01 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/finetuning_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/finetuning_routes.py
@@ -25,7 +25,9 @@
 @router.post("/process-annotations")
 async def process_annotations_for_training(
     current_user: User = Depends(current_active_user),
-    annotation_type: Optional[str] = Query("diarization", description="Type of annotations to process"),
+    annotation_type: Optional[str] = Query(
+        "diarization", description="Type of annotations to process"
+    ),
 ):
     """
     Send processed annotations to speaker recognition service for training.
@@ -44,8 +46,7 @@ async def process_annotations_for_training(
         # Only admins can trigger training for now (can expand to per-user later)
         if not current_user.is_superuser:
             raise HTTPException(
-                status_code=403,
-                detail="Only administrators can trigger model training"
+                status_code=403, detail="Only administrators can trigger model training"
             )
 
         # Find annotations ready for training
@@ -57,15 +58,18 @@ async def process_annotations_for_training(
 
         # Filter out already trained annotations (processed_by contains "training")
         ready_for_training = [
-            a for a in annotations
+            a
+            for a in annotations
             if not a.processed_by or "training" not in a.processed_by
         ]
 
         if not ready_for_training:
-            return JSONResponse(content={
-                "message": "No annotations ready for training",
-                "processed_count": 0
-            })
+            return JSONResponse(
+                content={
+                    "message": "No annotations ready for training",
+                    "processed_count": 0,
+                }
+            )
 
         # Import required modules
         from advanced_omi_backend.models.conversation import Conversation
@@ -78,13 +82,16 @@ async def process_annotations_for_training(
 
         # Initialize speaker client
         speaker_client = SpeakerRecognitionClient()
-        
+
         if not speaker_client.enabled:
-            return JSONResponse(content={
-                "message": "Speaker recognition service is not enabled",
-                "processed_count": 0,
-                "status": "error"
-            }, status_code=503)
+            return JSONResponse(
+                content={
+                    "message": "Speaker recognition service is not enabled",
+                    "processed_count": 0,
+                    "status": "error",
+                },
+                status_code=503,
+            )
 
         # Track processing statistics
         enrolled_count = 0
@@ -101,27 +108,33 @@ async def process_annotations_for_training(
 
                 if not conversation or not conversation.active_transcript:
                     failed_count += 1
-                    errors.append(f"Conversation {annotation.conversation_id[:8]} not found")
+                    errors.append(
+                        f"Conversation {annotation.conversation_id[:8]} not found"
+                    )
                     continue
 
                 # Validate segment index
-                if annotation.segment_index >= len(conversation.active_transcript.segments):
+                if annotation.segment_index >= len(
+                    conversation.active_transcript.segments
+                ):
                     failed_count += 1
                     errors.append(f"Invalid segment index {annotation.segment_index}")
                     continue
 
-                segment = conversation.active_transcript.segments[annotation.segment_index]
+                segment = conversation.active_transcript.segments[
+                    annotation.segment_index
+                ]
 
                 # 2. Extract audio segment from MongoDB
                 logger.info(
                     f"Extracting audio for conversation {annotation.conversation_id[:8]}... "
                     f"segment {annotation.segment_index} ({segment.start:.2f}s - {segment.end:.2f}s)"
                 )
-                
+
                 wav_bytes = await reconstruct_audio_segment(
                     conversation_id=annotation.conversation_id,
                     start_time=segment.start,
-                    end_time=segment.end
+                    end_time=segment.end,
                 )
 
                 if not wav_bytes:
@@ -135,42 +148,49 @@ async def process_annotations_for_training(
                 # 3. Check if speaker exists
                 existing_speaker = await speaker_client.get_speaker_by_name(
                     speaker_name=annotation.corrected_speaker,
-                    user_id=1  # TODO: Map Chronicle user_id to speaker service user_id
+                    user_id=1,  # TODO: Map Chronicle user_id to speaker service user_id
                 )
 
                 if existing_speaker:
                     # APPEND to existing speaker
-                    logger.info(f"Appending to existing speaker: {annotation.corrected_speaker}")
+                    logger.info(
+                        f"Appending to existing speaker: {annotation.corrected_speaker}"
+                    )
                     result = await speaker_client.append_to_speaker(
-                        speaker_id=existing_speaker["id"],
-                        audio_data=wav_bytes
+                        speaker_id=existing_speaker["id"], audio_data=wav_bytes
                     )
-                    
+
                     if "error" in result:
                         logger.error(f"Failed to append to speaker: {result}")
                         failed_count += 1
                         errors.append(f"Append failed: {result.get('error')}")
                         continue
-                    
+
                     appended_count += 1
-                    logger.info(f"✅ Successfully appended to speaker '{annotation.corrected_speaker}'")
+                    logger.info(
+                        f"✅ Successfully appended to speaker '{annotation.corrected_speaker}'"
+                    )
                 else:
                     # ENROLL new speaker
-                    logger.info(f"Enrolling new speaker: {annotation.corrected_speaker}")
+                    logger.info(
+                        f"Enrolling new speaker: {annotation.corrected_speaker}"
+                    )
                     result = await speaker_client.enroll_new_speaker(
                         speaker_name=annotation.corrected_speaker,
                         audio_data=wav_bytes,
-                        user_id=1  # TODO: Map Chronicle user_id to speaker service user_id
+                        user_id=1,  # TODO: Map Chronicle user_id to speaker service user_id
                     )
-                    
+
                     if "error" in result:
                         logger.error(f"Failed to enroll speaker: {result}")
                         failed_count += 1
                         errors.append(f"Enroll failed: {result.get('error')}")
                         continue
-                    
+
                     enrolled_count += 1
-                    logger.info(f"✅ Successfully enrolled new speaker '{annotation.corrected_speaker}'")
+                    logger.info(
+                        f"✅ Successfully enrolled new speaker '{annotation.corrected_speaker}'"
+                    )
 
                 # 4. Mark annotation as trained
                 if annotation.processed_by:
@@ -181,7 +201,9 @@ async def process_annotations_for_training(
                 await annotation.save()
 
             except Exception as e:
-                logger.error(f"Error processing annotation {annotation.id}: {e}", exc_info=True)
+                logger.error(
+                    f"Error processing annotation {annotation.id}: {e}", exc_info=True
+                )
                 failed_count += 1
                 errors.append(f"Exception: {str(e)[:50]}")
                 continue
@@ -192,15 +214,17 @@ async def process_annotations_for_training(
             f"({enrolled_count} new, {appended_count} appended, {failed_count} failed)"
         )
 
-        return JSONResponse(content={
-            "message": "Training complete",
-            "enrolled_new_speakers": enrolled_count,
-            "appended_to_existing": appended_count,
-            "total_processed": total_processed,
-            "failed_count": failed_count,
-            "errors": errors[:10] if errors else [],
-            "status": "success" if total_processed > 0 else "partial_failure"
-        })
+        return JSONResponse(
+            content={
+                "message": "Training complete",
+                "enrolled_new_speakers": enrolled_count,
+                "appended_to_existing": appended_count,
+                "total_processed": total_processed,
+                "failed_count": failed_count,
+                "errors": errors[:10] if errors else [],
+                "status": "success" if total_processed > 0 else "partial_failure",
+            }
+        )
 
     except HTTPException:
         raise
@@ -226,7 +250,9 @@ async def export_asr_dataset(
         Export job results with counts of conversations exported and annotations consumed.
     """
     if not current_user.is_superuser:
-        raise HTTPException(status_code=403, detail="Only administrators can trigger ASR dataset export")
+        raise HTTPException(
+            status_code=403, detail="Only administrators can trigger ASR dataset export"
+        )
 
     try:
         from advanced_omi_backend.workers.finetuning_jobs import run_asr_finetuning_job
@@ -235,7 +261,9 @@ async def export_asr_dataset(
         return JSONResponse(content=result)
     except Exception as e:
         logger.error(f"ASR dataset export failed: {e}", exc_info=True)
-        raise HTTPException(status_code=500, detail=f"ASR dataset export failed: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"ASR dataset export failed: {str(e)}"
+        )
 
 
 @router.get("/status")
@@ -291,8 +319,12 @@ async def get_finetuning_status(
 
             # Identify orphaned annotations for conversation-based types
             if ann_type in conv_annotation_types:
-                orphaned = [a for a in annotations if a.conversation_id in orphaned_conv_ids]
-                non_orphaned = [a for a in annotations if a.conversation_id not in orphaned_conv_ids]
+                orphaned = [
+                    a for a in annotations if a.conversation_id in orphaned_conv_ids
+                ]
+                non_orphaned = [
+                    a for a in annotations if a.conversation_id not in orphaned_conv_ids
+                ]
             else:
                 # Memory/entity orphan detection is placeholder for now
                 orphaned = []
@@ -300,9 +332,12 @@ async def get_finetuning_status(
 
             pending = [a for a in non_orphaned if not a.processed]
             processed = [a for a in non_orphaned if a.processed]
-            trained = [a for a in processed if a.processed_by and "training" in a.processed_by]
+            trained = [
+                a for a in processed if a.processed_by and "training" in a.processed_by
+            ]
             applied_not_trained = [
-                a for a in processed
+                a
+                for a in processed
                 if not a.processed_by or "training" not in a.processed_by
             ]
 
@@ -333,9 +368,17 @@ async def get_finetuning_status(
         if trained_diarization_list:
             latest_trained = max(
                 trained_diarization_list,
-                key=lambda a: a.updated_at if a.updated_at else datetime.min.replace(tzinfo=timezone.utc)
+                key=lambda a: (
+                    a.updated_at
+                    if a.updated_at
+                    else datetime.min.replace(tzinfo=timezone.utc)
+                ),
+            )
+            last_training_run = (
+                latest_trained.updated_at.isoformat()
+                if latest_trained.updated_at
+                else None
             )
-            last_training_run = latest_trained.updated_at.isoformat() if latest_trained.updated_at else None
 
         # Get cron job status from scheduler
         try:
@@ -344,7 +387,9 @@ async def get_finetuning_status(
             scheduler = get_scheduler()
             all_jobs = await scheduler.get_all_jobs_status()
             # Find speaker finetuning job for backward compat
-            speaker_job = next((j for j in all_jobs if j["job_id"] == "speaker_finetuning"), None)
+            speaker_job = next(
+                (j for j in all_jobs if j["job_id"] == "speaker_finetuning"), None
+            )
             cron_status = {
                 "enabled": speaker_job["enabled"] if speaker_job else False,
                 "schedule": speaker_job["schedule"] if speaker_job else "0 2 * * *",
@@ -359,15 +404,17 @@ async def get_finetuning_status(
                 "next_run": None,
             }
 
-        return JSONResponse(content={
-            "pending_annotation_count": pending_count,
-            "applied_annotation_count": applied_count,
-            "trained_annotation_count": trained_count,
-            "last_training_run": last_training_run,
-            "cron_status": cron_status,
-            "annotation_counts": annotation_counts,
-            "orphaned_annotation_count": total_orphaned,
-        })
+        return JSONResponse(
+            content={
+                "pending_annotation_count": pending_count,
+                "applied_annotation_count": applied_count,
+                "trained_annotation_count": trained_count,
+                "last_training_run": last_training_run,
+                "cron_status": cron_status,
+                "annotation_counts": annotation_counts,
+                "orphaned_annotation_count": total_orphaned,
+            }
+        )
 
     except Exception as e:
         logger.error(f"Error fetching fine-tuning status: {e}", exc_info=True)
@@ -385,7 +432,9 @@ async def get_finetuning_status(
 @router.delete("/orphaned-annotations")
 async def delete_orphaned_annotations(
     current_user: User = Depends(current_active_user),
-    annotation_type: Optional[str] = Query(None, description="Filter by annotation type (e.g. 'diarization')"),
+    annotation_type: Optional[str] = Query(
+        None, description="Filter by annotation type (e.g. 'diarization')"
+    ),
 ):
     """
     Find and delete orphaned annotations whose referenced conversation no longer exists.
@@ -404,9 +453,17 @@ async def delete_orphaned_annotations(
         try:
             requested_type = AnnotationType(annotation_type)
         except ValueError:
-            raise HTTPException(status_code=400, detail=f"Unknown annotation type: {annotation_type}")
+            raise HTTPException(
+                status_code=400, detail=f"Unknown annotation type: {annotation_type}"
+            )
         if requested_type not in conv_annotation_types:
-            return JSONResponse(content={"deleted_count": 0, "by_type": {}, "message": "Orphan detection not supported for this type"})
+            return JSONResponse(
+                content={
+                    "deleted_count": 0,
+                    "by_type": {},
+                    "message": "Orphan detection not supported for this type",
+                }
+            )
         types_to_check = {requested_type}
     else:
         types_to_check = conv_annotation_types
@@ -448,10 +505,12 @@ async def delete_orphaned_annotations(
             total_deleted += len(orphaned)
 
     logger.info(f"Deleted {total_deleted} orphaned annotations: {deleted_by_type}")
-    return JSONResponse(content={
-        "deleted_count": total_deleted,
-        "by_type": deleted_by_type,
-    })
+    return JSONResponse(
+        content={
+            "deleted_count": total_deleted,
+            "by_type": deleted_by_type,
+        }
+    )
 
 
 @router.post("/orphaned-annotations/reattach")
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/health_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/health_routes.py
index cd4bff97..4ea42139 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/health_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/health_routes.py
@@ -48,7 +48,7 @@
 else:
     _llm_def = _embed_def = _vs_def = None
 
-QDRANT_BASE_URL = (_vs_def.model_params.get("host") if _vs_def else "qdrant")
+QDRANT_BASE_URL = _vs_def.model_params.get("host") if _vs_def else "qdrant"
 QDRANT_PORT = str(_vs_def.model_params.get("port") if _vs_def else "6333")
 
 
@@ -58,7 +58,7 @@ async def auth_health_check():
     try:
         # Test database connectivity
         await mongo_client.admin.command("ping")
-        
+
         # Test memory service if available
         if memory_service:
             try:
@@ -69,12 +69,12 @@ async def auth_health_check():
                 memory_status = "degraded"
         else:
             memory_status = "unavailable"
-        
+
         return {
             "status": "ok",
-            "database": "ok", 
+            "database": "ok",
             "memory_service": memory_status,
-            "timestamp": int(time.time())
+            "timestamp": int(time.time()),
         }
     except Exception as e:
         logger.error(f"Auth health check failed: {e}")
@@ -84,8 +84,8 @@ async def auth_health_check():
                 "status": "error",
                 "detail": "Service connectivity check failed",
                 "error_type": "connection_failure",
-                "timestamp": int(time.time())
-            }
+                "timestamp": int(time.time()),
+            },
         )
 
 
@@ -129,16 +129,18 @@ async def health_check():
                 else "Not configured"
             ),
             "transcription_provider": (
-                REGISTRY.get_default("stt").name if REGISTRY and REGISTRY.get_default("stt")
+                REGISTRY.get_default("stt").name
+                if REGISTRY and REGISTRY.get_default("stt")
                 else "not configured"
             ),
-
             "provider_type": (
                 transcription_provider.mode if transcription_provider else "none"
             ),
             "chunk_dir": str(os.getenv("CHUNK_DIR", "./audio_chunks")),
             "active_clients": get_client_manager().get_client_count(),
-            "new_conversation_timeout_minutes": float(os.getenv("NEW_CONVERSATION_TIMEOUT_MINUTES", "1.5")),
+            "new_conversation_timeout_minutes": float(
+                os.getenv("NEW_CONVERSATION_TIMEOUT_MINUTES", "1.5")
+            ),
             "llm_provider": (_llm_def.model_provider if _llm_def else None),
             "llm_model": (_llm_def.model_name if _llm_def else None),
             "llm_base_url": (_llm_def.model_url if _llm_def else None),
@@ -204,14 +206,14 @@ async def health_check():
                 "worker_count": worker_count,
                 "active_workers": active_workers,
                 "idle_workers": idle_workers,
-                "queues": queue_health.get("queues", {})
+                "queues": queue_health.get("queues", {}),
             }
         else:
             health_status["services"]["redis"] = {
                 "status": f"❌ Connection Failed: {queue_health.get('redis_connection')}",
                 "healthy": False,
                 "critical": True,
-                "worker_count": 0
+                "worker_count": 0,
             }
             overall_healthy = False
             critical_services_healthy = False
@@ -221,7 +223,7 @@ async def health_check():
             "status": "❌ Connection Timeout (5s)",
             "healthy": False,
             "critical": True,
-            "worker_count": 0
+            "worker_count": 0,
         }
         overall_healthy = False
         critical_services_healthy = False
@@ -230,7 +232,7 @@ async def health_check():
             "status": f"❌ Connection Failed: {str(e)}",
             "healthy": False,
             "critical": True,
-            "worker_count": 0
+            "worker_count": 0,
         }
         overall_healthy = False
         critical_services_healthy = False
@@ -267,7 +269,9 @@ async def health_check():
     if memory_provider == "chronicle":
         try:
             # Test Chronicle memory service connection with timeout
-            test_success = await asyncio.wait_for(memory_service.test_connection(), timeout=8.0)
+            test_success = await asyncio.wait_for(
+                memory_service.test_connection(), timeout=8.0
+            )
             if test_success:
                 health_status["services"]["memory_service"] = {
                     "status": "✅ Chronicle Memory Connected",
@@ -361,7 +365,8 @@ async def health_check():
             # Make a health check request to the speaker service
             async with aiohttp.ClientSession() as session:
                 async with session.get(
-                    f"{speaker_service_url}/health", timeout=aiohttp.ClientTimeout(total=5)
+                    f"{speaker_service_url}/health",
+                    timeout=aiohttp.ClientTimeout(total=5),
                 ) as response:
                     if response.status == 200:
                         health_status["services"]["speaker_recognition"] = {
@@ -401,7 +406,8 @@ async def health_check():
             # Make a health check request to the OpenMemory MCP service
             async with aiohttp.ClientSession() as session:
                 async with session.get(
-                    f"{openmemory_mcp_url}/api/v1/apps/", timeout=aiohttp.ClientTimeout(total=5)
+                    f"{openmemory_mcp_url}/api/v1/apps/",
+                    timeout=aiohttp.ClientTimeout(total=5),
                 ) as response:
                     if response.status == 200:
                         health_status["services"]["openmemory_mcp"] = {
@@ -464,7 +470,9 @@ async def health_check():
             if not service["healthy"] and not service.get("critical", True)
         ]
         if unhealthy_optional:
-            messages.append(f"Optional services unavailable: {', '.join(unhealthy_optional)}")
+            messages.append(
+                f"Optional services unavailable: {', '.join(unhealthy_optional)}"
+            )
 
         health_status["message"] = "; ".join(messages)
 
@@ -476,15 +484,21 @@ async def readiness_check():
     """Simple readiness check for container orchestration."""
     # Use debug level for health check to reduce log spam
     logger.debug("Readiness check requested")
-    
+
     # Only check critical services for readiness
     try:
         # Quick MongoDB ping to ensure we can serve requests
         await asyncio.wait_for(mongo_client.admin.command("ping"), timeout=2.0)
-        return JSONResponse(content={"status": "ready", "timestamp": int(time.time())}, status_code=200)
+        return JSONResponse(
+            content={"status": "ready", "timestamp": int(time.time())}, status_code=200
+        )
     except Exception as e:
         logger.error(f"Readiness check failed: {e}")
         return JSONResponse(
-            content={"status": "not_ready", "error": str(e), "timestamp": int(time.time())}, 
-            status_code=503
+            content={
+                "status": "not_ready",
+                "error": str(e),
+                "timestamp": int(time.time()),
+            },
+            status_code=503,
         )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/knowledge_graph_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/knowledge_graph_routes.py
index 1b8ae1cf..6fcebea1 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/knowledge_graph_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/knowledge_graph_routes.py
@@ -37,6 +37,7 @@
 
 class UpdateEntityRequest(BaseModel):
     """Request model for updating entity fields."""
+
     name: Optional[str] = None
     details: Optional[str] = None
     icon: Optional[str] = None
@@ -44,6 +45,7 @@ class UpdateEntityRequest(BaseModel):
 
 class UpdatePromiseRequest(BaseModel):
     """Request model for updating promise status."""
+
     status: str  # pending, in_progress, completed, cancelled
 
 
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/memory_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/memory_routes.py
index 409f7b85..89ec6091 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/memory_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/memory_routes.py
@@ -21,6 +21,7 @@
 
 class AddMemoryRequest(BaseModel):
     """Request model for adding a memory."""
+
     content: str
     source_id: Optional[str] = None
 
@@ -29,7 +30,9 @@ class AddMemoryRequest(BaseModel):
 async def get_memories(
     current_user: User = Depends(current_active_user),
     limit: int = Query(default=50, ge=1, le=1000),
-    user_id: Optional[str] = Query(default=None, description="User ID filter (admin only)"),
+    user_id: Optional[str] = Query(
+        default=None, description="User ID filter (admin only)"
+    ),
 ):
     """Get memories. Users see only their own memories, admins can see all or filter by user."""
     return await memory_controller.get_memories(current_user, limit, user_id)
@@ -39,10 +42,14 @@ async def get_memories(
 async def get_memories_with_transcripts(
     current_user: User = Depends(current_active_user),
     limit: int = Query(default=50, ge=1, le=1000),
-    user_id: Optional[str] = Query(default=None, description="User ID filter (admin only)"),
+    user_id: Optional[str] = Query(
+        default=None, description="User ID filter (admin only)"
+    ),
 ):
     """Get memories with their source transcripts. Users see only their own memories, admins can see all or filter by user."""
-    return await memory_controller.get_memories_with_transcripts(current_user, limit, user_id)
+    return await memory_controller.get_memories_with_transcripts(
+        current_user, limit, user_id
+    )
 
 
 @router.get("/search")
@@ -50,30 +57,44 @@ async def search_memories(
     query: str = Query(..., description="Search query"),
     current_user: User = Depends(current_active_user),
     limit: int = Query(default=20, ge=1, le=100),
-    score_threshold: float = Query(default=0.0, ge=0.0, le=1.0, description="Minimum similarity score (0.0 = no threshold)"),
-    user_id: Optional[str] = Query(default=None, description="User ID filter (admin only)"),
+    score_threshold: float = Query(
+        default=0.0,
+        ge=0.0,
+        le=1.0,
+        description="Minimum similarity score (0.0 = no threshold)",
+    ),
+    user_id: Optional[str] = Query(
+        default=None, description="User ID filter (admin only)"
+    ),
 ):
     """Search memories by text query with configurable similarity threshold. Users can only search their own memories, admins can search all or filter by user."""
-    return await memory_controller.search_memories(query, current_user, limit, score_threshold, user_id)
+    return await memory_controller.search_memories(
+        query, current_user, limit, score_threshold, user_id
+    )
 
 
 @router.post("")
 async def add_memory(
-    request: AddMemoryRequest,
-    current_user: User = Depends(current_active_user)
+    request: AddMemoryRequest, current_user: User = Depends(current_active_user)
 ):
     """Add a memory directly from content text. The service will extract structured memories from the provided content."""
-    return await memory_controller.add_memory(request.content, current_user, request.source_id)
+    return await memory_controller.add_memory(
+        request.content, current_user, request.source_id
+    )
 
 
 @router.delete("/{memory_id}")
-async def delete_memory(memory_id: str, current_user: User = Depends(current_active_user)):
+async def delete_memory(
+    memory_id: str, current_user: User = Depends(current_active_user)
+):
     """Delete a memory by ID. Users can only delete their own memories, admins can delete any."""
     return await memory_controller.delete_memory(memory_id, current_user)
 
 
 @router.get("/admin")
-async def get_all_memories_admin(current_user: User = Depends(current_superuser), limit: int = 200):
+async def get_all_memories_admin(
+    current_user: User = Depends(current_superuser), limit: int = 200
+):
     """Get all memories across all users for admin review. Admin only."""
     return await memory_controller.get_all_memories_admin(current_user, limit)
 
@@ -82,7 +103,9 @@ async def get_all_memories_admin(current_user: User = Depends(current_superuser)
 async def get_memory_by_id(
     memory_id: str,
     current_user: User = Depends(current_active_user),
-    user_id: Optional[str] = Query(default=None, description="User ID filter (admin only)"),
+    user_id: Optional[str] = Query(
+        default=None, description="User ID filter (admin only)"
+    ),
 ):
     """Get a single memory by ID. Users can only access their own memories, admins can access any."""
     return await memory_controller.get_memory_by_id(memory_id, current_user, user_id)
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/obsidian_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/obsidian_routes.py
index b02ed426..8d76b947 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/obsidian_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/obsidian_routes.py
@@ -1,4 +1,3 @@
-
 import json
 import logging
 import os
@@ -25,20 +24,23 @@
 
 router = APIRouter(prefix="/obsidian", tags=["obsidian"])
 
+
 class IngestRequest(BaseModel):
     vault_path: str
 
+
 @router.post("/ingest")
 async def ingest_obsidian_vault(
-    request: IngestRequest,
-    current_user: User = Depends(current_active_user)
+    request: IngestRequest, current_user: User = Depends(current_active_user)
 ):
     """
     Immediate/synchronous ingestion endpoint (legacy). Not recommended for UI.
     Prefer the upload_zip + start endpoints to enable progress reporting.
     """
     if not os.path.exists(request.vault_path):
-        raise HTTPException(status_code=400, detail=f"Path not found: {request.vault_path}")
+        raise HTTPException(
+            status_code=400, detail=f"Path not found: {request.vault_path}"
+        )
 
     try:
         result = await obsidian_service.ingest_vault(request.vault_path)
@@ -50,15 +52,16 @@ async def ingest_obsidian_vault(
 
 @router.post("/upload_zip")
 async def upload_obsidian_zip(
-    file: UploadFile = File(...),
-    current_user: User = Depends(current_superuser)
+    file: UploadFile = File(...), current_user: User = Depends(current_superuser)
 ):
     """
     Upload a zipped Obsidian vault. Returns a job_id that can be started later.
     Uses upload_files_async pattern from upload_files.py for proper file handling.
     """
-    if not file.filename.lower().endswith('.zip'):
-        raise HTTPException(status_code=400, detail="Please upload a .zip file of your Obsidian vault")
+    if not file.filename.lower().endswith(".zip"):
+        raise HTTPException(
+            status_code=400, detail="Please upload a .zip file of your Obsidian vault"
+        )
 
     job_id = str(uuid.uuid4())
     base_dir = Path("/app/data/obsidian_jobs")
@@ -67,21 +70,23 @@ async def upload_obsidian_zip(
     job_dir.mkdir(parents=True, exist_ok=True)
     zip_path = job_dir / "vault.zip"
     extract_dir = job_dir / "vault"
-    
+
     # Use upload_files_async pattern for proper file handling with cleanup
     zip_file_handle = None
     try:
         # Read file content
         file_content = await file.read()
-        
+
         # Save zip file using proper file handling pattern from upload_files_async
         try:
-            zip_file_handle = open(zip_path, 'wb')
+            zip_file_handle = open(zip_path, "wb")
             zip_file_handle.write(file_content)
         except IOError as e:
             logger.error(f"Error writing zip file {zip_path}: {e}")
-            raise HTTPException(status_code=500, detail=f"Failed to save uploaded zip: {e}")
-        
+            raise HTTPException(
+                status_code=500, detail=f"Failed to save uploaded zip: {e}"
+            )
+
         # Extract zip file using utility function
         try:
             extract_zip(zip_path, extract_dir)
@@ -90,10 +95,12 @@ async def upload_obsidian_zip(
             raise HTTPException(status_code=400, detail=f"Invalid zip file: {e}")
         except ZipExtractionError as e:
             logger.error(f"Error extracting zip file: {e}")
-            raise HTTPException(status_code=500, detail=f"Failed to extract zip file: {e}")
+            raise HTTPException(
+                status_code=500, detail=f"Failed to extract zip file: {e}"
+            )
 
         total = count_markdown_files(str(extract_dir))
-        
+
         # Store pending job state in Redis
         pending_state = {
             "status": "ready",
@@ -101,16 +108,20 @@ async def upload_obsidian_zip(
             "processed": 0,
             "errors": [],
             "vault_path": str(extract_dir),
-            "job_id": job_id
+            "job_id": job_id,
         }
-        redis_conn.set(f"obsidian_pending:{job_id}", json.dumps(pending_state), ex=3600*24) # 24h expiry
+        redis_conn.set(
+            f"obsidian_pending:{job_id}", json.dumps(pending_state), ex=3600 * 24
+        )  # 24h expiry
 
         return {"job_id": job_id, "vault_path": str(extract_dir), "total_files": total}
     except HTTPException:
         raise
     except Exception as e:
         logger.exception(f"Failed to process uploaded zip: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to process uploaded zip: {e}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to process uploaded zip: {e}"
+        )
     finally:
         # Ensure file handle is closed (following upload_files_async pattern)
         if zip_file_handle:
@@ -123,17 +134,17 @@ async def upload_obsidian_zip(
 @router.post("/start")
 async def start_ingestion(
     job_id: str = Body(..., embed=True),
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     # Check if job is pending
     pending_key = f"obsidian_pending:{job_id}"
     pending_data = redis_conn.get(pending_key)
-    
+
     if pending_data:
         try:
             job_data = json.loads(pending_data)
             vault_path = job_data.get("vault_path")
-            
+
             # Enqueue to RQ
             rq_job = default_queue.enqueue(
                 ingest_obsidian_vault_job,
@@ -141,27 +152,31 @@ async def start_ingestion(
                 vault_path,  # arg2
                 job_id=job_id,  # Set RQ job ID to match our ID
                 description=f"Obsidian ingestion for job {job_id}",
-                job_timeout=3600  # 1 hour timeout
+                job_timeout=3600,  # 1 hour timeout
             )
-            
+
             # Remove pending key
             redis_conn.delete(pending_key)
-            
-            return {"message": "Ingestion started", "job_id": job_id, "rq_job_id": rq_job.id}
+
+            return {
+                "message": "Ingestion started",
+                "job_id": job_id,
+                "rq_job_id": rq_job.id,
+            }
         except Exception as e:
             logger.exception(f"Failed to start job {job_id}: {e}")
             raise HTTPException(status_code=500, detail=f"Failed to start job: {e}")
-            
+
     # Check if already in RQ
     try:
         job = Job.fetch(job_id, connection=redis_conn)
         status = job.get_status()
         if status in ("queued", "started", "deferred", "scheduled"):
-             raise HTTPException(status_code=400, detail=f"Job already {status}")
-        
+            raise HTTPException(status_code=400, detail=f"Job already {status}")
+
         # If finished/failed, we could potentially restart? But for now let's say it's done.
         raise HTTPException(status_code=400, detail=f"Job is in state: {status}")
-        
+
     except NoSuchJobError:
         raise HTTPException(status_code=404, detail="Job not found")
 
@@ -171,7 +186,7 @@ async def get_status(job_id: str, current_user: User = Depends(current_active_us
     # 1. Try RQ first
     try:
         job = Job.fetch(job_id, connection=redis_conn)
-        
+
         # Get status
         status = job.get_status()
         if status == "started":
@@ -181,13 +196,18 @@ async def get_status(job_id: str, current_user: User = Depends(current_active_us
         meta = job.meta or {}
 
         # If meta has status, prefer it (for granular updates)
-        if "status" in meta and meta["status"] in ("running", "finished", "failed", "canceled"):
-             status = meta["status"]
+        if "status" in meta and meta["status"] in (
+            "running",
+            "finished",
+            "failed",
+            "canceled",
+        ):
+            status = meta["status"]
 
         total = meta.get("total_files", 0)
         processed = meta.get("processed", 0)
         percent = int((processed / total) * 100) if total else 0
-        
+
         return {
             "job_id": job_id,
             "status": status,
@@ -196,14 +216,14 @@ async def get_status(job_id: str, current_user: User = Depends(current_active_us
             "percent": percent,
             "errors": meta.get("errors", []),
             "vault_path": meta.get("vault_path"),
-            "rq_job_id": job.id
+            "rq_job_id": job.id,
         }
-        
+
     except NoSuchJobError:
         # 2. Check pending
         pending_key = f"obsidian_pending:{job_id}"
         pending_data = redis_conn.get(pending_key)
-        
+
         if pending_data:
             try:
                 job_data = json.loads(pending_data)
@@ -214,10 +234,8 @@ async def get_status(job_id: str, current_user: User = Depends(current_active_us
                     "processed": 0,
                     "percent": 0,
                     "errors": [],
-                    "vault_path": job_data.get("vault_path")
+                    "vault_path": job_data.get("vault_path"),
                 }
             except:
                 raise HTTPException(status_code=500, detail="Failed to get job status")
         raise HTTPException(status_code=404, detail="Job not found")
-
-
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/queue_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/queue_routes.py
index 29719566..745321f5 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/queue_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/queue_routes.py
@@ -73,7 +73,9 @@ async def list_jobs(
 
 
 @router.get("/jobs/{job_id}/status")
-async def get_job_status(job_id: str, current_user: User = Depends(current_active_user)):
+async def get_job_status(
+    job_id: str, current_user: User = Depends(current_active_user)
+):
     """Get just the status of a specific job (lightweight endpoint)."""
     try:
         job = Job.fetch(job_id, connection=redis_conn)
@@ -193,7 +195,9 @@ async def cancel_job(job_id: str, current_user: User = Depends(current_active_us
 
 
 @router.get("/jobs/by-client/{client_id}")
-async def get_jobs_by_client(client_id: str, current_user: User = Depends(current_active_user)):
+async def get_jobs_by_client(
+    client_id: str, current_user: User = Depends(current_active_user)
+):
     """Get all jobs associated with a specific client device."""
     try:
         from rq.registry import (
@@ -242,11 +246,17 @@ def process_job_and_dependents(job, queue_name, base_status):
             all_jobs.append(
                 {
                     "job_id": job.id,
-                    "job_type": (job.func_name.split(".")[-1] if job.func_name else "unknown"),
+                    "job_type": (
+                        job.func_name.split(".")[-1] if job.func_name else "unknown"
+                    ),
                     "queue": queue_name,
                     "status": status,
-                    "created_at": (job.created_at.isoformat() if job.created_at else None),
-                    "started_at": (job.started_at.isoformat() if job.started_at else None),
+                    "created_at": (
+                        job.created_at.isoformat() if job.created_at else None
+                    ),
+                    "started_at": (
+                        job.started_at.isoformat() if job.started_at else None
+                    ),
                     "ended_at": job.ended_at.isoformat() if job.ended_at else None,
                     "description": job.description or "",
                     "result": job.result,
@@ -323,13 +333,17 @@ def process_job_and_dependents(job, queue_name, base_status):
         # Sort by created_at
         all_jobs.sort(key=lambda x: x["created_at"] or "", reverse=False)
 
-        logger.info(f"Found {len(all_jobs)} jobs for client {client_id} (including dependents)")
+        logger.info(
+            f"Found {len(all_jobs)} jobs for client {client_id} (including dependents)"
+        )
 
         return {"client_id": client_id, "jobs": all_jobs, "total": len(all_jobs)}
 
     except Exception as e:
         logger.error(f"Failed to get jobs for client {client_id}: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to get jobs for client: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to get jobs for client: {str(e)}"
+        )
 
 
 @router.get("/events")
@@ -349,7 +363,9 @@ async def get_events(
         if not router_instance:
             return {"events": [], "total": 0}
 
-        events = router_instance.get_recent_events(limit=limit, event_type=event_type or None)
+        events = router_instance.get_recent_events(
+            limit=limit, event_type=event_type or None
+        )
         return {"events": events, "total": len(events)}
     except Exception as e:
         logger.error(f"Failed to get events: {e}")
@@ -467,7 +483,9 @@ async def get_queue_worker_details(current_user: User = Depends(current_active_u
 
     except Exception as e:
         logger.error(f"Failed to get queue worker details: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to get worker details: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to get worker details: {str(e)}"
+        )
 
 
 @router.get("/streams")
@@ -498,7 +516,9 @@ async def get_stream_stats(
 
         async def get_stream_info(stream_key):
             try:
-                stream_name = stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+                stream_name = (
+                    stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+                )
 
                 # Get basic stream info
                 info = await audio_service.redis.xinfo_stream(stream_name)
@@ -558,7 +578,9 @@ async def get_stream_info(stream_key):
                                 "name": group_dict.get("name", "unknown"),
                                 "consumers": group_dict.get("consumers", 0),
                                 "pending": group_dict.get("pending", 0),
-                                "last_delivered_id": group_dict.get("last-delivered-id", "N/A"),
+                                "last_delivered_id": group_dict.get(
+                                    "last-delivered-id", "N/A"
+                                ),
                                 "consumer_details": consumers,
                             }
                         )
@@ -569,7 +591,9 @@ async def get_stream_info(stream_key):
                     "stream_name": stream_name,
                     "length": info[b"length"],
                     "first_entry_id": (
-                        info[b"first-entry"][0].decode() if info[b"first-entry"] else None
+                        info[b"first-entry"][0].decode()
+                        if info[b"first-entry"]
+                        else None
                     ),
                     "last_entry_id": (
                         info[b"last-entry"][0].decode() if info[b"last-entry"] else None
@@ -581,7 +605,9 @@ async def get_stream_info(stream_key):
                 return None
 
         # Fetch all stream info in parallel
-        streams_info_results = await asyncio.gather(*[get_stream_info(key) for key in stream_keys])
+        streams_info_results = await asyncio.gather(
+            *[get_stream_info(key) for key in stream_keys]
+        )
         streams_info = [info for info in streams_info_results if info is not None]
 
         return {
@@ -607,7 +633,9 @@ class FlushAllJobsRequest(BaseModel):
 
 
 @router.post("/flush")
-async def flush_jobs(request: FlushJobsRequest, current_user: User = Depends(current_active_user)):
+async def flush_jobs(
+    request: FlushJobsRequest, current_user: User = Depends(current_active_user)
+):
     """Flush old inactive jobs based on age and status."""
     if not current_user.is_superuser:
         raise HTTPException(status_code=403, detail="Admin access required")
@@ -623,7 +651,9 @@ async def flush_jobs(request: FlushJobsRequest, current_user: User = Depends(cur
 
         from advanced_omi_backend.controllers.queue_controller import get_queue
 
-        cutoff_time = datetime.now(timezone.utc) - timedelta(hours=request.older_than_hours)
+        cutoff_time = datetime.now(timezone.utc) - timedelta(
+            hours=request.older_than_hours
+        )
         total_removed = 0
 
         # Get all queues
@@ -655,7 +685,9 @@ async def flush_jobs(request: FlushJobsRequest, current_user: User = Depends(cur
                     except Exception as e:
                         logger.error(f"Error deleting job {job_id}: {e}")
 
-            if "canceled" in request.statuses:  # RQ standard (US spelling), not "cancelled"
+            if (
+                "canceled" in request.statuses
+            ):  # RQ standard (US spelling), not "cancelled"
                 registry = CanceledJobRegistry(queue=queue)
                 for job_id in registry.get_job_ids():
                     try:
@@ -737,8 +769,12 @@ async def flush_all_jobs(
                 registries.append(("finished", FinishedJobRegistry(queue=queue)))
 
             for registry_name, registry in registries:
-                job_ids = list(registry.get_job_ids())  # Convert to list to avoid iterator issues
-                logger.info(f"Flushing {len(job_ids)} jobs from {queue_name}/{registry_name}")
+                job_ids = list(
+                    registry.get_job_ids()
+                )  # Convert to list to avoid iterator issues
+                logger.info(
+                    f"Flushing {len(job_ids)} jobs from {queue_name}/{registry_name}"
+                )
 
                 for job_id in job_ids:
                     try:
@@ -748,7 +784,9 @@ async def flush_all_jobs(
                         # Skip session-level jobs (e.g., speech_detection, audio_persistence)
                         # These run for the entire session and should not be killed by test cleanup
                         if job.meta and job.meta.get("session_level"):
-                            logger.info(f"Skipping session-level job {job_id} ({job.description})")
+                            logger.info(
+                                f"Skipping session-level job {job_id} ({job.description})"
+                            )
                             continue
 
                         # Handle running jobs differently to avoid worker deadlock
@@ -759,7 +797,9 @@ async def flush_all_jobs(
                                 from rq.command import send_stop_job_command
 
                                 send_stop_job_command(redis_conn, job_id)
-                                logger.info(f"Sent stop command to worker for job {job_id}")
+                                logger.info(
+                                    f"Sent stop command to worker for job {job_id}"
+                                )
                                 # Don't delete yet - let worker move it to canceled/failed registry
                                 # It will be cleaned up on next flush or by worker cleanup
                                 continue
@@ -770,9 +810,13 @@ async def flush_all_jobs(
                                 # If stop fails, try to cancel it (may already be finishing)
                                 try:
                                     job.cancel()
-                                    logger.info(f"Cancelled job {job_id} after stop failed")
+                                    logger.info(
+                                        f"Cancelled job {job_id} after stop failed"
+                                    )
                                 except Exception as cancel_error:
-                                    logger.warning(f"Could not cancel job {job_id}: {cancel_error}")
+                                    logger.warning(
+                                        f"Could not cancel job {job_id}: {cancel_error}"
+                                    )
 
                         # For non-running jobs, safe to delete immediately
                         job.delete()
@@ -787,7 +831,9 @@ async def flush_all_jobs(
                                 f"Removed stale job reference {job_id} from {registry_name} registry"
                             )
                         except Exception as reg_error:
-                            logger.error(f"Could not remove {job_id} from registry: {reg_error}")
+                            logger.error(
+                                f"Could not remove {job_id} from registry: {reg_error}"
+                            )
 
         # Also clean up audio streams and consumer locks
         deleted_keys = 0
@@ -801,7 +847,9 @@ async def flush_all_jobs(
             # Delete audio streams
             cursor = 0
             while True:
-                cursor, keys = await async_redis.scan(cursor, match="audio:*", count=1000)
+                cursor, keys = await async_redis.scan(
+                    cursor, match="audio:*", count=1000
+                )
                 if keys:
                     await async_redis.delete(*keys)
                     deleted_keys += len(keys)
@@ -811,7 +859,9 @@ async def flush_all_jobs(
             # Delete consumer locks
             cursor = 0
             while True:
-                cursor, keys = await async_redis.scan(cursor, match="consumer:*", count=1000)
+                cursor, keys = await async_redis.scan(
+                    cursor, match="consumer:*", count=1000
+                )
                 if keys:
                     await async_redis.delete(*keys)
                     deleted_keys += len(keys)
@@ -840,7 +890,9 @@ async def flush_all_jobs(
 
     except Exception as e:
         logger.error(f"Failed to flush all jobs: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to flush all jobs: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to flush all jobs: {str(e)}"
+        )
 
 
 @router.get("/sessions")
@@ -860,7 +912,9 @@ async def get_redis_sessions(
             session_keys = []
             cursor = b"0"
             while cursor and len(session_keys) < limit:
-                cursor, keys = await redis_client.scan(cursor, match="audio:session:*", count=limit)
+                cursor, keys = await redis_client.scan(
+                    cursor, match="audio:session:*", count=limit
+                )
                 session_keys.extend(keys[: limit - len(session_keys)])
 
             # Get session info
@@ -872,8 +926,12 @@ async def get_redis_sessions(
                         session_id = key.decode().replace("audio:session:", "")
 
                         # Get conversation count for this session
-                        conversation_count_key = f"session:conversation_count:{session_id}"
-                        conversation_count_bytes = await redis_client.get(conversation_count_key)
+                        conversation_count_key = (
+                            f"session:conversation_count:{session_id}"
+                        )
+                        conversation_count_bytes = await redis_client.get(
+                            conversation_count_key
+                        )
                         conversation_count = (
                             int(conversation_count_bytes.decode())
                             if conversation_count_bytes
@@ -884,16 +942,25 @@ async def get_redis_sessions(
                             {
                                 "session_id": session_id,
                                 "user_id": session_data.get(b"user_id", b"").decode(),
-                                "client_id": session_data.get(b"client_id", b"").decode(),
-                                "stream_name": session_data.get(b"stream_name", b"").decode(),
+                                "client_id": session_data.get(
+                                    b"client_id", b""
+                                ).decode(),
+                                "stream_name": session_data.get(
+                                    b"stream_name", b""
+                                ).decode(),
                                 "provider": session_data.get(b"provider", b"").decode(),
                                 "mode": session_data.get(b"mode", b"").decode(),
                                 "status": session_data.get(b"status", b"").decode(),
-                                "started_at": session_data.get(b"started_at", b"").decode(),
+                                "started_at": session_data.get(
+                                    b"started_at", b""
+                                ).decode(),
                                 "chunks_published": int(
-                                    session_data.get(b"chunks_published", b"0").decode() or 0
+                                    session_data.get(b"chunks_published", b"0").decode()
+                                    or 0
                                 ),
-                                "last_chunk_at": session_data.get(b"last_chunk_at", b"").decode(),
+                                "last_chunk_at": session_data.get(
+                                    b"last_chunk_at", b""
+                                ).decode(),
                                 "conversation_count": conversation_count,
                             }
                         )
@@ -936,7 +1003,9 @@ async def clear_old_sessions(
             session_keys = []
             cursor = b"0"
             while cursor:
-                cursor, keys = await redis_client.scan(cursor, match="audio:session:*", count=100)
+                cursor, keys = await redis_client.scan(
+                    cursor, match="audio:session:*", count=100
+                )
                 session_keys.extend(keys)
 
             # Check each session and delete if old
@@ -955,13 +1024,18 @@ async def clear_old_sessions(
                 except Exception as e:
                     logger.error(f"Error processing session {key}: {e}")
 
-            return {"deleted_count": deleted_count, "cutoff_seconds": older_than_seconds}
+            return {
+                "deleted_count": deleted_count,
+                "cutoff_seconds": older_than_seconds,
+            }
         finally:
             await redis_client.aclose()
 
     except Exception as e:
         logger.error(f"Failed to clear sessions: {e}", exc_info=True)
-        raise HTTPException(status_code=500, detail=f"Failed to clear sessions: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to clear sessions: {str(e)}"
+        )
 
 
 @router.get("/dashboard")
@@ -1013,11 +1087,17 @@ async def fetch_jobs_by_status(status_name: str, limit: int = 100):
                     if status_name == "queued":
                         job_ids = queue.job_ids[:limit]
                     elif status_name == "started":  # RQ standard, not "processing"
-                        job_ids = list(StartedJobRegistry(queue=queue).get_job_ids())[:limit]
+                        job_ids = list(StartedJobRegistry(queue=queue).get_job_ids())[
+                            :limit
+                        ]
                     elif status_name == "finished":  # RQ standard, not "completed"
-                        job_ids = list(FinishedJobRegistry(queue=queue).get_job_ids())[:limit]
+                        job_ids = list(FinishedJobRegistry(queue=queue).get_job_ids())[
+                            :limit
+                        ]
                     elif status_name == "failed":
-                        job_ids = list(FailedJobRegistry(queue=queue).get_job_ids())[:limit]
+                        job_ids = list(FailedJobRegistry(queue=queue).get_job_ids())[
+                            :limit
+                        ]
                     else:
                         continue
 
@@ -1028,7 +1108,9 @@ async def fetch_jobs_by_status(status_name: str, limit: int = 100):
 
                             # Check user permission
                             if not current_user.is_superuser:
-                                job_user_id = job.kwargs.get("user_id") if job.kwargs else None
+                                job_user_id = (
+                                    job.kwargs.get("user_id") if job.kwargs else None
+                                )
                                 if job_user_id != str(current_user.user_id):
                                     continue
 
@@ -1037,24 +1119,38 @@ async def fetch_jobs_by_status(status_name: str, limit: int = 100):
                                 {
                                     "job_id": job.id,
                                     "job_type": (
-                                        job.func_name.split(".")[-1] if job.func_name else "unknown"
+                                        job.func_name.split(".")[-1]
+                                        if job.func_name
+                                        else "unknown"
+                                    ),
+                                    "user_id": (
+                                        job.kwargs.get("user_id")
+                                        if job.kwargs
+                                        else None
                                     ),
-                                    "user_id": (job.kwargs.get("user_id") if job.kwargs else None),
                                     "status": status_name,
                                     "priority": "normal",  # RQ doesn't have priority concept
                                     "data": {"description": job.description or ""},
                                     "result": job.result,
                                     "meta": job.meta if job.meta else {},
                                     "kwargs": job.kwargs if job.kwargs else {},
-                                    "error_message": (str(job.exc_info) if job.exc_info else None),
+                                    "error_message": (
+                                        str(job.exc_info) if job.exc_info else None
+                                    ),
                                     "created_at": (
-                                        job.created_at.isoformat() if job.created_at else None
+                                        job.created_at.isoformat()
+                                        if job.created_at
+                                        else None
                                     ),
                                     "started_at": (
-                                        job.started_at.isoformat() if job.started_at else None
+                                        job.started_at.isoformat()
+                                        if job.started_at
+                                        else None
                                     ),
                                     "ended_at": (
-                                        job.ended_at.isoformat() if job.ended_at else None
+                                        job.ended_at.isoformat()
+                                        if job.ended_at
+                                        else None
                                     ),
                                     "retry_count": 0,  # RQ doesn't track this by default
                                     "max_retries": 0,
@@ -1170,7 +1266,11 @@ def get_job_status(job):
 
                                 # Check user permission
                                 if not current_user.is_superuser:
-                                    job_user_id = job.kwargs.get("user_id") if job.kwargs else None
+                                    job_user_id = (
+                                        job.kwargs.get("user_id")
+                                        if job.kwargs
+                                        else None
+                                    )
                                     if job_user_id != str(current_user.user_id):
                                         continue
 
@@ -1186,13 +1286,19 @@ def get_job_status(job):
                                         "queue": queue_name,
                                         "status": get_job_status(job),
                                         "created_at": (
-                                            job.created_at.isoformat() if job.created_at else None
+                                            job.created_at.isoformat()
+                                            if job.created_at
+                                            else None
                                         ),
                                         "started_at": (
-                                            job.started_at.isoformat() if job.started_at else None
+                                            job.started_at.isoformat()
+                                            if job.started_at
+                                            else None
                                         ),
                                         "ended_at": (
-                                            job.ended_at.isoformat() if job.ended_at else None
+                                            job.ended_at.isoformat()
+                                            if job.ended_at
+                                            else None
                                         ),
                                         "description": job.description or "",
                                         "result": job.result,
@@ -1255,12 +1361,20 @@ async def fetch_events():
         )
 
         queued_jobs = results[0] if not isinstance(results[0], Exception) else []
-        started_jobs = results[1] if not isinstance(results[1], Exception) else []  # RQ standard
-        finished_jobs = results[2] if not isinstance(results[2], Exception) else []  # RQ standard
+        started_jobs = (
+            results[1] if not isinstance(results[1], Exception) else []
+        )  # RQ standard
+        finished_jobs = (
+            results[2] if not isinstance(results[2], Exception) else []
+        )  # RQ standard
         failed_jobs = results[3] if not isinstance(results[3], Exception) else []
-        stats = results[4] if not isinstance(results[4], Exception) else {"total_jobs": 0}
+        stats = (
+            results[4] if not isinstance(results[4], Exception) else {"total_jobs": 0}
+        )
         streaming_status = (
-            results[5] if not isinstance(results[5], Exception) else {"active_sessions": []}
+            results[5]
+            if not isinstance(results[5], Exception)
+            else {"active_sessions": []}
         )
         events = results[6] if not isinstance(results[6], Exception) else []
         recent_conversations = []
@@ -1279,7 +1393,9 @@ async def fetch_events():
                 {
                     "conversation_id": conv.conversation_id,
                     "user_id": str(conv.user_id) if conv.user_id else None,
-                    "created_at": (conv.created_at.isoformat() if conv.created_at else None),
+                    "created_at": (
+                        conv.created_at.isoformat() if conv.created_at else None
+                    ),
                     "title": conv.title,
                     "summary": conv.summary,
                     "transcript_text": (
@@ -1307,4 +1423,6 @@ async def fetch_events():
 
     except Exception as e:
         logger.error(f"Failed to get dashboard data: {e}", exc_info=True)
-        raise HTTPException(status_code=500, detail=f"Failed to get dashboard data: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to get dashboard data: {str(e)}"
+        )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/system_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/system_routes.py
index 277d7dc1..0f580be7 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/system_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/system_routes.py
@@ -29,6 +29,7 @@
 # Request models for memory config endpoints
 class MemoryConfigRequest(BaseModel):
     """Request model for memory configuration validation and updates."""
+
     config_yaml: str
 
 
@@ -68,8 +69,7 @@ async def get_diarization_settings(current_user: User = Depends(current_superuse
 
 @router.post("/diarization-settings")
 async def save_diarization_settings(
-    settings: dict,
-    current_user: User = Depends(current_superuser)
+    settings: dict, current_user: User = Depends(current_superuser)
 ):
     """Save diarization settings. Admin only."""
     return await system_controller.save_diarization_settings_controller(settings)
@@ -83,32 +83,36 @@ async def get_misc_settings(current_user: User = Depends(current_superuser)):
 
 @router.post("/misc-settings")
 async def save_misc_settings(
-    settings: dict,
-    current_user: User = Depends(current_superuser)
+    settings: dict, current_user: User = Depends(current_superuser)
 ):
     """Save miscellaneous configuration settings. Admin only."""
     return await system_controller.save_misc_settings_controller(settings)
 
 
 @router.get("/cleanup-settings")
-async def get_cleanup_settings(
-    current_user: User = Depends(current_superuser)
-):
+async def get_cleanup_settings(current_user: User = Depends(current_superuser)):
     """Get cleanup configuration settings. Admin only."""
     return await system_controller.get_cleanup_settings_controller(current_user)
 
 
 @router.post("/cleanup-settings")
 async def save_cleanup_settings(
-    auto_cleanup_enabled: bool = Body(..., description="Enable automatic cleanup of soft-deleted conversations"),
-    retention_days: int = Body(..., ge=1, le=365, description="Number of days to keep soft-deleted conversations"),
-    current_user: User = Depends(current_superuser)
+    auto_cleanup_enabled: bool = Body(
+        ..., description="Enable automatic cleanup of soft-deleted conversations"
+    ),
+    retention_days: int = Body(
+        ...,
+        ge=1,
+        le=365,
+        description="Number of days to keep soft-deleted conversations",
+    ),
+    current_user: User = Depends(current_superuser),
 ):
     """Save cleanup configuration settings. Admin only."""
     return await system_controller.save_cleanup_settings_controller(
         auto_cleanup_enabled=auto_cleanup_enabled,
         retention_days=retention_days,
-        user=current_user
+        user=current_user,
     )
 
 
@@ -120,11 +124,12 @@ async def get_speaker_configuration(current_user: User = Depends(current_active_
 
 @router.post("/speaker-configuration")
 async def update_speaker_configuration(
-    primary_speakers: list[dict],
-    current_user: User = Depends(current_active_user)
+    primary_speakers: list[dict], current_user: User = Depends(current_active_user)
 ):
     """Update current user's primary speakers configuration."""
-    return await system_controller.update_speaker_configuration(current_user, primary_speakers)
+    return await system_controller.update_speaker_configuration(
+        current_user, primary_speakers
+    )
 
 
 @router.get("/enrolled-speakers")
@@ -141,6 +146,7 @@ async def get_speaker_service_status(current_user: User = Depends(current_superu
 
 # LLM Operations Configuration Endpoints
 
+
 @router.get("/admin/llm-operations")
 async def get_llm_operations(current_user: User = Depends(current_superuser)):
     """Get LLM operation configurations. Admin only."""
@@ -149,8 +155,7 @@ async def get_llm_operations(current_user: User = Depends(current_superuser)):
 
 @router.post("/admin/llm-operations")
 async def save_llm_operations(
-    operations: dict,
-    current_user: User = Depends(current_superuser)
+    operations: dict, current_user: User = Depends(current_superuser)
 ):
     """Save LLM operation configurations. Admin only."""
     return await system_controller.save_llm_operations(operations)
@@ -159,7 +164,7 @@ async def save_llm_operations(
 @router.post("/admin/llm-operations/test")
 async def test_llm_model(
     model_name: Optional[str] = Body(None, embed=True),
-    current_user: User = Depends(current_superuser)
+    current_user: User = Depends(current_superuser),
 ):
     """Test an LLM model connection with a trivial prompt. Admin only."""
     return await system_controller.test_llm_model(model_name)
@@ -171,10 +176,11 @@ async def get_memory_config_raw(current_user: User = Depends(current_superuser))
     """Get memory configuration YAML from config.yml. Admin only."""
     return await system_controller.get_memory_config_raw()
 
+
 @router.post("/admin/memory/config/raw")
 async def update_memory_config_raw(
     config_yaml: str = Body(..., media_type="text/plain"),
-    current_user: User = Depends(current_superuser)
+    current_user: User = Depends(current_superuser),
 ):
     """Save memory YAML to config.yml and hot-reload. Admin only."""
     return await system_controller.update_memory_config_raw(config_yaml)
@@ -191,8 +197,7 @@ async def validate_memory_config_raw(
 
 @router.post("/admin/memory/config/validate")
 async def validate_memory_config(
-    request: MemoryConfigRequest,
-    current_user: User = Depends(current_superuser)
+    request: MemoryConfigRequest, current_user: User = Depends(current_superuser)
 ):
     """Validate memory configuration YAML sent as JSON (used by tests). Admin only."""
     return await system_controller.validate_memory_config(request.config_yaml)
@@ -212,6 +217,7 @@ async def delete_all_user_memories(current_user: User = Depends(current_active_u
 
 # Chat Configuration Management Endpoints
 
+
 @router.get("/admin/chat/config", response_class=Response)
 async def get_chat_config(current_user: User = Depends(current_superuser)):
     """Get chat configuration as YAML. Admin only."""
@@ -225,13 +231,12 @@ async def get_chat_config(current_user: User = Depends(current_superuser)):
 
 @router.post("/admin/chat/config")
 async def save_chat_config(
-    request: Request,
-    current_user: User = Depends(current_superuser)
+    request: Request, current_user: User = Depends(current_superuser)
 ):
     """Save chat configuration from YAML. Admin only."""
     try:
         yaml_content = await request.body()
-        yaml_str = yaml_content.decode('utf-8')
+        yaml_str = yaml_content.decode("utf-8")
         result = await system_controller.save_chat_config_yaml(yaml_str)
         return JSONResponse(content=result)
     except ValueError as e:
@@ -243,13 +248,12 @@ async def save_chat_config(
 
 @router.post("/admin/chat/config/validate")
 async def validate_chat_config(
-    request: Request,
-    current_user: User = Depends(current_superuser)
+    request: Request, current_user: User = Depends(current_superuser)
 ):
     """Validate chat configuration YAML. Admin only."""
     try:
         yaml_content = await request.body()
-        yaml_str = yaml_content.decode('utf-8')
+        yaml_str = yaml_content.decode("utf-8")
         result = await system_controller.validate_chat_config_yaml(yaml_str)
         return JSONResponse(content=result)
     except Exception as e:
@@ -259,6 +263,7 @@ async def validate_chat_config(
 
 # Plugin Configuration Management Endpoints
 
+
 @router.get("/admin/plugins/config", response_class=Response)
 async def get_plugins_config(current_user: User = Depends(current_superuser)):
     """Get plugins configuration as YAML. Admin only."""
@@ -272,13 +277,12 @@ async def get_plugins_config(current_user: User = Depends(current_superuser)):
 
 @router.post("/admin/plugins/config")
 async def save_plugins_config(
-    request: Request,
-    current_user: User = Depends(current_superuser)
+    request: Request, current_user: User = Depends(current_superuser)
 ):
     """Save plugins configuration from YAML. Admin only."""
     try:
         yaml_content = await request.body()
-        yaml_str = yaml_content.decode('utf-8')
+        yaml_str = yaml_content.decode("utf-8")
         result = await system_controller.save_plugins_config_yaml(yaml_str)
         return JSONResponse(content=result)
     except ValueError as e:
@@ -290,13 +294,12 @@ async def save_plugins_config(
 
 @router.post("/admin/plugins/config/validate")
 async def validate_plugins_config(
-    request: Request,
-    current_user: User = Depends(current_superuser)
+    request: Request, current_user: User = Depends(current_superuser)
 ):
     """Validate plugins configuration YAML. Admin only."""
     try:
         yaml_content = await request.body()
-        yaml_str = yaml_content.decode('utf-8')
+        yaml_str = yaml_content.decode("utf-8")
         result = await system_controller.validate_plugins_config_yaml(yaml_str)
         return JSONResponse(content=result)
     except Exception as e:
@@ -306,6 +309,7 @@ async def validate_plugins_config(
 
 # Structured Plugin Configuration Endpoints (Form-based UI)
 
+
 @router.post("/admin/plugins/reload")
 async def reload_plugins(
     request: Request,
@@ -360,9 +364,16 @@ async def get_plugins_health(current_user: User = Depends(current_superuser)):
     """Get plugin health status for all registered plugins. Admin only."""
     try:
         from advanced_omi_backend.services.plugin_service import get_plugin_router
+
         plugin_router = get_plugin_router()
         if not plugin_router:
-            return {"total": 0, "initialized": 0, "failed": 0, "registered": 0, "plugins": []}
+            return {
+                "total": 0,
+                "initialized": 0,
+                "failed": 0,
+                "registered": 0,
+                "plugins": [],
+            }
         return plugin_router.get_health_summary()
     except Exception as e:
         logger.error(f"Failed to get plugins health: {e}")
@@ -377,6 +388,7 @@ async def get_plugins_connectivity(current_user: User = Depends(current_superuse
     """
     try:
         from advanced_omi_backend.services.plugin_service import get_plugin_router
+
         plugin_router = get_plugin_router()
         if not plugin_router:
             return {"plugins": {}}
@@ -406,6 +418,7 @@ async def get_plugins_metadata(current_user: User = Depends(current_superuser)):
 
 class PluginConfigRequest(BaseModel):
     """Request model for structured plugin configuration updates."""
+
     orchestration: Optional[dict] = None
     settings: Optional[dict] = None
     env_vars: Optional[dict] = None
@@ -413,6 +426,7 @@ class PluginConfigRequest(BaseModel):
 
 class CreatePluginRequest(BaseModel):
     """Request model for creating a new plugin."""
+
     plugin_name: str
     description: str
     events: list[str] = []
@@ -421,12 +435,14 @@ class CreatePluginRequest(BaseModel):
 
 class WritePluginCodeRequest(BaseModel):
     """Request model for writing plugin code."""
+
     code: str
     config_yml: Optional[str] = None
 
 
 class PluginAssistantRequest(BaseModel):
     """Request model for plugin assistant chat."""
+
     messages: list[dict]
 
 
@@ -434,7 +450,7 @@ class PluginAssistantRequest(BaseModel):
 async def update_plugin_config_structured(
     plugin_id: str,
     config: PluginConfigRequest,
-    current_user: User = Depends(current_superuser)
+    current_user: User = Depends(current_superuser),
 ):
     """Update plugin configuration from structured JSON (form data). Admin only.
 
@@ -445,7 +461,9 @@ async def update_plugin_config_structured(
     """
     try:
         config_dict = config.dict(exclude_none=True)
-        result = await system_controller.update_plugin_config_structured(plugin_id, config_dict)
+        result = await system_controller.update_plugin_config_structured(
+            plugin_id, config_dict
+        )
         return JSONResponse(content=result)
     except ValueError as e:
         raise HTTPException(status_code=400, detail=str(e))
@@ -458,7 +476,7 @@ async def update_plugin_config_structured(
 async def test_plugin_connection(
     plugin_id: str,
     config: PluginConfigRequest,
-    current_user: User = Depends(current_superuser)
+    current_user: User = Depends(current_superuser),
 ):
     """Test plugin connection/configuration without saving. Admin only.
 
@@ -490,7 +508,9 @@ async def create_plugin(
             plugin_code=request.plugin_code,
         )
         if not result.get("success"):
-            raise HTTPException(status_code=400, detail=result.get("error", "Unknown error"))
+            raise HTTPException(
+                status_code=400, detail=result.get("error", "Unknown error")
+            )
         return JSONResponse(content=result)
     except HTTPException:
         raise
@@ -513,7 +533,9 @@ async def write_plugin_code(
             config_yml=request.config_yml,
         )
         if not result.get("success"):
-            raise HTTPException(status_code=400, detail=result.get("error", "Unknown error"))
+            raise HTTPException(
+                status_code=400, detail=result.get("error", "Unknown error")
+            )
         return JSONResponse(content=result)
     except HTTPException:
         raise
@@ -535,7 +557,9 @@ async def delete_plugin(
             remove_files=remove_files,
         )
         if not result.get("success"):
-            raise HTTPException(status_code=400, detail=result.get("error", "Unknown error"))
+            raise HTTPException(
+                status_code=400, detail=result.get("error", "Unknown error")
+            )
         return JSONResponse(content=result)
     except HTTPException:
         raise
@@ -572,25 +596,34 @@ async def event_stream():
 
 
 @router.get("/streaming/status")
-async def get_streaming_status(request: Request, current_user: User = Depends(current_superuser)):
+async def get_streaming_status(
+    request: Request, current_user: User = Depends(current_superuser)
+):
     """Get status of active streaming sessions and Redis Streams health. Admin only."""
     return await session_controller.get_streaming_status(request)
 
 
 @router.post("/streaming/cleanup")
-async def cleanup_stuck_stream_workers(request: Request, current_user: User = Depends(current_superuser)):
+async def cleanup_stuck_stream_workers(
+    request: Request, current_user: User = Depends(current_superuser)
+):
     """Clean up stuck Redis Stream workers and pending messages. Admin only."""
     return await queue_controller.cleanup_stuck_stream_workers(request)
 
 
 @router.post("/streaming/cleanup-sessions")
-async def cleanup_old_sessions(request: Request, max_age_seconds: int = 3600, current_user: User = Depends(current_superuser)):
+async def cleanup_old_sessions(
+    request: Request,
+    max_age_seconds: int = 3600,
+    current_user: User = Depends(current_superuser),
+):
     """Clean up old session tracking metadata. Admin only."""
     return await session_controller.cleanup_old_sessions(request, max_age_seconds)
 
 
 # Memory Provider Configuration Endpoints
 
+
 @router.get("/admin/memory/provider")
 async def get_memory_provider(current_user: User = Depends(current_superuser)):
     """Get current memory provider configuration. Admin only."""
@@ -600,7 +633,7 @@ async def get_memory_provider(current_user: User = Depends(current_superuser)):
 @router.post("/admin/memory/provider")
 async def set_memory_provider(
     provider: str = Body(..., embed=True),
-    current_user: User = Depends(current_superuser)
+    current_user: User = Depends(current_superuser),
 ):
     """Set memory provider and restart backend services. Admin only."""
     return await system_controller.set_memory_provider(provider)
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/test_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/test_routes.py
index 349fe33d..a5488450 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/test_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/test_routes.py
@@ -37,7 +37,7 @@ async def clear_test_plugin_events():
 
     # Clear events from all plugins that have storage
     for plugin_id, plugin in plugin_router.plugins.items():
-        if hasattr(plugin, 'storage') and plugin.storage:
+        if hasattr(plugin, "storage") and plugin.storage:
             try:
                 cleared = await plugin.storage.clear_events()
                 total_cleared += cleared
@@ -45,10 +45,7 @@ async def clear_test_plugin_events():
             except Exception as e:
                 logger.error(f"Error clearing events from plugin '{plugin_id}': {e}")
 
-    return {
-        "message": "Test plugin events cleared",
-        "events_cleared": total_cleared
-    }
+    return {"message": "Test plugin events cleared", "events_cleared": total_cleared}
 
 
 @router.get("/plugins/events/count")
@@ -65,23 +62,33 @@ async def get_test_plugin_event_count(event_type: Optional[str] = None):
     plugin_router = get_plugin_router()
 
     if not plugin_router:
-        return {"count": 0, "event_type": event_type, "message": "No plugin router initialized"}
+        return {
+            "count": 0,
+            "event_type": event_type,
+            "message": "No plugin router initialized",
+        }
 
     # Get count from first plugin with storage (usually test_event plugin)
     for plugin_id, plugin in plugin_router.plugins.items():
-        if hasattr(plugin, 'storage') and plugin.storage:
+        if hasattr(plugin, "storage") and plugin.storage:
             try:
                 count = await plugin.storage.get_event_count(event_type)
                 return {
                     "count": count,
                     "event_type": event_type,
-                    "plugin_id": plugin_id
+                    "plugin_id": plugin_id,
                 }
             except Exception as e:
-                logger.error(f"Error getting event count from plugin '{plugin_id}': {e}")
+                logger.error(
+                    f"Error getting event count from plugin '{plugin_id}': {e}"
+                )
                 raise HTTPException(status_code=500, detail=str(e))
 
-    return {"count": 0, "event_type": event_type, "message": "No plugin with storage found"}
+    return {
+        "count": 0,
+        "event_type": event_type,
+        "message": "No plugin with storage found",
+    }
 
 
 @router.get("/plugins/events")
@@ -102,7 +109,7 @@ async def get_test_plugin_events(event_type: Optional[str] = None):
 
     # Get events from first plugin with storage
     for plugin_id, plugin in plugin_router.plugins.items():
-        if hasattr(plugin, 'storage') and plugin.storage:
+        if hasattr(plugin, "storage") and plugin.storage:
             try:
                 if event_type:
                     events = await plugin.storage.get_events_by_type(event_type)
@@ -113,7 +120,7 @@ async def get_test_plugin_events(event_type: Optional[str] = None):
                     "events": events,
                     "count": len(events),
                     "event_type": event_type,
-                    "plugin_id": plugin_id
+                    "plugin_id": plugin_id,
                 }
             except Exception as e:
                 logger.error(f"Error getting events from plugin '{plugin_id}': {e}")
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/websocket_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/websocket_routes.py
index 4b244343..11a24f88 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/websocket_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/websocket_routes.py
@@ -19,6 +19,7 @@
 # Create router
 router = APIRouter(tags=["websocket"])
 
+
 @router.websocket("/ws")
 async def ws_endpoint(
     ws: WebSocket,
@@ -42,11 +43,13 @@ async def ws_endpoint(
     codec = codec.lower()
     if codec not in ["pcm", "opus"]:
         logger.warning(f"Unsupported codec requested: {codec}")
-        await ws.close(code=1008, reason=f"Unsupported codec: {codec}. Supported: pcm, opus")
+        await ws.close(
+            code=1008, reason=f"Unsupported codec: {codec}. Supported: pcm, opus"
+        )
         return
 
     # Route to appropriate handler
     if codec == "opus":
         await handle_omi_websocket(ws, token, device_name)
     else:
-        await handle_pcm_websocket(ws, token, device_name)
\ No newline at end of file
+        await handle_pcm_websocket(ws, token, device_name)
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_stream/aggregator.py b/backends/advanced/src/advanced_omi_backend/services/audio_stream/aggregator.py
index 19b76874..4cfd5a90 100644
--- a/backends/advanced/src/advanced_omi_backend/services/audio_stream/aggregator.py
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_stream/aggregator.py
@@ -49,8 +49,12 @@ async def get_session_results(self, session_id: str) -> list[dict]:
                     "text": fields[b"text"].decode(),
                     "confidence": float(fields[b"confidence"].decode()),
                     "provider": fields[b"provider"].decode(),
-                    "chunk_id": fields.get(b"chunk_id", b"unknown").decode(),  # Handle missing chunk_id gracefully
-                    "processing_time": float(fields.get(b"processing_time", b"0.0").decode()),
+                    "chunk_id": fields.get(
+                        b"chunk_id", b"unknown"
+                    ).decode(),  # Handle missing chunk_id gracefully
+                    "processing_time": float(
+                        fields.get(b"processing_time", b"0.0").decode()
+                    ),
                     "timestamp": float(fields[b"timestamp"].decode()),
                 }
 
@@ -104,7 +108,7 @@ async def get_combined_results(self, session_id: str) -> dict:
                 "segments": [],
                 "chunk_count": 0,
                 "total_confidence": 0.0,
-                "provider": None
+                "provider": None,
             }
 
         # Combine ALL final results for cumulative speech detection
@@ -150,7 +154,7 @@ async def get_combined_results(self, session_id: str) -> dict:
             "segments": all_segments,
             "chunk_count": len(results),
             "total_confidence": avg_confidence,
-            "provider": provider
+            "provider": provider,
         }
 
         logger.info(
@@ -162,10 +166,7 @@ async def get_combined_results(self, session_id: str) -> dict:
         return combined
 
     async def get_realtime_results(
-        self,
-        session_id: str,
-        last_id: str = "0",
-        timeout_ms: int = 1000
+        self, session_id: str, last_id: str = "0", timeout_ms: int = 1000
     ) -> tuple[list[dict], str]:
         """
         Get new results since last_id (for real-time streaming).
@@ -183,9 +184,7 @@ async def get_realtime_results(
         try:
             # Read new messages since last_id
             messages = await self.redis_client.xread(
-                {stream_name: last_id},
-                count=10,
-                block=timeout_ms
+                {stream_name: last_id}, count=10, block=timeout_ms
             )
 
             results = []
@@ -199,14 +198,18 @@ async def get_realtime_results(
                             "text": fields[b"text"].decode(),
                             "confidence": float(fields[b"confidence"].decode()),
                             "provider": fields[b"provider"].decode(),
-                            "chunk_id": fields.get(b"chunk_id", b"unknown").decode(),  # Handle missing chunk_id gracefully
+                            "chunk_id": fields.get(
+                                b"chunk_id", b"unknown"
+                            ).decode(),  # Handle missing chunk_id gracefully
                         }
 
                         # Optional fields
                         if b"words" in fields:
                             result["words"] = json.loads(fields[b"words"].decode())
                         if b"segments" in fields:
-                            result["segments"] = json.loads(fields[b"segments"].decode())
+                            result["segments"] = json.loads(
+                                fields[b"segments"].decode()
+                            )
 
                         results.append(result)
                         new_last_id = message_id.decode()
@@ -214,5 +217,7 @@ async def get_realtime_results(
             return results, new_last_id
 
         except Exception as e:
-            logger.error(f"🔄 Error getting realtime results for session {session_id}: {e}")
+            logger.error(
+                f"🔄 Error getting realtime results for session {session_id}: {e}"
+            )
             return [], last_id
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_stream/consumer.py b/backends/advanced/src/advanced_omi_backend/services/audio_stream/consumer.py
index 455ebebe..8902ae5d 100644
--- a/backends/advanced/src/advanced_omi_backend/services/audio_stream/consumer.py
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_stream/consumer.py
@@ -23,7 +23,9 @@ class BaseAudioStreamConsumer(ABC):
     Writes results to transcription:results:{session_id}.
     """
 
-    def __init__(self, provider_name: str, redis_client: redis.Redis, buffer_chunks: int = 30):
+    def __init__(
+        self, provider_name: str, redis_client: redis.Redis, buffer_chunks: int = 30
+    ):
         """
         Initialize consumer.
 
@@ -50,7 +52,9 @@ def __init__(self, provider_name: str, redis_client: redis.Redis, buffer_chunks:
         self.active_streams = {}  # {stream_name: True}
 
         # Buffering: accumulate chunks per session
-        self.session_buffers = {}  # {session_id: {"chunks": [], "chunk_ids": [], "sample_rate": int}}
+        self.session_buffers = (
+            {}
+        )  # {session_id: {"chunks": [], "chunk_ids": [], "sample_rate": int}}
 
     async def discover_streams(self) -> list[str]:
         """
@@ -67,7 +71,9 @@ async def discover_streams(self) -> list[str]:
                 cursor, match=self.stream_pattern, count=100
             )
             if keys:
-                streams.extend([k.decode() if isinstance(k, bytes) else k for k in keys])
+                streams.extend(
+                    [k.decode() if isinstance(k, bytes) else k for k in keys]
+                )
 
         return streams
 
@@ -76,16 +82,17 @@ async def setup_consumer_group(self, stream_name: str):
         # Create consumer group (ignore error if already exists)
         try:
             await self.redis_client.xgroup_create(
-                stream_name,
-                self.group_name,
-                "0",
-                mkstream=True
+                stream_name, self.group_name, "0", mkstream=True
+            )
+            logger.debug(
+                f"➡️ Created consumer group {self.group_name} for {stream_name}"
             )
-            logger.debug(f"➡️ Created consumer group {self.group_name} for {stream_name}")
         except redis_exceptions.ResponseError as e:
             if "BUSYGROUP" not in str(e):
                 raise
-            logger.debug(f"➡️ Consumer group {self.group_name} already exists for {stream_name}")
+            logger.debug(
+                f"➡️ Consumer group {self.group_name} already exists for {stream_name}"
+            )
 
     async def cleanup_dead_consumers(self, idle_threshold_ms: int = 30000):
         """
@@ -100,7 +107,7 @@ async def cleanup_dead_consumers(self, idle_threshold_ms: int = 30000):
         try:
             # Get all consumers in the group
             consumers = await self.redis_client.execute_command(
-                'XINFO', 'CONSUMERS', self.input_stream, self.group_name
+                "XINFO", "CONSUMERS", self.input_stream, self.group_name
             )
 
             if not consumers:
@@ -115,9 +122,13 @@ async def cleanup_dead_consumers(self, idle_threshold_ms: int = 30000):
 
                 # Parse consumer fields (flat key-value pairs within each consumer)
                 for j in range(0, len(consumer_info), 2):
-                    if j+1 < len(consumer_info):
-                        key = consumer_info[j].decode() if isinstance(consumer_info[j], bytes) else str(consumer_info[j])
-                        value = consumer_info[j+1]
+                    if j + 1 < len(consumer_info):
+                        key = (
+                            consumer_info[j].decode()
+                            if isinstance(consumer_info[j], bytes)
+                            else str(consumer_info[j])
+                        )
+                        value = consumer_info[j + 1]
                         if isinstance(value, bytes):
                             try:
                                 value = value.decode()
@@ -142,11 +153,19 @@ async def cleanup_dead_consumers(self, idle_threshold_ms: int = 30000):
                 if is_dead:
                     # If consumer has pending messages, claim and ACK them first
                     if consumer_pending > 0:
-                        logger.info(f"🔄 Claiming {consumer_pending} pending messages from dead consumer {consumer_name}")
+                        logger.info(
+                            f"🔄 Claiming {consumer_pending} pending messages from dead consumer {consumer_name}"
+                        )
 
                         try:
                             pending_messages = await self.redis_client.execute_command(
-                                'XPENDING', self.input_stream, self.group_name, '-', '+', str(consumer_pending), consumer_name
+                                "XPENDING",
+                                self.input_stream,
+                                self.group_name,
+                                "-",
+                                "+",
+                                str(consumer_pending),
+                                consumer_name,
                             )
 
                             # Parse pending messages (groups of 4: msg_id, consumer, idle_ms, delivery_count)
@@ -159,28 +178,49 @@ async def cleanup_dead_consumers(self, idle_threshold_ms: int = 30000):
                                     # Claim to ourselves and ACK immediately
                                     try:
                                         await self.redis_client.execute_command(
-                                            'XCLAIM', self.input_stream, self.group_name, self.consumer_name, '0', msg_id
+                                            "XCLAIM",
+                                            self.input_stream,
+                                            self.group_name,
+                                            self.consumer_name,
+                                            "0",
+                                            msg_id,
+                                        )
+                                        await self.redis_client.xack(
+                                            self.input_stream, self.group_name, msg_id
                                         )
-                                        await self.redis_client.xack(self.input_stream, self.group_name, msg_id)
                                         claimed_count += 1
                                     except Exception as claim_error:
-                                        logger.warning(f"Failed to claim/ack message {msg_id}: {claim_error}")
+                                        logger.warning(
+                                            f"Failed to claim/ack message {msg_id}: {claim_error}"
+                                        )
 
                         except Exception as pending_error:
-                            logger.warning(f"Failed to process pending messages for {consumer_name}: {pending_error}")
+                            logger.warning(
+                                f"Failed to process pending messages for {consumer_name}: {pending_error}"
+                            )
 
                     # Delete the dead consumer
                     try:
                         await self.redis_client.execute_command(
-                            'XGROUP', 'DELCONSUMER', self.input_stream, self.group_name, consumer_name
+                            "XGROUP",
+                            "DELCONSUMER",
+                            self.input_stream,
+                            self.group_name,
+                            consumer_name,
                         )
                         deleted_count += 1
-                        logger.info(f"🧹 Deleted dead consumer {consumer_name} (idle: {consumer_idle_ms}ms)")
+                        logger.info(
+                            f"🧹 Deleted dead consumer {consumer_name} (idle: {consumer_idle_ms}ms)"
+                        )
                     except Exception as delete_error:
-                        logger.warning(f"Failed to delete consumer {consumer_name}: {delete_error}")
+                        logger.warning(
+                            f"Failed to delete consumer {consumer_name}: {delete_error}"
+                        )
 
             if deleted_count > 0 or claimed_count > 0:
-                logger.info(f"✅ Cleanup complete: deleted {deleted_count} dead consumers, claimed {claimed_count} pending messages")
+                logger.info(
+                    f"✅ Cleanup complete: deleted {deleted_count} dead consumers, claimed {claimed_count} pending messages"
+                )
 
         except Exception as e:
             logger.error(f"❌ Failed to cleanup dead consumers: {e}", exc_info=True)
@@ -204,7 +244,9 @@ async def transcribe_audio(self, audio_data: bytes, sample_rate: int) -> dict:
     async def start_consuming(self):
         """Discover and consume from multiple streams using Redis consumer groups."""
         self.running = True
-        logger.info(f"➡️ Starting dynamic stream consumer: {self.consumer_name} (group: {self.group_name})")
+        logger.info(
+            f"➡️ Starting dynamic stream consumer: {self.consumer_name} (group: {self.group_name})"
+        )
 
         last_discovery = 0
         discovery_interval = 10  # Discover new streams every 10 seconds
@@ -223,7 +265,9 @@ async def start_consuming(self):
                             # Setup consumer group for this stream (no manual lock needed)
                             await self.setup_consumer_group(stream_name)
                             self.active_streams[stream_name] = True
-                            logger.info(f"✅ Now consuming from {stream_name} (group: {self.group_name})")
+                            logger.info(
+                                f"✅ Now consuming from {stream_name} (group: {self.group_name})"
+                            )
 
                     last_discovery = current_time
 
@@ -241,14 +285,18 @@ async def start_consuming(self):
                     self.consumer_name,
                     streams_dict,
                     count=1,
-                    block=1000  # Block for 1 second
+                    block=1000,  # Block for 1 second
                 )
 
                 if not messages:
                     continue
 
                 for stream_name, msgs in messages:
-                    stream_name_str = stream_name.decode() if isinstance(stream_name, bytes) else stream_name
+                    stream_name_str = (
+                        stream_name.decode()
+                        if isinstance(stream_name, bytes)
+                        else stream_name
+                    )
                     for message_id, fields in msgs:
                         await self.process_message(message_id, fields, stream_name_str)
 
@@ -260,11 +308,15 @@ async def start_consuming(self):
                     # Extract stream name from error message
                     for stream_name in list(self.active_streams.keys()):
                         if stream_name in error_msg:
-                            logger.warning(f"➡️ [{self.consumer_name}] Stream {stream_name} was deleted, removing from active streams")
+                            logger.warning(
+                                f"➡️ [{self.consumer_name}] Stream {stream_name} was deleted, removing from active streams"
+                            )
 
                             # Remove from active streams
                             del self.active_streams[stream_name]
-                            logger.info(f"➡️ [{self.consumer_name}] Removed {stream_name}, {len(self.active_streams)} streams remaining")
+                            logger.info(
+                                f"➡️ [{self.consumer_name}] Removed {stream_name}, {len(self.active_streams)} streams remaining"
+                            )
                             break
                 else:
                     # Other ResponseError - log and continue
@@ -273,7 +325,10 @@ async def start_consuming(self):
                 await asyncio.sleep(1)
 
             except Exception as e:
-                logger.error(f"➡️ [{self.consumer_name}] Error in dynamic consume loop: {e}", exc_info=True)
+                logger.error(
+                    f"➡️ [{self.consumer_name}] Error in dynamic consume loop: {e}",
+                    exc_info=True,
+                )
                 await asyncio.sleep(1)
 
     async def process_message(self, message_id: bytes, fields: dict, stream_name: str):
@@ -295,7 +350,9 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
 
             # Check for end-of-session signal
             if chunk_id == "END":
-                logger.info(f"➡️ [{self.consumer_name}] {self.provider_name}: Received END signal for session {session_id}")
+                logger.info(
+                    f"➡️ [{self.consumer_name}] {self.provider_name}: Received END signal for session {session_id}"
+                )
 
                 # Flush buffer for this session if it has any chunks
                 if session_id in self.session_buffers:
@@ -306,7 +363,9 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
 
                         # Combine buffered chunks
                         combined_audio = b"".join(buffer["chunks"])
-                        combined_chunk_id = f"{buffer['chunk_ids'][0]}-{buffer['chunk_ids'][-1]}"
+                        combined_chunk_id = (
+                            f"{buffer['chunk_ids'][0]}-{buffer['chunk_ids'][-1]}"
+                        )
 
                         logger.info(
                             f"➡️ [{self.consumer_name}] {self.provider_name}: Flushing {len(buffer['chunks'])} remaining chunks "
@@ -314,7 +373,9 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
                         )
 
                         # Transcribe remaining audio
-                        result = await self.transcribe_audio(combined_audio, buffer["sample_rate"])
+                        result = await self.transcribe_audio(
+                            combined_audio, buffer["sample_rate"]
+                        )
 
                         # Store result
                         processing_time = time.time() - start_time
@@ -325,19 +386,27 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
                             confidence=result.get("confidence", 0.0),
                             words=result.get("words", []),
                             segments=result.get("segments", []),
-                            processing_time=processing_time
+                            processing_time=processing_time,
                         )
 
                         # ACK all buffered messages
                         for msg_id in buffer["message_ids"]:
-                            await self.redis_client.xack(stream_name, self.group_name, msg_id)
+                            await self.redis_client.xack(
+                                stream_name, self.group_name, msg_id
+                            )
 
                         # Trim stream to remove ACKed messages (keep only last 1000 for safety)
                         try:
-                            await self.redis_client.xtrim(stream_name, maxlen=1000, approximate=True)
-                            logger.debug(f"🧹 Trimmed audio stream {stream_name} to max 1000 entries")
+                            await self.redis_client.xtrim(
+                                stream_name, maxlen=1000, approximate=True
+                            )
+                            logger.debug(
+                                f"🧹 Trimmed audio stream {stream_name} to max 1000 entries"
+                            )
                         except Exception as trim_error:
-                            logger.warning(f"Failed to trim stream {stream_name}: {trim_error}")
+                            logger.warning(
+                                f"Failed to trim stream {stream_name}: {trim_error}"
+                            )
 
                         logger.info(
                             f"➡️ [{self.consumer_name}] {self.provider_name}: Flushed buffer for session {session_id} "
@@ -358,7 +427,7 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
                     "chunk_ids": [],
                     "sample_rate": sample_rate,
                     "message_ids": [],
-                    "audio_offset_seconds": 0.0  # Track cumulative audio duration
+                    "audio_offset_seconds": 0.0,  # Track cumulative audio duration
                 }
 
             # Add to buffer (skip empty audio data from END signals)
@@ -382,14 +451,24 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
 
                 # Combine buffered chunks
                 combined_audio = b"".join(buffer["chunks"])
-                combined_chunk_id = f"{buffer['chunk_ids'][0]}-{buffer['chunk_ids'][-1]}"
+                combined_chunk_id = (
+                    f"{buffer['chunk_ids'][0]}-{buffer['chunk_ids'][-1]}"
+                )
 
                 # Calculate audio duration for this chunk (16-bit PCM, 1 channel)
-                audio_duration_seconds = len(combined_audio) / (sample_rate * 2)  # 2 bytes per sample
+                audio_duration_seconds = len(combined_audio) / (
+                    sample_rate * 2
+                )  # 2 bytes per sample
                 audio_offset = buffer["audio_offset_seconds"]
 
                 # Log individual chunk IDs to detect duplicates
-                chunk_list = ", ".join(buffer['chunk_ids'][:5] + ['...'] + buffer['chunk_ids'][-5:]) if len(buffer['chunk_ids']) > 10 else ", ".join(buffer['chunk_ids'])
+                chunk_list = (
+                    ", ".join(
+                        buffer["chunk_ids"][:5] + ["..."] + buffer["chunk_ids"][-5:]
+                    )
+                    if len(buffer["chunk_ids"]) > 10
+                    else ", ".join(buffer["chunk_ids"])
+                )
 
                 logger.info(
                     f"➡️ [{self.consumer_name}] {self.provider_name}: Transcribing {len(buffer['chunks'])} chunks "
@@ -415,7 +494,9 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
                     adjusted_word["end"] = word.get("end", 0.0) + audio_offset
                     adjusted_words.append(adjusted_word)
 
-                logger.debug(f"➡️ [{self.consumer_name}] Adjusted {len(adjusted_segments)} segments by +{audio_offset:.1f}s")
+                logger.debug(
+                    f"➡️ [{self.consumer_name}] Adjusted {len(adjusted_segments)} segments by +{audio_offset:.1f}s"
+                )
 
                 # Store result with adjusted timestamps
                 processing_time = time.time() - start_time
@@ -426,7 +507,7 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
                     confidence=result.get("confidence", 0.0),
                     words=adjusted_words,
                     segments=adjusted_segments,
-                    processing_time=processing_time
+                    processing_time=processing_time,
                 )
 
                 # Update audio offset for next chunk
@@ -438,8 +519,12 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
 
                 # Trim stream to remove ACKed messages (keep only last 1000 for safety)
                 try:
-                    await self.redis_client.xtrim(stream_name, maxlen=1000, approximate=True)
-                    logger.debug(f"🧹 Trimmed audio stream {stream_name} to max 1000 entries")
+                    await self.redis_client.xtrim(
+                        stream_name, maxlen=1000, approximate=True
+                    )
+                    logger.debug(
+                        f"🧹 Trimmed audio stream {stream_name} to max 1000 entries"
+                    )
                 except Exception as trim_error:
                     logger.warning(f"Failed to trim stream {stream_name}: {trim_error}")
 
@@ -456,7 +541,7 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
         except Exception as e:
             logger.error(
                 f"➡️ [{self.consumer_name}] {self.provider_name}: Failed to process chunk {fields.get(b'chunk_id', b'unknown').decode()}: {e}",
-                exc_info=True
+                exc_info=True,
             )
 
     async def store_result(
@@ -467,7 +552,7 @@ async def store_result(
         confidence: float,
         words: list,
         segments: list,
-        processing_time: float
+        processing_time: float,
     ):
         """
         Store transcription result in Redis Stream.
@@ -502,7 +587,7 @@ async def store_result(
             session_results_stream,
             result_data,
             maxlen=1000,  # Keep max 1k results per session
-            approximate=True
+            approximate=True,
         )
 
         logger.debug(
diff --git a/backends/advanced/src/advanced_omi_backend/services/capabilities.py b/backends/advanced/src/advanced_omi_backend/services/capabilities.py
index 85837920..fc9d7de0 100644
--- a/backends/advanced/src/advanced_omi_backend/services/capabilities.py
+++ b/backends/advanced/src/advanced_omi_backend/services/capabilities.py
@@ -26,7 +26,9 @@ class TranscriptCapability(str, Enum):
 
     WORD_TIMESTAMPS = "word_timestamps"  # Word-level timing data
     SEGMENTS = "segments"  # Speaker segments in output
-    DIARIZATION = "diarization"  # Speaker labels in segments (Speaker 0, Speaker 1, etc.)
+    DIARIZATION = (
+        "diarization"  # Speaker labels in segments (Speaker 0, Speaker 1, etc.)
+    )
 
 
 class FeatureRequirement(str, Enum):
@@ -99,7 +101,9 @@ def check_requirements(
     return True, "OK"
 
 
-def get_provider_capabilities(transcript_version: "Conversation.TranscriptVersion") -> dict:
+def get_provider_capabilities(
+    transcript_version: "Conversation.TranscriptVersion",
+) -> dict:
     """
     Get provider capabilities from transcript version metadata.
 
diff --git a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/entity_extractor.py b/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/entity_extractor.py
index a12cd540..2955b57f 100644
--- a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/entity_extractor.py
+++ b/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/entity_extractor.py
@@ -161,35 +161,45 @@ def _parse_extraction_response(content: str) -> ExtractionResult:
         for e in data.get("entities", []):
             if isinstance(e, dict) and e.get("name"):
                 entity_type = _normalize_entity_type(e.get("type", "thing"))
-                entities.append(ExtractedEntity(
-                    name=e["name"].strip(),
-                    type=entity_type,
-                    details=e.get("details"),
-                    icon=e.get("icon") or _get_default_icon(entity_type),
-                    when=e.get("when"),
-                ))
+                entities.append(
+                    ExtractedEntity(
+                        name=e["name"].strip(),
+                        type=entity_type,
+                        details=e.get("details"),
+                        icon=e.get("icon") or _get_default_icon(entity_type),
+                        when=e.get("when"),
+                    )
+                )
 
         # Parse relationships
         relationships = []
         for r in data.get("relationships", []):
             if isinstance(r, dict) and r.get("subject") and r.get("object"):
-                relationships.append(ExtractedRelationship(
-                    subject=r["subject"].strip(),
-                    relation=_normalize_relation_type(r.get("relation", "related_to")),
-                    object=r["object"].strip(),
-                ))
+                relationships.append(
+                    ExtractedRelationship(
+                        subject=r["subject"].strip(),
+                        relation=_normalize_relation_type(
+                            r.get("relation", "related_to")
+                        ),
+                        object=r["object"].strip(),
+                    )
+                )
 
         # Parse promises
         promises = []
         for p in data.get("promises", []):
             if isinstance(p, dict) and p.get("action"):
-                promises.append(ExtractedPromise(
-                    action=p["action"].strip(),
-                    to=p.get("to"),
-                    deadline=p.get("deadline"),
-                ))
-
-        logger.info(f"Extracted {len(entities)} entities, {len(relationships)} relationships, {len(promises)} promises")
+                promises.append(
+                    ExtractedPromise(
+                        action=p["action"].strip(),
+                        to=p.get("to"),
+                        deadline=p.get("deadline"),
+                    )
+                )
+
+        logger.info(
+            f"Extracted {len(entities)} entities, {len(relationships)} relationships, {len(promises)} promises"
+        )
         return ExtractionResult(
             entities=entities,
             relationships=relationships,
@@ -274,7 +284,9 @@ def _get_default_icon(entity_type: str) -> str:
     return icons.get(entity_type, "📌")
 
 
-def parse_natural_datetime(text: Optional[str], reference_date: Optional[datetime] = None) -> Optional[datetime]:
+def parse_natural_datetime(
+    text: Optional[str], reference_date: Optional[datetime] = None
+) -> Optional[datetime]:
     """Parse natural language date/time into datetime.
 
     Args:
@@ -292,9 +304,20 @@ def parse_natural_datetime(text: Optional[str], reference_date: Optional[datetim
 
     # Simple patterns - can be extended with dateparser library later
     weekdays = {
-        "monday": 0, "tuesday": 1, "wednesday": 2, "thursday": 3,
-        "friday": 4, "saturday": 5, "sunday": 6,
-        "mon": 0, "tue": 1, "wed": 2, "thu": 3, "fri": 4, "sat": 5, "sun": 6,
+        "monday": 0,
+        "tuesday": 1,
+        "wednesday": 2,
+        "thursday": 3,
+        "friday": 4,
+        "saturday": 5,
+        "sunday": 6,
+        "mon": 0,
+        "tue": 1,
+        "wed": 2,
+        "thu": 3,
+        "fri": 4,
+        "sat": 5,
+        "sun": 6,
     }
 
     try:
@@ -318,6 +341,7 @@ def parse_natural_datetime(text: Optional[str], reference_date: Optional[datetim
 
         # Handle "in X days/weeks"
         import re
+
         match = re.search(r"in (\d+) (day|week|month)s?", text_lower)
         if match:
             num = int(match.group(1))
diff --git a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/models.py b/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/models.py
index c4cf533c..0b78ba73 100644
--- a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/models.py
+++ b/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/models.py
@@ -14,6 +14,7 @@
 
 class EntityType(str, Enum):
     """Supported entity types in the knowledge graph."""
+
     PERSON = "person"
     PLACE = "place"
     ORGANIZATION = "organization"
@@ -26,6 +27,7 @@ class EntityType(str, Enum):
 
 class RelationshipType(str, Enum):
     """Supported relationship types between entities."""
+
     MENTIONED_IN = "MENTIONED_IN"
     WORKS_AT = "WORKS_AT"
     LIVES_IN = "LIVES_IN"
@@ -41,6 +43,7 @@ class RelationshipType(str, Enum):
 
 class PromiseStatus(str, Enum):
     """Status of a promise/task."""
+
     PENDING = "pending"
     IN_PROGRESS = "in_progress"
     COMPLETED = "completed"
@@ -55,6 +58,7 @@ class Entity(BaseModel):
     Each entity belongs to a specific user and can have relationships with
     other entities.
     """
+
     id: str = Field(default_factory=lambda: str(uuid.uuid4()))
     name: str
     type: EntityType
@@ -113,6 +117,7 @@ class Relationship(BaseModel):
     Relationships are edges in the graph connecting entities with
     typed connections (e.g., WORKS_AT, KNOWS, MENTIONED_IN).
     """
+
     id: str = Field(default_factory=lambda: str(uuid.uuid4()))
     type: RelationshipType
     source_id: str  # Entity ID
@@ -164,6 +169,7 @@ class Promise(BaseModel):
     Promises are commitments made during conversations that can be
     tracked and followed up on.
     """
+
     id: str = Field(default_factory=lambda: str(uuid.uuid4()))
     user_id: str
     action: str  # What was promised
@@ -191,7 +197,9 @@ def to_dict(self) -> Dict[str, Any]:
             "to_entity_name": self.to_entity_name,
             "status": self.status,
             "due_date": self.due_date.isoformat() if self.due_date else None,
-            "completed_at": self.completed_at.isoformat() if self.completed_at else None,
+            "completed_at": (
+                self.completed_at.isoformat() if self.completed_at else None
+            ),
             "source_conversation_id": self.source_conversation_id,
             "context": self.context,
             "metadata": self.metadata,
@@ -202,6 +210,7 @@ def to_dict(self) -> Dict[str, Any]:
 
 class ExtractedEntity(BaseModel):
     """Entity as extracted by LLM before Neo4j storage."""
+
     name: str
     type: str  # Will be validated against EntityType
     details: Optional[str] = None
@@ -212,6 +221,7 @@ class ExtractedEntity(BaseModel):
 
 class ExtractedRelationship(BaseModel):
     """Relationship as extracted by LLM."""
+
     subject: str  # Entity name or "speaker"
     relation: str  # Relationship type
     object: str  # Entity name
@@ -219,6 +229,7 @@ class ExtractedRelationship(BaseModel):
 
 class ExtractedPromise(BaseModel):
     """Promise as extracted by LLM."""
+
     action: str
     to: Optional[str] = None  # Entity name
     deadline: Optional[str] = None  # Natural language deadline
@@ -226,6 +237,7 @@ class ExtractedPromise(BaseModel):
 
 class ExtractionResult(BaseModel):
     """Result of entity extraction from a conversation."""
+
     entities: List[ExtractedEntity] = Field(default_factory=list)
     relationships: List[ExtractedRelationship] = Field(default_factory=list)
     promises: List[ExtractedPromise] = Field(default_factory=list)
diff --git a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/service.py b/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/service.py
index 5f13508d..0c7bd4a8 100644
--- a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/service.py
+++ b/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/service.py
@@ -126,7 +126,9 @@ async def process_conversation(
             )
 
             if not extraction.entities and not extraction.promises:
-                logger.debug(f"No entities extracted from conversation {conversation_id}")
+                logger.debug(
+                    f"No entities extracted from conversation {conversation_id}"
+                )
                 return {"entities": 0, "relationships": 0, "promises": 0}
 
             # Create conversation entity node
@@ -827,6 +829,7 @@ def _parse_metadata(self, value: Any) -> Dict[str, Any]:
         if isinstance(value, str):
             try:
                 import json
+
                 return json.loads(value)
             except (json.JSONDecodeError, ValueError):
                 return {}
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/README.md b/backends/advanced/src/advanced_omi_backend/services/memory/README.md
index ba6de6a4..49b74bd0 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/README.md
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/README.md
@@ -28,50 +28,50 @@ memory/
 graph TB
     %% User Interface Layer
     User[User/Application] --> CompatService[compat_service.py<br/>MemoryService]
-    
+
     %% Compatibility Layer
     CompatService --> CoreService[memory_service.py<br/>CoreMemoryService]
-    
+
     %% Configuration
     Config[config.py<br/>MemoryConfig] --> CoreService
     Config --> LLMProviders
     Config --> VectorStores
-    
+
     %% Core Service Layer
     CoreService --> Base[base.py<br/>Abstract Interfaces]
-    
+
     %% Base Abstractions
     Base --> MemoryServiceBase[MemoryServiceBase]
-    Base --> LLMProviderBase[LLMProviderBase] 
+    Base --> LLMProviderBase[LLMProviderBase]
     Base --> VectorStoreBase[VectorStoreBase]
     Base --> MemoryEntry[MemoryEntry<br/>Data Structure]
-    
+
     %% Provider Implementations
     subgraph LLMProviders[LLM Providers]
         OpenAI[OpenAIProvider]
         Ollama[OllamaProvider]
         Qwen[Qwen3EmbeddingProvider]
     end
-    
+
     subgraph VectorStores[Vector Stores]
         Qdrant[QdrantVectorStore]
     end
-    
+
     %% Inheritance relationships
     LLMProviderBase -.-> OpenAI
     LLMProviderBase -.-> Ollama
     VectorStoreBase -.-> Qdrant
-    
+
     %% Core Service uses providers
     CoreService --> LLMProviders
     CoreService --> VectorStores
-    
+
     %% External Services
     OpenAI --> OpenAIAPI[OpenAI API]
     Ollama --> OllamaAPI[Ollama Server]
     Qwen --> LocalModel[Local Qwen Model]
     Qdrant --> QdrantDB[(Qdrant Database)]
-    
+
     %% Memory Flow
     subgraph MemoryFlow[Memory Processing Flow]
         Transcript[Transcript] --> Extract[Extract Memories<br/>via LLM]
@@ -80,15 +80,15 @@ graph TB
         Store --> Search[Semantic Search]
         Search --> Results[Memory Results]
     end
-    
+
     CoreService --> MemoryFlow
-    
+
     %% Styling
     classDef interface fill:#e1f5fe,stroke:#01579b,stroke-width:2px
     classDef implementation fill:#f3e5f5,stroke:#4a148c,stroke-width:2px
     classDef external fill:#fff3e0,stroke:#e65100,stroke-width:2px
     classDef data fill:#e8f5e8,stroke:#2e7d32,stroke-width:2px
-    
+
     class Base,MemoryServiceBase,LLMProviderBase,VectorStoreBase interface
     class CompatService,CoreService,OpenAI,Ollama,Qdrant implementation
     class OpenAIAPI,OllamaAPI,LocalModel,QdrantDB external
@@ -109,7 +109,7 @@ classDiagram
         +string created_at
         +__post_init__()
     }
-    
+
     class MemoryServiceBase {
         <<abstract>>
         +initialize() Promise~void~
@@ -121,7 +121,7 @@ classDiagram
         +test_connection() Promise~bool~
         +shutdown() void
     }
-    
+
     class LLMProviderBase {
         <<abstract>>
         +extract_memories(text, prompt) Promise~List~string~~
@@ -129,7 +129,7 @@ classDiagram
         +propose_memory_actions(old_memory, new_facts, custom_prompt) Promise~Dict~
         +test_connection() Promise~bool~
     }
-    
+
     class VectorStoreBase {
         <<abstract>>
         +initialize() Promise~void~
@@ -141,7 +141,7 @@ classDiagram
         +delete_user_memories(user_id) Promise~int~
         +test_connection() Promise~bool~
     }
-    
+
     %% Configuration Classes
     class MemoryConfig {
         +LLMProvider llm_provider
@@ -153,7 +153,7 @@ classDiagram
         +bool extraction_enabled
         +int timeout_seconds
     }
-    
+
     %% Core Implementation
     class CoreMemoryService {
         -MemoryConfig config
@@ -174,7 +174,7 @@ classDiagram
         -_normalize_actions() List~dict~
         -_apply_memory_actions() Promise~List~string~~
     }
-    
+
     %% Compatibility Layer
     class CompatMemoryService {
         -CoreMemoryService _service
@@ -190,7 +190,7 @@ classDiagram
         +test_connection() Promise~bool~
         +shutdown() void
     }
-    
+
     %% LLM Provider Implementations
     class OpenAIProvider {
         -string api_key
@@ -204,7 +204,7 @@ classDiagram
         +propose_memory_actions() Promise~Dict~
         +test_connection() Promise~bool~
     }
-    
+
     class OllamaProvider {
         -string base_url
         -string model
@@ -217,7 +217,7 @@ classDiagram
         +propose_memory_actions() Promise~Dict~
         +test_connection() Promise~bool~
     }
-    
+
     %% Vector Store Implementation
     class QdrantVectorStore {
         -string host
@@ -234,20 +234,20 @@ classDiagram
         +delete_user_memories() Promise~int~
         +test_connection() Promise~bool~
     }
-    
+
     %% Relationships
     MemoryServiceBase <|-- CoreMemoryService : implements
     LLMProviderBase <|-- OpenAIProvider : implements
     LLMProviderBase <|-- OllamaProvider : implements
     VectorStoreBase <|-- QdrantVectorStore : implements
-    
+
     CoreMemoryService --> MemoryConfig : uses
     CoreMemoryService --> LLMProviderBase : uses
     CoreMemoryService --> VectorStoreBase : uses
     CoreMemoryService --> MemoryEntry : creates
-    
+
     CompatMemoryService --> CoreMemoryService : wraps
-    
+
     OpenAIProvider --> MemoryEntry : creates
     OllamaProvider --> MemoryEntry : creates
     QdrantVectorStore --> MemoryEntry : stores
@@ -263,7 +263,7 @@ sequenceDiagram
     participant LLM as LLM Provider<br/>(OpenAI/Ollama)
     participant Vector as Vector Store<br/>(Qdrant)
     participant Config as Configuration
-    
+
     Note over User, Config: Memory Service Initialization
     User->>Compat: get_memory_service()
     Compat->>Core: __init__(config)
@@ -275,23 +275,23 @@ sequenceDiagram
     Vector-->>Core: ready
     LLM-->>Core: ready
     Core-->>Compat: initialized
-    
+
     Note over User, Config: Adding Memory from Transcript
     User->>Compat: add_memory(transcript, ...)
     Compat->>Core: add_memory(transcript, ...)
-    
+
     Core->>Core: _deduplicate_memories()
     Core->>LLM: generate_embeddings(memory_texts)
     LLM->>LLM: create vector embeddings
     LLM-->>Core: List[embeddings]
-    
+
     alt Memory Updates Enabled
         Core->>Vector: search_memories(embeddings, user_id)
         Vector-->>Core: existing_memories
         Core->>LLM: propose_memory_actions(old, new)
         LLM->>LLM: decide ADD/UPDATE/DELETE
         LLM-->>Core: actions_list
-        
+
         loop For each action
             alt Action: ADD
                 Core->>Core: create MemoryEntry
@@ -306,11 +306,11 @@ sequenceDiagram
         Core->>Core: create MemoryEntry objects
         Core->>Vector: add_memories(entries)
     end
-    
+
     Vector-->>Core: created_ids
     Core-->>Compat: success, memory_ids
     Compat-->>User: success, memory_ids
-    
+
     Note over User, Config: Searching Memories
     User->>Compat: search_memories(query, user_id)
     Compat->>Core: search_memories(query, user_id)
@@ -380,7 +380,7 @@ await memory_service.initialize()
 success, memory_ids = await memory_service.add_memory(
     transcript="User discussed their goals for the next quarter.",
     client_id="client123",
-    audio_uuid="audio456", 
+    audio_uuid="audio456",
     user_id="user789",
     user_email="user@example.com"
 )
@@ -412,7 +412,7 @@ success, memory_ids = await service.add_memory(
     transcript="My favorite destination is now Tokyo instead of Paris.",
     client_id="client123",
     audio_uuid="audio456",
-    user_id="user789", 
+    user_id="user789",
     user_email="user@example.com",
     allow_update=True  # Enable intelligent memory updates
 )
@@ -427,11 +427,11 @@ class CustomLLMProvider(LLMProviderBase):
     async def extract_memories(self, text: str, prompt: str) -> List[str]:
         # Custom implementation
         pass
-    
+
     async def generate_embeddings(self, texts: List[str]) -> List[List[float]]:
-        # Custom implementation  
+        # Custom implementation
         pass
-    
+
     # ... implement other abstract methods
 ```
 
@@ -464,7 +464,7 @@ MEMORY_TIMEOUT_SECONDS=30
 ```python
 from advanced_omi_backend.memory.config import (
     MemoryConfig,
-    create_openai_config, 
+    create_openai_config,
     create_qdrant_config
 )
 
@@ -493,7 +493,7 @@ The service supports intelligent memory updates through LLM-driven action propos
 
 - **ADD**: Create new memories for novel information
 - **UPDATE**: Modify existing memories with new details
-- **DELETE**: Remove outdated or incorrect memories  
+- **DELETE**: Remove outdated or incorrect memories
 - **NONE**: No action needed for redundant information
 
 ### Example Flow
@@ -594,7 +594,7 @@ The service includes comprehensive error handling:
 The modular architecture makes it easy to:
 
 1. **Add new LLM providers**: Inherit from `LLMProviderBase`
-2. **Add new vector stores**: Inherit from `VectorStoreBase`  
+2. **Add new vector stores**: Inherit from `VectorStoreBase`
 3. **Customize memory logic**: Override `MemoryServiceBase` methods
 4. **Add new data formats**: Extend `MemoryEntry` or conversion logic
 
@@ -618,7 +618,7 @@ logging.getLogger("memory_service").setLevel(logging.INFO)
 
 Log levels:
 - **INFO**: Service lifecycle, major operations
-- **DEBUG**: Detailed processing information  
+- **DEBUG**: Detailed processing information
 - **WARNING**: Recoverable errors, fallbacks
 - **ERROR**: Serious errors requiring attention
 
@@ -694,15 +694,15 @@ class AnthropicProvider(LLMProviderBase):
     def __init__(self, config: Dict[str, Any]):
         self.api_key = config["api_key"]
         self.model = config.get("model", "claude-3-sonnet")
-    
+
     async def extract_memories(self, text: str, prompt: str) -> List[str]:
         # Implement using Anthropic API
         pass
-    
+
     async def generate_embeddings(self, texts: List[str]) -> List[List[float]]:
         # Implement using Anthropic embeddings
         pass
-    
+
     # ... implement other abstract methods
 ```
 
@@ -781,15 +781,15 @@ class PineconeVectorStore(VectorStoreBase):
         self.api_key = config["api_key"]
         self.environment = config["environment"]
         self.index_name = config["index_name"]
-    
+
     async def initialize(self) -> None:
         # Initialize Pinecone client
         pass
-    
+
     async def add_memories(self, memories: List[MemoryEntry]) -> List[str]:
         # Add to Pinecone index
         pass
-    
+
     # ... implement other abstract methods
 ```
 
@@ -831,10 +831,10 @@ class CustomMemoryService(CoreMemoryService):
     async def add_memory(self, transcript: str, **kwargs):
         # Pre-process transcript
         processed_transcript = await self._custom_preprocessing(transcript)
-        
+
         # Call parent method
         return await super().add_memory(processed_transcript, **kwargs)
-    
+
     async def _custom_preprocessing(self, transcript: str) -> str:
         # Your custom logic here
         return transcript
@@ -909,4 +909,4 @@ Planned improvements:
 - Advanced memory summarization
 - Multi-modal memory support (images, audio)
 - Memory compression and archival
-- Real-time memory streaming
\ No newline at end of file
+- Real-time memory streaming
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/base.py b/backends/advanced/src/advanced_omi_backend/services/memory/base.py
index bae18e56..3eaf7259 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/base.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/base.py
@@ -136,7 +136,9 @@ async def search_memories(
         pass
 
     @abstractmethod
-    async def get_all_memories(self, user_id: str, limit: int = 100) -> List[MemoryEntry]:
+    async def get_all_memories(
+        self, user_id: str, limit: int = 100
+    ) -> List[MemoryEntry]:
         """Get all memories for a specific user.
 
         Args:
@@ -265,7 +267,10 @@ async def reprocess_memory(
 
     @abstractmethod
     async def delete_memory(
-        self, memory_id: str, user_id: Optional[str] = None, user_email: Optional[str] = None
+        self,
+        memory_id: str,
+        user_id: Optional[str] = None,
+        user_email: Optional[str] = None,
     ) -> bool:
         """Delete a specific memory by ID.
 
@@ -341,7 +346,10 @@ class LLMProviderBase(ABC):
 
     @abstractmethod
     async def extract_memories(
-        self, text: str, prompt: str, user_id: Optional[str] = None,
+        self,
+        text: str,
+        prompt: str,
+        user_id: Optional[str] = None,
         langfuse_session_id: Optional[str] = None,
     ) -> List[str]:
         """Extract meaningful fact memories from text using an LLM.
@@ -469,7 +477,11 @@ async def add_memories(self, memories: List[MemoryEntry]) -> List[str]:
 
     @abstractmethod
     async def search_memories(
-        self, query_embedding: List[float], user_id: str, limit: int, score_threshold: float = 0.0
+        self,
+        query_embedding: List[float],
+        user_id: str,
+        limit: int,
+        score_threshold: float = 0.0,
     ) -> List[MemoryEntry]:
         """Search memories using vector similarity.
 
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/config.py b/backends/advanced/src/advanced_omi_backend/services/memory/config.py
index 83070706..3050487a 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/config.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/config.py
@@ -137,7 +137,9 @@ def build_memory_config_from_env() -> MemoryConfig:
 
         # Map legacy provider names to current names
         if memory_provider in ("friend-lite", "friend_lite"):
-            memory_logger.info(f"🔧 Mapping legacy provider '{memory_provider}' to 'chronicle'")
+            memory_logger.info(
+                f"🔧 Mapping legacy provider '{memory_provider}' to 'chronicle'"
+            )
             memory_provider = "chronicle"
 
         if memory_provider not in [p.value for p in MemoryProvider]:
@@ -178,7 +180,9 @@ def build_memory_config_from_env() -> MemoryConfig:
         if not llm_def:
             raise ValueError("No default LLM defined in config.yml")
         model = llm_def.model_name
-        embedding_model = embed_def.model_name if embed_def else "text-embedding-3-small"
+        embedding_model = (
+            embed_def.model_name if embed_def else "text-embedding-3-small"
+        )
         base_url = llm_def.model_url
         memory_logger.info(
             f"🔧 Memory config (registry): LLM={model}, Embedding={embedding_model}, Base URL={base_url}"
@@ -201,7 +205,9 @@ def build_memory_config_from_env() -> MemoryConfig:
 
         host = str(vs_def.model_params.get("host", "qdrant"))
         port = int(vs_def.model_params.get("port", 6333))
-        collection_name = str(vs_def.model_params.get("collection_name", "chronicle_memories"))
+        collection_name = str(
+            vs_def.model_params.get("collection_name", "chronicle_memories")
+        )
         vector_store_config = create_qdrant_config(
             host=host,
             port=port,
@@ -235,7 +241,9 @@ def build_memory_config_from_env() -> MemoryConfig:
         )
 
     except ImportError:
-        memory_logger.warning("Config loader not available, using environment variables only")
+        memory_logger.warning(
+            "Config loader not available, using environment variables only"
+        )
         raise
 
 
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/prompts.py b/backends/advanced/src/advanced_omi_backend/services/memory/prompts.py
index 0e704be3..54c948b2 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/prompts.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/prompts.py
@@ -33,32 +33,32 @@
 
 DEFAULT_UPDATE_MEMORY_PROMPT = f"""
 You are a memory manager for a system.
-You must compare a list of **retrieved facts** with the **existing memory** (an array of `{{id, text}}` objects).  
-For each memory item, decide one of four operations: **ADD**, **UPDATE**, **DELETE**, or **NONE**.  
+You must compare a list of **retrieved facts** with the **existing memory** (an array of `{{id, text}}` objects).
+For each memory item, decide one of four operations: **ADD**, **UPDATE**, **DELETE**, or **NONE**.
 Your output must follow the exact XML format described.
 
 ---
 
 ## Rules
-1. **ADD**:  
+1. **ADD**:
    - If a retrieved fact is new (no existing memory on that topic), create a new `<item>` with a new `id` (numeric, non-colliding).
    - Always include `<text>` with the new fact.
 
-2. **UPDATE**:  
-   - If a retrieved fact replaces, contradicts, or refines an existing memory, update that memory instead of deleting and adding.  
-   - Keep the same `id`.  
-   - Always include `<text>` with the new fact.  
-   - Always include `<old_memory>` with the previous memory text.  
+2. **UPDATE**:
+   - If a retrieved fact replaces, contradicts, or refines an existing memory, update that memory instead of deleting and adding.
+   - Keep the same `id`.
+   - Always include `<text>` with the new fact.
+   - Always include `<old_memory>` with the previous memory text.
    - If multiple memories are about the same topic, update **all of them** to the new fact (consolidation).
 
-3. **DELETE**:  
-   - Use only when a retrieved fact explicitly invalidates or negates a memory (e.g., “I no longer like pizza”).  
-   - Keep the same `id`.  
+3. **DELETE**:
+   - Use only when a retrieved fact explicitly invalidates or negates a memory (e.g., “I no longer like pizza”).
+   - Keep the same `id`.
    - Always include `<text>` with the old memory value so the XML remains well-formed.
 
-4. **NONE**:  
-   - If the memory is unchanged and still valid.  
-   - Keep the same `id`.  
+4. **NONE**:
+   - If the memory is unchanged and still valid.
+   - Keep the same `id`.
    - Always include `<text>` with the existing value.
 
 ---
@@ -80,9 +80,9 @@
 ## Examples
 
 ### Example 1 (Preference Update)
-Old: `[{{"id": "0", "text": "My name is John"}}, {{"id": "1", "text": "My favorite fruit is oranges"}}]`  
+Old: `[{{"id": "0", "text": "My name is John"}}, {{"id": "1", "text": "My favorite fruit is oranges"}}]`
 Facts (each should be a separate XML item):
-  1. My favorite fruit is apple  
+  1. My favorite fruit is apple
 
 Output:
 <result>
@@ -98,9 +98,9 @@
 </result>
 
 ### Example 2 (Contradiction / Deletion)
-Old: `[{{"id": "0", "text": "I like pizza"}}]`  
+Old: `[{{"id": "0", "text": "I like pizza"}}]`
 Facts (each should be a separate XML item):
-  1. I no longer like pizza  
+  1. I no longer like pizza
 
 Output:
 <result>
@@ -112,7 +112,7 @@
 </result>
 
 ### Example 3 (Multiple New Facts)
-Old: `[{{"id": "0", "text": "I like hiking"}}]`  
+Old: `[{{"id": "0", "text": "I like hiking"}}]`
 Facts (each should be a separate XML item):
   1. I enjoy rug tufting
   2. I watch YouTube tutorials
@@ -139,9 +139,9 @@
 ---
 
 **Important constraints**:
-- Never output both DELETE and ADD for the same topic; use UPDATE instead.  
-- Every `<item>` must contain `<text>`.  
-- Only include `<old_memory>` for UPDATE events.  
+- Never output both DELETE and ADD for the same topic; use UPDATE instead.
+- Every `<item>` must contain `<text>`.
+- Only include `<old_memory>` for UPDATE events.
 - Do not output any text outside `<result>...</result>`.
 
 """
@@ -314,81 +314,89 @@ def build_reprocess_speaker_messages(
 **Task Objective**: Scrape blog post titles and full content from the OpenAI blog.
 **Progress Status**: 10% complete — 5 out of 50 blog posts processed.
 
-1. **Agent Action**: Opened URL "https://openai.com"  
-   **Action Result**:  
-      "HTML Content of the homepage including navigation bar with links: 'Blog', 'API', 'ChatGPT', etc."  
-   **Key Findings**: Navigation bar loaded correctly.  
-   **Navigation History**: Visited homepage: "https://openai.com"  
+1. **Agent Action**: Opened URL "https://openai.com"
+   **Action Result**:
+      "HTML Content of the homepage including navigation bar with links: 'Blog', 'API', 'ChatGPT', etc."
+   **Key Findings**: Navigation bar loaded correctly.
+   **Navigation History**: Visited homepage: "https://openai.com"
    **Current Context**: Homepage loaded; ready to click on the 'Blog' link.
 
-2. **Agent Action**: Clicked on the "Blog" link in the navigation bar.  
-   **Action Result**:  
-      "Navigated to 'https://openai.com/blog/' with the blog listing fully rendered."  
-   **Key Findings**: Blog listing shows 10 blog previews.  
-   **Navigation History**: Transitioned from homepage to blog listing page.  
+2. **Agent Action**: Clicked on the "Blog" link in the navigation bar.
+   **Action Result**:
+      "Navigated to 'https://openai.com/blog/' with the blog listing fully rendered."
+   **Key Findings**: Blog listing shows 10 blog previews.
+   **Navigation History**: Transitioned from homepage to blog listing page.
    **Current Context**: Blog listing page displayed.
 
-3. **Agent Action**: Extracted the first 5 blog post links from the blog listing page.  
-   **Action Result**:  
-      "[ '/blog/chatgpt-updates', '/blog/ai-and-education', '/blog/openai-api-announcement', '/blog/gpt-4-release', '/blog/safety-and-alignment' ]"  
-   **Key Findings**: Identified 5 valid blog post URLs.  
+3. **Agent Action**: Extracted the first 5 blog post links from the blog listing page.
+   **Action Result**:
+      "[ '/blog/chatgpt-updates', '/blog/ai-and-education', '/blog/openai-api-announcement', '/blog/gpt-4-release', '/blog/safety-and-alignment' ]"
+   **Key Findings**: Identified 5 valid blog post URLs.
    **Current Context**: URLs stored in memory for further processing.
 
-4. **Agent Action**: Visited URL "https://openai.com/blog/chatgpt-updates"  
-   **Action Result**:  
-      "HTML content loaded for the blog post including full article text."  
-   **Key Findings**: Extracted blog title "ChatGPT Updates – March 2025" and article content excerpt.  
+4. **Agent Action**: Visited URL "https://openai.com/blog/chatgpt-updates"
+   **Action Result**:
+      "HTML content loaded for the blog post including full article text."
+   **Key Findings**: Extracted blog title "ChatGPT Updates – March 2025" and article content excerpt.
    **Current Context**: Blog post content extracted and stored.
 
-5. **Agent Action**: Extracted blog title and full article content from "https://openai.com/blog/chatgpt-updates"  
-   **Action Result**:  
-      "{{ 'title': 'ChatGPT Updates – March 2025', 'content': 'We\'re introducing new updates to ChatGPT, including improved browsing capabilities and memory recall... (full content)' }}"  
-   **Key Findings**: Full content captured for later summarization.  
+5. **Agent Action**: Extracted blog title and full article content from "https://openai.com/blog/chatgpt-updates"
+   **Action Result**:
+      "{{ 'title': 'ChatGPT Updates – March 2025', 'content': 'We\'re introducing new updates to ChatGPT, including improved browsing capabilities and memory recall... (full content)' }}"
+   **Key Findings**: Full content captured for later summarization.
    **Current Context**: Data stored; ready to proceed to next blog post.
 
 ... (Additional numbered steps for subsequent actions)
 ```
 """
 
-def build_update_memory_messages(retrieved_old_memory_dict, response_content, custom_update_memory_prompt=None):
-   if custom_update_memory_prompt is None:
+
+def build_update_memory_messages(
+    retrieved_old_memory_dict, response_content, custom_update_memory_prompt=None
+):
+    if custom_update_memory_prompt is None:
         custom_update_memory_prompt = DEFAULT_UPDATE_MEMORY_PROMPT
-    
-   if not retrieved_old_memory_dict or len(retrieved_old_memory_dict) == 0:
-      retrieved_old_memory_dict = "None"
-   
-   # Format facts individually to encourage separate XML items
-   if isinstance(response_content, list) and len(response_content) > 1:
-       facts_str = "Facts (each should be a separate XML item):\n"
-       for i, fact in enumerate(response_content):
-           facts_str += f"  {i+1}. {fact}\n"
-       facts_str = facts_str.strip()
-   else:
-       # Single fact or non-list, use original JSON format
-       facts_str = "Facts: " + json.dumps(response_content, ensure_ascii=False)
-   
-   prompt = (
-        "Old: " + json.dumps(retrieved_old_memory_dict, ensure_ascii=False) + "\n" +
-        facts_str + "\n" +
-        "Output:"
+
+    if not retrieved_old_memory_dict or len(retrieved_old_memory_dict) == 0:
+        retrieved_old_memory_dict = "None"
+
+    # Format facts individually to encourage separate XML items
+    if isinstance(response_content, list) and len(response_content) > 1:
+        facts_str = "Facts (each should be a separate XML item):\n"
+        for i, fact in enumerate(response_content):
+            facts_str += f"  {i+1}. {fact}\n"
+        facts_str = facts_str.strip()
+    else:
+        # Single fact or non-list, use original JSON format
+        facts_str = "Facts: " + json.dumps(response_content, ensure_ascii=False)
+
+    prompt = (
+        "Old: "
+        + json.dumps(retrieved_old_memory_dict, ensure_ascii=False)
+        + "\n"
+        + facts_str
+        + "\n"
+        + "Output:"
     )
 
-   messages = [
+    messages = [
         {"role": "system", "content": custom_update_memory_prompt.strip()},
-        {"role": "user", "content": prompt}
+        {"role": "user", "content": prompt},
     ]
-   return messages
+    return messages
 
 
-def get_update_memory_messages(retrieved_old_memory_dict, response_content, custom_update_memory_prompt=None):
+def get_update_memory_messages(
+    retrieved_old_memory_dict, response_content, custom_update_memory_prompt=None
+):
     """
     Generate a formatted message for the LLM to update memory with new facts.
-    
+
     Args:
         retrieved_old_memory_dict: List of existing memory entries with id and text
         response_content: List of new facts to integrate
         custom_update_memory_prompt: Optional custom prompt to override default
-        
+
     Returns:
         str: Formatted prompt for the LLM
     """
@@ -409,7 +417,7 @@ def get_update_memory_messages(retrieved_old_memory_dict, response_content, cust
             "event" : "ADD"
         }},
         {{
-            "id" : "1", 
+            "id" : "1",
             "text" : "<fact_content>",
             "event" : "ADD"
         }}
@@ -419,7 +427,7 @@ def get_update_memory_messages(retrieved_old_memory_dict, response_content, cust
 New facts to add:
 {response_content}
 
-IMPORTANT: 
+IMPORTANT:
 - When memory is empty, ALL actions must be "ADD" events
 - Use sequential IDs starting from 0: "0", "1", "2", etc.
 - Return ONLY valid JSON with NO extra text or thinking
@@ -470,23 +478,49 @@ def get_update_memory_messages(retrieved_old_memory_dict, response_content, cust
 
 # ===== Temporal and Entity Extraction =====
 
+
 class TimeRange(BaseModel):
     """Represents a time range with start and end timestamps."""
-    start: datetime = Field(description="ISO 8601 timestamp when the event/activity starts")
+
+    start: datetime = Field(
+        description="ISO 8601 timestamp when the event/activity starts"
+    )
     end: datetime = Field(description="ISO 8601 timestamp when the event/activity ends")
-    name: Optional[str] = Field(default=None, description="Optional name/label for this time range (e.g., 'wedding ceremony', 'party')")
+    name: Optional[str] = Field(
+        default=None,
+        description="Optional name/label for this time range (e.g., 'wedding ceremony', 'party')",
+    )
 
 
 class TemporalEntity(BaseModel):
     """Structured temporal and entity information extracted from a memory fact."""
-    isEvent: bool = Field(description="Whether this memory describes a scheduled event or time-bound activity")
-    isPerson: bool = Field(description="Whether this memory is primarily about a person or people")
-    isPlace: bool = Field(description="Whether this memory is primarily about a location or place")
-    isPromise: bool = Field(description="Whether this memory contains a commitment, promise, or agreement")
-    isRelationship: bool = Field(description="Whether this memory describes a relationship between people")
-    entities: List[str] = Field(default_factory=list, description="List of people, places, or things mentioned (e.g., ['John', 'Botanical Gardens', 'wedding'])")
-    timeRanges: List[TimeRange] = Field(default_factory=list, description="List of time ranges if this is a temporal memory")
-    emoji: Optional[str] = Field(default=None, description="Single emoji that best represents this memory")
+
+    isEvent: bool = Field(
+        description="Whether this memory describes a scheduled event or time-bound activity"
+    )
+    isPerson: bool = Field(
+        description="Whether this memory is primarily about a person or people"
+    )
+    isPlace: bool = Field(
+        description="Whether this memory is primarily about a location or place"
+    )
+    isPromise: bool = Field(
+        description="Whether this memory contains a commitment, promise, or agreement"
+    )
+    isRelationship: bool = Field(
+        description="Whether this memory describes a relationship between people"
+    )
+    entities: List[str] = Field(
+        default_factory=list,
+        description="List of people, places, or things mentioned (e.g., ['John', 'Botanical Gardens', 'wedding'])",
+    )
+    timeRanges: List[TimeRange] = Field(
+        default_factory=list,
+        description="List of time ranges if this is a temporal memory",
+    )
+    emoji: Optional[str] = Field(
+        default=None, description="Single emoji that best represents this memory"
+    )
 
 
 def build_temporal_extraction_prompt(current_date: datetime) -> str:
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/chronicle.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/chronicle.py
index d1f51775..89045222 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/chronicle.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/providers/chronicle.py
@@ -69,10 +69,15 @@ async def initialize(self) -> None:
 
         try:
             # Initialize LLM provider
-            if self.config.llm_provider in [LLMProviderEnum.OPENAI, LLMProviderEnum.OLLAMA]:
+            if self.config.llm_provider in [
+                LLMProviderEnum.OPENAI,
+                LLMProviderEnum.OLLAMA,
+            ]:
                 self.llm_provider = OpenAIProvider(self.config.llm_config)
             else:
-                raise ValueError(f"Unsupported LLM provider: {self.config.llm_provider}")
+                raise ValueError(
+                    f"Unsupported LLM provider: {self.config.llm_provider}"
+                )
 
             # Initialize vector store
             if self.config.vector_store_provider == VectorStoreProvider.QDRANT:
@@ -155,7 +160,9 @@ async def add_memory(
             if self.config.extraction_enabled and self.config.extraction_prompt:
                 fact_memories_text = await asyncio.wait_for(
                     self.llm_provider.extract_memories(
-                        transcript, self.config.extraction_prompt, user_id=user_id,
+                        transcript,
+                        self.config.extraction_prompt,
+                        user_id=user_id,
                         langfuse_session_id=source_id,
                     ),
                     timeout=self.config.timeout_seconds,
@@ -174,7 +181,9 @@ async def add_memory(
             memory_logger.debug(f"🧠 fact_memories_text: {fact_memories_text}")
             # Simple deduplication of extracted memories within the same call
             fact_memories_text = self._deduplicate_memories(fact_memories_text)
-            memory_logger.debug(f"🧠 fact_memories_text after deduplication: {fact_memories_text}")
+            memory_logger.debug(
+                f"🧠 fact_memories_text after deduplication: {fact_memories_text}"
+            )
             # Generate embeddings
             embeddings = await asyncio.wait_for(
                 self.llm_provider.generate_embeddings(fact_memories_text),
@@ -194,14 +203,24 @@ async def add_memory(
             if allow_update and fact_memories_text:
                 memory_logger.info(f"🔍 Allowing update for {source_id}")
                 created_ids = await self._process_memory_updates(
-                    fact_memories_text, embeddings, user_id, client_id, source_id, user_email,
+                    fact_memories_text,
+                    embeddings,
+                    user_id,
+                    client_id,
+                    source_id,
+                    user_email,
                     langfuse_session_id=source_id,
                 )
             else:
                 memory_logger.info(f"🔍 Not allowing update for {source_id}")
                 # Add all extracted memories normally
                 memory_entries = self._create_memory_entries(
-                    fact_memories_text, embeddings, client_id, source_id, user_id, user_email
+                    fact_memories_text,
+                    embeddings,
+                    client_id,
+                    source_id,
+                    user_id,
+                    user_email,
                 )
 
             # Store new entries in vector database
@@ -211,10 +230,14 @@ async def add_memory(
 
             # Update database relationships if helper provided
             if created_ids and db_helper:
-                await self._update_database_relationships(db_helper, source_id, created_ids)
+                await self._update_database_relationships(
+                    db_helper, source_id, created_ids
+                )
 
             if created_ids:
-                memory_logger.info(f"✅ Upserted {len(created_ids)} memories for {source_id}")
+                memory_logger.info(
+                    f"✅ Upserted {len(created_ids)} memories for {source_id}"
+                )
                 return True, created_ids
 
             # No memories created - this is a valid outcome (duplicates, no extractable facts, etc.)
@@ -271,7 +294,9 @@ async def search_memories(
             memory_logger.error(f"Search memories failed: {e}")
             return []
 
-    async def get_all_memories(self, user_id: str, limit: int = 100) -> List[MemoryEntry]:
+    async def get_all_memories(
+        self, user_id: str, limit: int = 100
+    ) -> List[MemoryEntry]:
         """Get all memories for a specific user.
 
         Retrieves all stored memories for the given user without
@@ -289,7 +314,9 @@ async def get_all_memories(self, user_id: str, limit: int = 100) -> List[MemoryE
 
         try:
             memories = await self.vector_store.get_memories(user_id, limit)
-            memory_logger.info(f"📚 Retrieved {len(memories)} memories for user {user_id}")
+            memory_logger.info(
+                f"📚 Retrieved {len(memories)} memories for user {user_id}"
+            )
             return memories
         except Exception as e:
             memory_logger.error(f"Get all memories failed: {e}")
@@ -325,7 +352,9 @@ async def get_memories_by_source(
             await self.initialize()
 
         try:
-            memories = await self.vector_store.get_memories_by_source(user_id, source_id, limit)
+            memories = await self.vector_store.get_memories_by_source(
+                user_id, source_id, limit
+            )
             memory_logger.info(
                 f"📚 Retrieved {len(memories)} memories for source {source_id} (user {user_id})"
             )
@@ -411,7 +440,9 @@ async def update_memory(
                     new_embedding = existing_memory.embedding
                 else:
                     # No existing embedding, generate one
-                    embeddings = await self.llm_provider.generate_embeddings([new_content])
+                    embeddings = await self.llm_provider.generate_embeddings(
+                        [new_content]
+                    )
                     new_embedding = embeddings[0]
 
             # Update in vector store
@@ -430,11 +461,16 @@ async def update_memory(
             return success
 
         except Exception as e:
-            memory_logger.error(f"Error updating memory {memory_id}: {e}", exc_info=True)
+            memory_logger.error(
+                f"Error updating memory {memory_id}: {e}", exc_info=True
+            )
             return False
 
     async def delete_memory(
-        self, memory_id: str, user_id: Optional[str] = None, user_email: Optional[str] = None
+        self,
+        memory_id: str,
+        user_id: Optional[str] = None,
+        user_email: Optional[str] = None,
     ) -> bool:
         """Delete a specific memory by ID.
 
@@ -544,7 +580,11 @@ async def reprocess_memory(
                     f"falling back to normal extraction"
                 )
                 return await self.add_memory(
-                    transcript, client_id, source_id, user_id, user_email,
+                    transcript,
+                    client_id,
+                    source_id,
+                    user_id,
+                    user_email,
                     allow_update=True,
                 )
 
@@ -555,7 +595,11 @@ async def reprocess_memory(
                     f"falling back to normal extraction"
                 )
                 return await self.add_memory(
-                    transcript, client_id, source_id, user_id, user_email,
+                    transcript,
+                    client_id,
+                    source_id,
+                    user_id,
+                    user_email,
                     allow_update=True,
                 )
 
@@ -582,22 +626,28 @@ async def reprocess_memory(
                     new_transcript=transcript,
                     langfuse_session_id=source_id,
                 )
-                memory_logger.info(
-                    f"🔄 Reprocess LLM returned actions: {actions_obj}"
-                )
+                memory_logger.info(f"🔄 Reprocess LLM returned actions: {actions_obj}")
             except NotImplementedError:
                 memory_logger.warning(
                     "LLM provider does not support propose_reprocess_actions, "
                     "falling back to normal extraction"
                 )
                 return await self.add_memory(
-                    transcript, client_id, source_id, user_id, user_email,
+                    transcript,
+                    client_id,
+                    source_id,
+                    user_id,
+                    user_email,
                     allow_update=True,
                 )
             except Exception as e:
                 memory_logger.error(f"Reprocess LLM call failed: {e}")
                 return await self.add_memory(
-                    transcript, client_id, source_id, user_id, user_email,
+                    transcript,
+                    client_id,
+                    source_id,
+                    user_id,
+                    user_email,
                     allow_update=True,
                 )
 
@@ -645,15 +695,17 @@ async def reprocess_memory(
             return True, created_ids
 
         except Exception as e:
-            memory_logger.error(
-                f"❌ Reprocess memory failed for {source_id}: {e}"
-            )
+            memory_logger.error(f"❌ Reprocess memory failed for {source_id}: {e}")
             # Fall back to normal extraction on any unexpected error
             memory_logger.info(
                 f"🔄 Falling back to normal extraction after reprocess error"
             )
             return await self.add_memory(
-                transcript, client_id, source_id, user_id, user_email,
+                transcript,
+                client_id,
+                source_id,
+                user_id,
+                user_email,
                 allow_update=True,
             )
 
@@ -825,7 +877,9 @@ async def _process_memory_updates(
                 for mem in candidates:
                     retrieved_old_memory.append({"id": mem.id, "text": mem.content})
             except Exception as e_search:
-                memory_logger.warning(f"Search failed while preparing updates: {e_search}")
+                memory_logger.warning(
+                    f"Search failed while preparing updates: {e_search}"
+                )
 
         # Dedupe by id and prepare temp mapping
         uniq = {}
@@ -845,7 +899,9 @@ async def _process_memory_updates(
                 f"🔍 Asking LLM for actions with {len(retrieved_old_memory)} old memories "
                 f"and {len(memories_text)} new facts"
             )
-            memory_logger.debug(f"🧠 Individual facts being sent to LLM: {memories_text}")
+            memory_logger.debug(
+                f"🧠 Individual facts being sent to LLM: {memories_text}"
+            )
 
             # add update or delete etc actions using DEFAULT_UPDATE_MEMORY_PROMPT
             actions_obj = await self.llm_provider.propose_memory_actions(
@@ -854,7 +910,9 @@ async def _process_memory_updates(
                 custom_prompt=None,
                 langfuse_session_id=langfuse_session_id,
             )
-            memory_logger.info(f"📝 UpdateMemory LLM returned: {type(actions_obj)} - {actions_obj}")
+            memory_logger.info(
+                f"📝 UpdateMemory LLM returned: {type(actions_obj)} - {actions_obj}"
+            )
         except Exception as e_actions:
             memory_logger.error(f"LLM propose_memory_actions failed: {e_actions}")
             actions_obj = {}
@@ -891,7 +949,9 @@ def _normalize_actions(self, actions_obj: Any) -> List[dict]:
                 if isinstance(memory_field, list):
                     actions_list = memory_field
                 elif isinstance(actions_obj.get("facts"), list):
-                    actions_list = [{"event": "ADD", "text": str(t)} for t in actions_obj["facts"]]
+                    actions_list = [
+                        {"event": "ADD", "text": str(t)} for t in actions_obj["facts"]
+                    ]
                 else:
                     # Pick first list field found
                     for v in actions_obj.values():
@@ -901,7 +961,9 @@ def _normalize_actions(self, actions_obj: Any) -> List[dict]:
             elif isinstance(actions_obj, list):
                 actions_list = actions_obj
 
-            memory_logger.info(f"📋 Normalized to {len(actions_list)} actions: {actions_list}")
+            memory_logger.info(
+                f"📋 Normalized to {len(actions_list)} actions: {actions_list}"
+            )
         except Exception as normalize_err:
             memory_logger.warning(f"Failed to normalize actions: {normalize_err}")
             actions_list = []
@@ -951,7 +1013,9 @@ async def _apply_memory_actions(
                 memory_logger.warning(f"Skipping action with no text: {resp}")
                 continue
 
-            memory_logger.debug(f"Processing action: {event_type} - {action_text[:50]}...")
+            memory_logger.debug(
+                f"Processing action: {event_type} - {action_text[:50]}..."
+            )
 
             base_metadata = {
                 "source": "offline_streaming",
@@ -973,7 +1037,9 @@ async def _apply_memory_actions(
                     )
                     emb = gen[0] if gen else None
                 except Exception as gen_err:
-                    memory_logger.warning(f"Embedding generation failed for action text: {gen_err}")
+                    memory_logger.warning(
+                        f"Embedding generation failed for action text: {gen_err}"
+                    )
                     emb = None
 
             if event_type == "ADD":
@@ -995,7 +1061,9 @@ async def _apply_memory_actions(
                         updated_at=current_time,
                     )
                 )
-                memory_logger.info(f"➕ Added new memory: {memory_id} - {action_text[:50]}...")
+                memory_logger.info(
+                    f"➕ Added new memory: {memory_id} - {action_text[:50]}..."
+                )
 
             elif event_type == "UPDATE":
                 provided_id = resp.get("id")
@@ -1015,11 +1083,15 @@ async def _apply_memory_actions(
                                 f"🔄 Updated memory: {actual_id} - {action_text[:50]}..."
                             )
                         else:
-                            memory_logger.warning(f"Failed to update memory {actual_id}")
+                            memory_logger.warning(
+                                f"Failed to update memory {actual_id}"
+                            )
                     except Exception as update_err:
                         memory_logger.error(f"Update memory failed: {update_err}")
                 else:
-                    memory_logger.warning(f"Skipping UPDATE due to missing ID or embedding")
+                    memory_logger.warning(
+                        f"Skipping UPDATE due to missing ID or embedding"
+                    )
 
             elif event_type == "DELETE":
                 provided_id = resp.get("id")
@@ -1030,14 +1102,20 @@ async def _apply_memory_actions(
                         if deleted:
                             memory_logger.info(f"🗑️ Deleted memory {actual_id}")
                         else:
-                            memory_logger.warning(f"Failed to delete memory {actual_id}")
+                            memory_logger.warning(
+                                f"Failed to delete memory {actual_id}"
+                            )
                     except Exception as delete_err:
                         memory_logger.error(f"Delete memory failed: {delete_err}")
                 else:
-                    memory_logger.warning(f"Skipping DELETE due to missing ID: {provided_id}")
+                    memory_logger.warning(
+                        f"Skipping DELETE due to missing ID: {provided_id}"
+                    )
 
             elif event_type == "NONE":
-                memory_logger.debug(f"NONE action - no changes for: {action_text[:50]}...")
+                memory_logger.debug(
+                    f"NONE action - no changes for: {action_text[:50]}..."
+                )
                 continue
             else:
                 memory_logger.warning(f"Unknown event type: {event_type}")
@@ -1100,7 +1178,9 @@ async def example_usage():
         print(f"🔍 Found {len(results)} search results")
 
         # Get all memories
-        all_memories = await memory_service.get_all_memories(user_id="user789", limit=100)
+        all_memories = await memory_service.get_all_memories(
+            user_id="user789", limit=100
+        )
         print(f"📚 Total memories: {len(all_memories)}")
 
         # Clean up test data
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/llm_providers.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/llm_providers.py
index 2d83d24c..58b187e8 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/llm_providers.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/providers/llm_providers.py
@@ -15,7 +15,10 @@
 from typing import Any, Dict, List, Optional
 
 from advanced_omi_backend.model_registry import ModelDef, get_models_registry
-from advanced_omi_backend.openai_factory import create_openai_client, is_langfuse_enabled
+from advanced_omi_backend.openai_factory import (
+    create_openai_client,
+    is_langfuse_enabled,
+)
 from advanced_omi_backend.prompt_registry import get_prompt_registry
 
 from ..base import LLMProviderBase
@@ -77,6 +80,7 @@ async def generate_openai_embeddings(
     )
     return [data.embedding for data in response.data]
 
+
 # TODO: Re-enable spacy when Docker build is fixed
 # try:
 #     nlp = spacy.load("en_core_web_sm")
@@ -86,6 +90,7 @@ async def generate_openai_embeddings(
 #     nlp = None
 nlp = None  # Temporarily disabled
 
+
 def chunk_text_with_spacy(text: str, max_tokens: int = 100) -> List[str]:
     """Split text into chunks using spaCy sentence segmentation.
     max_tokens is the maximum number of words in a chunk.
@@ -93,14 +98,14 @@ def chunk_text_with_spacy(text: str, max_tokens: int = 100) -> List[str]:
     # Fallback chunking when spacy is not available
     if nlp is None:
         # Simple sentence-based chunking
-        sentences = text.replace('\n', ' ').split('. ')
+        sentences = text.replace("\n", " ").split(". ")
         chunks = []
         current_chunk = ""
         current_tokens = 0
-        
+
         for sentence in sentences:
             sentence_tokens = len(sentence.split())
-            
+
             if current_tokens + sentence_tokens > max_tokens and current_chunk:
                 chunks.append(current_chunk.strip())
                 current_chunk = sentence
@@ -111,23 +116,23 @@ def chunk_text_with_spacy(text: str, max_tokens: int = 100) -> List[str]:
                 else:
                     current_chunk = sentence
                 current_tokens += sentence_tokens
-        
+
         if current_chunk.strip():
             chunks.append(current_chunk.strip())
-        
+
         return chunks if chunks else [text]
-    
+
     # Original spacy implementation when available
     doc = nlp(text)
-    
+
     chunks = []
     current_chunk = ""
     current_tokens = 0
-    
+
     for sent in doc.sents:
         sent_text = sent.text.strip()
         sent_tokens = len(sent_text.split())  # Simple word count
-        
+
         if current_tokens + sent_tokens > max_tokens and current_chunk:
             chunks.append(current_chunk.strip())
             current_chunk = sent_text
@@ -135,12 +140,13 @@ def chunk_text_with_spacy(text: str, max_tokens: int = 100) -> List[str]:
         else:
             current_chunk += " " + sent_text if current_chunk else sent_text
             current_tokens += sent_tokens
-    
+
     if current_chunk.strip():
         chunks.append(current_chunk.strip())
-    
+
     return chunks
 
+
 class OpenAIProvider(LLMProviderBase):
     """Config-driven LLM provider using OpenAI SDK (OpenAI-compatible).
 
@@ -153,7 +159,9 @@ def __init__(self, config: Dict[str, Any]):
         # Ignore provider-specific envs; use registry as single source of truth
         registry = get_models_registry()
         if not registry:
-            raise RuntimeError("config.yml not found or invalid; cannot initialize model registry")
+            raise RuntimeError(
+                "config.yml not found or invalid; cannot initialize model registry"
+            )
 
         self._registry = registry
 
@@ -170,9 +178,15 @@ def __init__(self, config: Dict[str, Any]):
         self.model = self.llm_def.model_name
 
         # Store parameters for embeddings (use separate config if available)
-        self.embedding_model = (self.embed_def.model_name if self.embed_def else self.llm_def.model_name)
-        self.embedding_api_key = (self.embed_def.api_key if self.embed_def else self.api_key)
-        self.embedding_base_url = (self.embed_def.model_url if self.embed_def else self.base_url)
+        self.embedding_model = (
+            self.embed_def.model_name if self.embed_def else self.llm_def.model_name
+        )
+        self.embedding_api_key = (
+            self.embed_def.api_key if self.embed_def else self.api_key
+        )
+        self.embedding_base_url = (
+            self.embed_def.model_url if self.embed_def else self.base_url
+        )
 
         # CRITICAL: Validate API keys are present - fail fast instead of hanging
         if not self.api_key or self.api_key.strip() == "":
@@ -182,7 +196,9 @@ def __init__(self, config: Dict[str, Any]):
                 f"Cannot proceed without valid API credentials."
             )
 
-        if self.embed_def and (not self.embedding_api_key or self.embedding_api_key.strip() == ""):
+        if self.embed_def and (
+            not self.embedding_api_key or self.embedding_api_key.strip() == ""
+        ):
             raise RuntimeError(
                 f"API key is missing or empty for embedding provider '{self.embed_def.model_provider}' (model: {self.embedding_model}). "
                 f"Please set the API key in config.yml or environment variables."
@@ -192,7 +208,10 @@ def __init__(self, config: Dict[str, Any]):
         self._client = None
 
     async def extract_memories(
-        self, text: str, prompt: str, user_id: Optional[str] = None,
+        self,
+        text: str,
+        prompt: str,
+        user_id: Optional[str] = None,
         langfuse_session_id: Optional[str] = None,
     ) -> List[str]:
         """Extract memories using OpenAI API with the enhanced fact retrieval prompt.
@@ -223,22 +242,30 @@ async def extract_memories(
             text_chunks = chunk_text_with_spacy(text)
 
             # Process all chunks in sequence, not concurrently
-            results = [await self._process_chunk(system_prompt, chunk, i, langfuse_session_id=langfuse_session_id) for i, chunk in enumerate(text_chunks)]
-            
+            results = [
+                await self._process_chunk(
+                    system_prompt, chunk, i, langfuse_session_id=langfuse_session_id
+                )
+                for i, chunk in enumerate(text_chunks)
+            ]
+
             # Spread list of list of facts into a single list of facts
             cleaned_facts = []
             for result in results:
                 memory_logger.info(f"Cleaned facts: {result}")
                 cleaned_facts.extend(result)
-            
+
             return cleaned_facts
-                
+
         except Exception as e:
             memory_logger.error(f"OpenAI memory extraction failed: {e}")
             return []
-        
+
     async def _process_chunk(
-        self, system_prompt: str, chunk: str, index: int,
+        self,
+        system_prompt: str,
+        chunk: str,
+        index: int,
         langfuse_session_id: Optional[str] = None,
     ) -> List[str]:
         """Process a single text chunk to extract memories using OpenAI API.
@@ -312,11 +339,15 @@ async def test_connection(self) -> bool:
         try:
             # Add 10-second timeout to prevent hanging on API calls
             async with asyncio.timeout(10):
-                client = _get_openai_client(api_key=self.api_key, base_url=self.base_url, is_async=True)
+                client = _get_openai_client(
+                    api_key=self.api_key, base_url=self.base_url, is_async=True
+                )
                 await client.models.list()
                 return True
         except asyncio.TimeoutError:
-            memory_logger.error(f"OpenAI connection test timed out after 10s - check network connectivity and API endpoint")
+            memory_logger.error(
+                f"OpenAI connection test timed out after 10s - check network connectivity and API endpoint"
+            )
             return False
         except Exception as e:
             memory_logger.error(f"OpenAI connection test failed: {e}")
@@ -344,11 +375,11 @@ async def propose_memory_actions(
             # Generate the complete prompt using the helper function
             memory_logger.debug(f"🧠 Facts passed to prompt builder: {new_facts}")
             update_memory_messages = build_update_memory_messages(
-                retrieved_old_memory,
-                new_facts,
-                custom_prompt
+                retrieved_old_memory, new_facts, custom_prompt
+            )
+            memory_logger.debug(
+                f"🧠 Generated prompt user content: {update_memory_messages[1]['content'][:200]}..."
             )
-            memory_logger.debug(f"🧠 Generated prompt user content: {update_memory_messages[1]['content'][:200]}...")
 
             op = self._registry.get_llm_operation("memory_update")
             client = op.get_client(is_async=True)
@@ -374,7 +405,6 @@ async def propose_memory_actions(
             memory_logger.error(f"OpenAI propose_memory_actions failed: {e}")
             return {}
 
-
     async def propose_reprocess_actions(
         self,
         existing_memories: List[Dict[str, str]],
@@ -466,21 +496,23 @@ async def propose_reprocess_actions(
 
 class OllamaProvider(LLMProviderBase):
     """Ollama LLM provider implementation.
-    
+
     Provides memory extraction, embedding generation, and memory action
     proposals using Ollama's GPT and embedding models.
-    
-    
+
+
     Use the openai provider for ollama with different environment variables
-    
-    os.environ["OPENAI_API_KEY"] = "ollama"  
+
+    os.environ["OPENAI_API_KEY"] = "ollama"
     os.environ["OPENAI_BASE_URL"] = "http://localhost:11434/v1"
     os.environ["QDRANT_BASE_URL"] = "localhost"
     os.environ["OPENAI_EMBEDDER_MODEL"] = "erwan2/DeepSeek-R1-Distill-Qwen-1.5B:latest"
-    
+
     """
+
     pass
 
+
 def _parse_memories_content(content: str) -> List[str]:
     """
     Parse LLM content to extract memory strings.
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/mcp_client.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/mcp_client.py
index 1a4e545f..6a9972af 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/mcp_client.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/providers/mcp_client.py
@@ -70,7 +70,9 @@ async def __aenter__(self):
     async def __aexit__(self, exc_type, exc_val, exc_tb):
         await self.close()
 
-    async def add_memories(self, text: str, metadata: Dict[str, Any] = None) -> List[str]:
+    async def add_memories(
+        self, text: str, metadata: Dict[str, Any] = None
+    ) -> List[str]:
         """Add memories to the OpenMemory server.
 
         Uses the REST API to create memories. OpenMemory will handle:
@@ -104,18 +106,28 @@ async def add_memories(self, text: str, metadata: Dict[str, Any] = None) -> List
             app_id = None
             if apps_data.get("apps"):
                 # Find matching app by name, prefer one with most memories
-                matching = [a for a in apps_data["apps"] if a["name"] == self.client_name]
-                memory_logger.debug(f"Matching apps for '{self.client_name}': {matching}")
+                matching = [
+                    a for a in apps_data["apps"] if a["name"] == self.client_name
+                ]
+                memory_logger.debug(
+                    f"Matching apps for '{self.client_name}': {matching}"
+                )
                 if matching:
-                    matching.sort(key=lambda x: x.get("total_memories_created", 0), reverse=True)
+                    matching.sort(
+                        key=lambda x: x.get("total_memories_created", 0), reverse=True
+                    )
                     app_id = matching[0]["id"]
                     memory_logger.info(f"Found matching app with ID: {app_id}")
                 else:
                     app_id = apps_data["apps"][0]["id"]
-                    memory_logger.info(f"No matching app name, using first app ID: {app_id}")
+                    memory_logger.info(
+                        f"No matching app name, using first app ID: {app_id}"
+                    )
 
             if not app_id:
-                memory_logger.error("No apps found in OpenMemory - cannot create memory")
+                memory_logger.error(
+                    "No apps found in OpenMemory - cannot create memory"
+                )
                 raise MCPError("No apps found in OpenMemory")
 
             # Merge custom metadata with default metadata
@@ -143,9 +155,13 @@ async def add_memories(self, text: str, metadata: Dict[str, Any] = None) -> List
             )
             memory_logger.debug(f"Full payload: {payload}")
 
-            response = await self.client.post(f"{self.server_url}/api/v1/memories/", json=payload)
+            response = await self.client.post(
+                f"{self.server_url}/api/v1/memories/", json=payload
+            )
 
-            response_body = response.text[:500] if response.status_code != 200 else "..."
+            response_body = (
+                response.text[:500] if response.status_code != 200 else "..."
+            )
             memory_logger.info(
                 f"OpenMemory response: status={response.status_code}, body={response_body}, headers={dict(response.headers)}"
             )
@@ -218,7 +234,12 @@ async def search_memory(self, query: str, limit: int = 10) -> List[Dict[str, Any
                 app_id = apps_data["apps"][0]["id"]
 
             # Use app-specific memories endpoint with search
-            params = {"user_id": self.user_id, "search_query": query, "page": 1, "size": limit}
+            params = {
+                "user_id": self.user_id,
+                "search_query": query,
+                "page": 1,
+                "size": limit,
+            }
 
             response = await self.client.get(
                 f"{self.server_url}/api/v1/apps/{app_id}/memories", params=params
@@ -242,7 +263,8 @@ async def search_memory(self, query: str, limit: int = 10) -> List[Dict[str, Any
                     {
                         "id": memory.get("id", str(uuid.uuid4())),
                         "content": memory.get("content", "") or memory.get("text", ""),
-                        "metadata": memory.get("metadata_", {}) or memory.get("metadata", {}),
+                        "metadata": memory.get("metadata_", {})
+                        or memory.get("metadata", {}),
                         "created_at": memory.get("created_at"),
                         "score": memory.get("score", 0.0),  # No score from list API
                     }
@@ -311,7 +333,8 @@ async def list_memories(self, limit: int = 100) -> List[Dict[str, Any]]:
                     {
                         "id": memory.get("id", str(uuid.uuid4())),
                         "content": memory.get("content", "") or memory.get("text", ""),
-                        "metadata": memory.get("metadata_", {}) or memory.get("metadata", {}),
+                        "metadata": memory.get("metadata_", {})
+                        or memory.get("metadata", {}),
                         "created_at": memory.get("created_at"),
                     }
                 )
@@ -377,7 +400,8 @@ async def get_memory(self, memory_id: str) -> Optional[Dict[str, Any]]:
         try:
             # Use the memories endpoint with specific ID
             response = await self.client.get(
-                f"{self.server_url}/api/v1/memories/{memory_id}", params={"user_id": self.user_id}
+                f"{self.server_url}/api/v1/memories/{memory_id}",
+                params={"user_id": self.user_id},
             )
 
             if response.status_code == 404:
@@ -392,7 +416,8 @@ async def get_memory(self, memory_id: str) -> Optional[Dict[str, Any]]:
                 return {
                     "id": result.get("id", memory_id),
                     "content": result.get("content", "") or result.get("text", ""),
-                    "metadata": result.get("metadata_", {}) or result.get("metadata", {}),
+                    "metadata": result.get("metadata_", {})
+                    or result.get("metadata", {}),
                     "created_at": result.get("created_at"),
                 }
 
@@ -454,7 +479,10 @@ async def update_memory(
             return False
 
     async def delete_memory(
-        self, memory_id: str, user_id: Optional[str] = None, user_email: Optional[str] = None
+        self,
+        memory_id: str,
+        user_id: Optional[str] = None,
+        user_email: Optional[str] = None,
     ) -> bool:
         """Delete a specific memory by ID.
 
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/mock_llm_provider.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/mock_llm_provider.py
index 1405be3c..65738dae 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/mock_llm_provider.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/providers/mock_llm_provider.py
@@ -29,7 +29,10 @@ def __init__(self, config: Dict[str, Any] = None):
         self.embedding_dimension = 384  # Standard dimension for mock embeddings
 
     async def extract_memories(
-        self, text: str, prompt: str, user_id: Optional[str] = None,
+        self,
+        text: str,
+        prompt: str,
+        user_id: Optional[str] = None,
     ) -> List[str]:
         """
         Return predefined mock memories extracted from text.
@@ -114,12 +117,9 @@ async def propose_memory_actions(
 
         actions = []
         for idx, fact in enumerate(new_facts):
-            actions.append({
-                "id": str(idx),
-                "event": "ADD",
-                "text": fact,
-                "old_memory": None
-            })
+            actions.append(
+                {"id": str(idx), "event": "ADD", "text": fact, "old_memory": None}
+            )
 
         return {"memory": actions}
 
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/openmemory_mcp.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/openmemory_mcp.py
index ba8484b2..227b9b37 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/openmemory_mcp.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/providers/openmemory_mcp.py
@@ -66,8 +66,12 @@ def __init__(
             timeout: HTTP request timeout in seconds
         """
         super().__init__()
-        self.server_url = server_url or os.getenv("OPENMEMORY_MCP_URL", "http://localhost:8765")
-        self.client_name = client_name or os.getenv("OPENMEMORY_CLIENT_NAME", "chronicle")
+        self.server_url = server_url or os.getenv(
+            "OPENMEMORY_MCP_URL", "http://localhost:8765"
+        )
+        self.client_name = client_name or os.getenv(
+            "OPENMEMORY_CLIENT_NAME", "chronicle"
+        )
         self.user_id = user_id or os.getenv("OPENMEMORY_USER_ID", "default")
         self.timeout = int(timeout or os.getenv("OPENMEMORY_TIMEOUT", "30"))
         self.mcp_client: Optional[MCPClient] = None
@@ -95,7 +99,9 @@ async def initialize(self) -> None:
             # Test connection to OpenMemory MCP server
             is_connected = await self.mcp_client.test_connection()
             if not is_connected:
-                raise RuntimeError(f"Cannot connect to OpenMemory MCP server at {self.server_url}")
+                raise RuntimeError(
+                    f"Cannot connect to OpenMemory MCP server at {self.server_url}"
+                )
 
             self._initialized = True
             memory_logger.info(
@@ -148,7 +154,9 @@ async def add_memory(
 
             # Use configured OpenMemory user (from config) for all Chronicle users
             # Chronicle user_id and email are stored in metadata for filtering
-            enriched_transcript = f"[Source: {source_id}, Client: {client_id}] {transcript}"
+            enriched_transcript = (
+                f"[Source: {source_id}, Client: {client_id}] {transcript}"
+            )
 
             memory_logger.info(
                 f"Delegating memory processing to OpenMemory for user {user_id}, source {source_id}"
@@ -168,7 +176,9 @@ async def add_memory(
 
             # Update database relationships if helper provided
             if memory_ids and db_helper:
-                await self._update_database_relationships(db_helper, source_id, memory_ids)
+                await self._update_database_relationships(
+                    db_helper, source_id, memory_ids
+                )
 
             if memory_ids:
                 memory_logger.info(
@@ -186,7 +196,9 @@ async def add_memory(
             memory_logger.error(f"❌ OpenMemory MCP error for {source_id}: {e}")
             raise e
         except Exception as e:
-            memory_logger.error(f"❌ OpenMemory MCP service failed for {source_id}: {e}")
+            memory_logger.error(
+                f"❌ OpenMemory MCP service failed for {source_id}: {e}"
+            )
             raise e
 
     async def search_memories(
@@ -241,7 +253,9 @@ async def search_memories(
             memory_logger.error(f"Search memories failed: {e}")
             return []
 
-    async def get_all_memories(self, user_id: str, limit: int = 100) -> List[MemoryEntry]:
+    async def get_all_memories(
+        self, user_id: str, limit: int = 100
+    ) -> List[MemoryEntry]:
         """Get all memories for a specific user.
 
         Retrieves all stored memories for the given user without
@@ -275,7 +289,9 @@ async def get_all_memories(self, user_id: str, limit: int = 100) -> List[MemoryE
                         if len(memory_entries) >= limit:
                             break  # Got enough results
 
-            memory_logger.info(f"📚 Retrieved {len(memory_entries)} memories for user {user_id}")
+            memory_logger.info(
+                f"📚 Retrieved {len(memory_entries)} memories for user {user_id}"
+            )
             return memory_entries
 
         except MCPError as e:
@@ -338,7 +354,9 @@ async def get_memory(
 
         # Update MCP client user context for this operation
         original_user_id = self.mcp_client.user_id
-        self.mcp_client.user_id = user_id or self.user_id  # Use the actual Chronicle user's ID
+        self.mcp_client.user_id = (
+            user_id or self.user_id
+        )  # Use the actual Chronicle user's ID
 
         try:
             result = await self.mcp_client.get_memory(memory_id)
@@ -348,7 +366,9 @@ async def get_memory(
                 return None
 
             # Convert MCP result to MemoryEntry
-            memory_entry = self._mcp_result_to_memory_entry(result, user_id or self.user_id)
+            memory_entry = self._mcp_result_to_memory_entry(
+                result, user_id or self.user_id
+            )
             if memory_entry:
                 memory_logger.info(f"📖 Retrieved memory {memory_id}")
             return memory_entry
@@ -385,7 +405,9 @@ async def update_memory(
 
         # Update MCP client user context for this operation
         original_user_id = self.mcp_client.user_id
-        self.mcp_client.user_id = user_id or self.user_id  # Use the actual Chronicle user's ID
+        self.mcp_client.user_id = (
+            user_id or self.user_id
+        )  # Use the actual Chronicle user's ID
 
         try:
             success = await self.mcp_client.update_memory(
@@ -404,7 +426,10 @@ async def update_memory(
             self.mcp_client.user_id = original_user_id
 
     async def delete_memory(
-        self, memory_id: str, user_id: Optional[str] = None, user_email: Optional[str] = None
+        self,
+        memory_id: str,
+        user_id: Optional[str] = None,
+        user_email: Optional[str] = None,
     ) -> bool:
         """Delete a specific memory by ID.
 
@@ -444,7 +469,9 @@ async def delete_all_user_memories(self, user_id: str) -> int:
 
         try:
             count = await self.mcp_client.delete_all_memories()
-            memory_logger.info(f"🗑️ Deleted {count} memories for user {user_id} via OpenMemory MCP")
+            memory_logger.info(
+                f"🗑️ Deleted {count} memories for user {user_id} via OpenMemory MCP"
+            )
             return count
 
         except Exception as e:
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/vector_stores.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/vector_stores.py
index 06fd44fa..54add1f7 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/vector_stores.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/providers/vector_stores.py
@@ -30,11 +30,11 @@
 
 class QdrantVectorStore(VectorStoreBase):
     """Qdrant vector store implementation.
-    
+
     Provides high-performance vector storage and similarity search using
     Qdrant database. Handles memory persistence, user isolation, and
     semantic search operations.
-    
+
     Attributes:
         host: Qdrant server hostname
         port: Qdrant server port
@@ -52,34 +52,35 @@ def __init__(self, config: Dict[str, Any]):
 
     async def initialize(self) -> None:
         """Initialize Qdrant client and collection.
-        
+
         Creates the collection if it doesn't exist with appropriate
         vector configuration for cosine similarity search.
-        
+
         If the collection exists but has different dimensions, it will
         be recreated with the correct dimensions (data will be lost).
-        
+
         Raises:
             RuntimeError: If initialization fails
         """
         try:
             self.client = AsyncQdrantClient(host=self.host, port=self.port)
-            
+
             # Check if collection exists and get its info
             collections = await self.client.get_collections()
             collection_exists = any(
-                col.name == self.collection_name 
-                for col in collections.collections
+                col.name == self.collection_name for col in collections.collections
             )
-            
+
             need_create = False
-            
+
             if collection_exists:
                 # Check if dimensions match
                 try:
-                    collection_info = await self.client.get_collection(self.collection_name)
+                    collection_info = await self.client.get_collection(
+                        self.collection_name
+                    )
                     existing_dims = collection_info.config.params.vectors.size
-                    
+
                     if existing_dims != self.embedding_dims:
                         memory_logger.warning(
                             f"Collection {self.collection_name} exists with {existing_dims} dimensions, "
@@ -93,7 +94,9 @@ async def initialize(self) -> None:
                             f"Collection {self.collection_name} exists with correct dimensions ({self.embedding_dims})"
                         )
                 except Exception as e:
-                    memory_logger.warning(f"Error checking collection info: {e}. Recreating...")
+                    memory_logger.warning(
+                        f"Error checking collection info: {e}. Recreating..."
+                    )
                     try:
                         await self.client.delete_collection(self.collection_name)
                     except:
@@ -101,19 +104,18 @@ async def initialize(self) -> None:
                     need_create = True
             else:
                 need_create = True
-            
+
             if need_create:
                 await self.client.create_collection(
                     collection_name=self.collection_name,
                     vectors_config=VectorParams(
-                        size=self.embedding_dims,
-                        distance=Distance.COSINE
-                    )
+                        size=self.embedding_dims, distance=Distance.COSINE
+                    ),
                 )
                 memory_logger.info(
                     f"Created Qdrant collection: {self.collection_name} with {self.embedding_dims} dimensions"
                 )
-                
+
         except Exception as e:
             memory_logger.error(f"Qdrant initialization failed: {e}")
             raise
@@ -132,15 +134,14 @@ async def add_memories(self, memories: List[MemoryEntry]) -> List[str]:
                             "content": memory.content,
                             "metadata": memory.metadata,
                             "created_at": memory.created_at or current_time,
-                            "updated_at": memory.updated_at or current_time
-                        }
+                            "updated_at": memory.updated_at or current_time,
+                        },
                     )
                     points.append(point)
 
             if points:
                 await self.client.upsert(
-                    collection_name=self.collection_name,
-                    points=points
+                    collection_name=self.collection_name, points=points
                 )
                 return [str(point.id) for point in points]
 
@@ -150,9 +151,15 @@ async def add_memories(self, memories: List[MemoryEntry]) -> List[str]:
             memory_logger.error(f"Qdrant add memories failed: {e}")
             return []
 
-    async def search_memories(self, query_embedding: List[float], user_id: str, limit: int, score_threshold: float = 0.0) -> List[MemoryEntry]:
+    async def search_memories(
+        self,
+        query_embedding: List[float],
+        user_id: str,
+        limit: int,
+        score_threshold: float = 0.0,
+    ) -> List[MemoryEntry]:
         """Search memories in Qdrant with configurable similarity threshold filtering.
-        
+
         Args:
             query_embedding: Query vector for similarity search
             user_id: User identifier to filter results
@@ -164,19 +171,18 @@ async def search_memories(self, query_embedding: List[float], user_id: str, limi
             search_filter = Filter(
                 must=[
                     FieldCondition(
-                        key="metadata.user_id",
-                        match=MatchValue(value=user_id)
+                        key="metadata.user_id", match=MatchValue(value=user_id)
                     )
                 ]
             )
-            
+
             # Apply similarity threshold if provided
             # For cosine similarity, scores range from -1 to 1, where 1 is most similar
             search_params = {
                 "collection_name": self.collection_name,
                 "query": query_embedding,
                 "query_filter": search_filter,
-                "limit": limit
+                "limit": limit,
             }
 
             if score_threshold > 0.0:
@@ -194,17 +200,27 @@ async def search_memories(self, query_embedding: List[float], user_id: str, limi
                     # Qdrant returns similarity scores directly (higher = more similar)
                     score=result.score if result.score is not None else None,
                     created_at=result.payload.get("created_at"),
-                    updated_at=result.payload.get("updated_at")
+                    updated_at=result.payload.get("updated_at"),
                 )
                 memories.append(memory)
                 # Log similarity scores for debugging
-                score_str = f"{result.score:.3f}" if result.score is not None else "None"
-                memory_logger.debug(f"Retrieved memory with score {score_str}: {result.payload.get('content', '')[:50]}...")
-            
-            threshold_msg = f"threshold {score_threshold}" if score_threshold > 0.0 else "no threshold"
-            memory_logger.info(f"Found {len(memories)} memories with {threshold_msg} for user {user_id}")
+                score_str = (
+                    f"{result.score:.3f}" if result.score is not None else "None"
+                )
+                memory_logger.debug(
+                    f"Retrieved memory with score {score_str}: {result.payload.get('content', '')[:50]}..."
+                )
+
+            threshold_msg = (
+                f"threshold {score_threshold}"
+                if score_threshold > 0.0
+                else "no threshold"
+            )
+            memory_logger.info(
+                f"Found {len(memories)} memories with {threshold_msg} for user {user_id}"
+            )
             return memories
-            
+
         except Exception as e:
             memory_logger.error(f"Qdrant search failed: {e}")
             return []
@@ -216,18 +232,17 @@ async def get_memories(self, user_id: str, limit: int) -> List[MemoryEntry]:
             search_filter = Filter(
                 must=[
                     FieldCondition(
-                        key="metadata.user_id",
-                        match=MatchValue(value=user_id)
+                        key="metadata.user_id", match=MatchValue(value=user_id)
                     )
                 ]
             )
-            
+
             results = await self.client.scroll(
                 collection_name=self.collection_name,
                 scroll_filter=search_filter,
-                limit=limit
+                limit=limit,
             )
-            
+
             memories = []
             for point in results[0]:  # results is tuple (points, next_page_offset)
                 memory = MemoryEntry(
@@ -235,21 +250,27 @@ async def get_memories(self, user_id: str, limit: int) -> List[MemoryEntry]:
                     content=point.payload.get("content", ""),
                     metadata=point.payload.get("metadata", {}),
                     created_at=point.payload.get("created_at"),
-                    updated_at=point.payload.get("updated_at")
+                    updated_at=point.payload.get("updated_at"),
                 )
                 memories.append(memory)
 
             return memories
-            
+
         except Exception as e:
             memory_logger.error(f"Qdrant get memories failed: {e}")
             return []
 
-    async def delete_memory(self, memory_id: str, user_id: Optional[str] = None, user_email: Optional[str] = None) -> bool:
+    async def delete_memory(
+        self,
+        memory_id: str,
+        user_id: Optional[str] = None,
+        user_email: Optional[str] = None,
+    ) -> bool:
         """Delete a specific memory from Qdrant."""
         try:
             # Convert memory_id to proper format for Qdrant
             import uuid
+
             try:
                 # Try to parse as UUID first
                 uuid.UUID(memory_id)
@@ -263,11 +284,10 @@ async def delete_memory(self, memory_id: str, user_id: Optional[str] = None, use
                     point_id = memory_id
 
             await self.client.delete(
-                collection_name=self.collection_name,
-                points_selector=[point_id]
+                collection_name=self.collection_name, points_selector=[point_id]
             )
             return True
-            
+
         except Exception as e:
             memory_logger.error(f"Qdrant delete memory failed: {e}")
             return False
@@ -278,25 +298,24 @@ async def delete_user_memories(self, user_id: str) -> int:
             # First count memories to delete
             memories = await self.get_memories(user_id, limit=10000)
             count = len(memories)
-            
+
             if count > 0:
                 # Delete by filter
                 delete_filter = Filter(
                     must=[
                         FieldCondition(
-                            key="metadata.user_id",
-                            match=MatchValue(value=user_id)
+                            key="metadata.user_id", match=MatchValue(value=user_id)
                         )
                     ]
                 )
-                
+
                 await self.client.delete(
                     collection_name=self.collection_name,
-                    points_selector=FilterSelector(filter=delete_filter)
+                    points_selector=FilterSelector(filter=delete_filter),
                 )
-            
+
             return count
-            
+
         except Exception as e:
             memory_logger.error(f"Qdrant delete user memories failed: {e}")
             return 0
@@ -308,7 +327,7 @@ async def test_connection(self) -> bool:
                 await self.client.get_collections()
                 return True
             return False
-            
+
         except Exception as e:
             memory_logger.error(f"Qdrant connection test failed: {e}")
             return False
@@ -336,6 +355,7 @@ async def update_memory(
             # Convert memory_id to proper format for Qdrant
             # Qdrant accepts either UUID strings or unsigned integers
             import uuid
+
             try:
                 # Try to parse as UUID first
                 uuid.UUID(memory_id)
@@ -370,8 +390,7 @@ async def count_memories(self, user_id: str) -> int:
             search_filter = Filter(
                 must=[
                     FieldCondition(
-                        key="metadata.user_id",
-                        match=MatchValue(value=user_id)
+                        key="metadata.user_id", match=MatchValue(value=user_id)
                     )
                 ]
             )
@@ -379,8 +398,7 @@ async def count_memories(self, user_id: str) -> int:
             # Use Qdrant's native count API (documented in qdrant/qdrant/docs)
             # Count operation: CountPoints -> CountResponse with count result
             result = await self.client.count(
-                collection_name=self.collection_name,
-                count_filter=search_filter
+                collection_name=self.collection_name, count_filter=search_filter
             )
 
             return result.count
@@ -389,7 +407,9 @@ async def count_memories(self, user_id: str) -> int:
             memory_logger.error(f"Qdrant count memories failed: {e}")
             return 0
 
-    async def get_memory(self, memory_id: str, user_id: Optional[str] = None) -> Optional[MemoryEntry]:
+    async def get_memory(
+        self, memory_id: str, user_id: Optional[str] = None
+    ) -> Optional[MemoryEntry]:
         """Get a specific memory by ID from Qdrant.
 
         Args:
@@ -402,6 +422,7 @@ async def get_memory(self, memory_id: str, user_id: Optional[str] = None) -> Opt
         try:
             # Convert memory_id to proper format for Qdrant
             import uuid
+
             try:
                 # Try to parse as UUID first
                 uuid.UUID(memory_id)
@@ -419,7 +440,7 @@ async def get_memory(self, memory_id: str, user_id: Optional[str] = None) -> Opt
                 collection_name=self.collection_name,
                 ids=[point_id],
                 with_payload=True,
-                with_vectors=False
+                with_vectors=False,
             )
 
             if not points:
@@ -432,7 +453,9 @@ async def get_memory(self, memory_id: str, user_id: Optional[str] = None) -> Opt
             if user_id:
                 point_user_id = point.payload.get("metadata", {}).get("user_id")
                 if point_user_id != user_id:
-                    memory_logger.warning(f"Memory {memory_id} does not belong to user {user_id}")
+                    memory_logger.warning(
+                        f"Memory {memory_id} does not belong to user {user_id}"
+                    )
                     return None
 
             # Convert to MemoryEntry
@@ -441,7 +464,7 @@ async def get_memory(self, memory_id: str, user_id: Optional[str] = None) -> Opt
                 content=point.payload.get("content", ""),
                 metadata=point.payload.get("metadata", {}),
                 created_at=point.payload.get("created_at"),
-                updated_at=point.payload.get("updated_at")
+                updated_at=point.payload.get("updated_at"),
             )
 
             memory_logger.debug(f"Retrieved memory {memory_id}")
@@ -559,4 +582,3 @@ async def get_recent_memories(
         except Exception as e:
             memory_logger.error(f"Qdrant get recent memories failed: {e}")
             return []
-
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/service_factory.py b/backends/advanced/src/advanced_omi_backend/services/memory/service_factory.py
index 2c9507f5..3492a154 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/service_factory.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/service_factory.py
@@ -34,7 +34,9 @@ def create_memory_service(config: MemoryConfig) -> MemoryServiceBase:
         ValueError: If unsupported memory provider is specified
         RuntimeError: If required dependencies are missing
     """
-    memory_logger.info(f"🧠  Creating memory service with provider: {config.memory_provider.value}")
+    memory_logger.info(
+        f"🧠  Creating memory service with provider: {config.memory_provider.value}"
+    )
 
     if config.memory_provider == MemoryProvider.CHRONICLE:
         # Use the sophisticated Chronicle implementation
@@ -50,7 +52,9 @@ def create_memory_service(config: MemoryConfig) -> MemoryServiceBase:
             raise RuntimeError(f"OpenMemory MCP service not available: {e}")
 
         if not config.openmemory_config:
-            raise ValueError("OpenMemory configuration is required for OPENMEMORY_MCP provider")
+            raise ValueError(
+                "OpenMemory configuration is required for OPENMEMORY_MCP provider"
+            )
 
         return OpenMemoryMCPService(**config.openmemory_config)
 
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/update_memory_utils.py b/backends/advanced/src/advanced_omi_backend/services/memory/update_memory_utils.py
index b0c6c9db..3e7c7144 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/update_memory_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/update_memory_utils.py
@@ -1,4 +1,3 @@
-
 import re
 import xml.etree.ElementTree as ET
 from dataclasses import asdict, dataclass
@@ -8,6 +7,7 @@
 NUMERIC_ID = re.compile(r"^\d+$")
 ALLOWED_EVENTS = {"ADD", "UPDATE", "DELETE", "NONE"}
 
+
 @dataclass(frozen=True)
 class MemoryItem:
     id: str
@@ -15,9 +15,11 @@ class MemoryItem:
     text: str
     old_memory: Optional[str] = None
 
+
 class MemoryXMLParseError(ValueError):
     pass
 
+
 def extract_xml_from_content(content: str) -> str:
     """
     Extract XML from content that might contain other text.
@@ -27,32 +29,34 @@ def extract_xml_from_content(content: str) -> str:
     import re
 
     # Look for <result>...</result> block
-    xml_match = re.search(r'<result>.*?</result>', content, re.DOTALL)
+    xml_match = re.search(r"<result>.*?</result>", content, re.DOTALL)
     if xml_match:
         return xml_match.group(0)
-    
+
     # If no <result> tags found, return the original content
     return content
 
+
 def clean_and_validate_xml(xml_str: str) -> str:
     """
     Clean common XML issues and validate structure.
     """
     xml_str = xml_str.strip()
-    
+
     # Print raw XML for debugging
     print("Raw XML content:")
     print("=" * 50)
     print(repr(xml_str))
     print("=" * 50)
     print("Formatted XML content:")
-    lines = xml_str.split('\n')
+    lines = xml_str.split("\n")
     for i, line in enumerate(lines, 1):
         print(f"{i:2d}: {line}")
     print("=" * 50)
-    
+
     return xml_str
 
+
 def extract_assistant_xml_from_openai_response(response) -> str:
     """
     Extract XML content from OpenAI ChatCompletion response.
@@ -62,7 +66,10 @@ def extract_assistant_xml_from_openai_response(response) -> str:
         # OpenAI ChatCompletion object structure
         return response.choices[0].message.content
     except (AttributeError, IndexError, KeyError) as e:
-        raise MemoryXMLParseError(f"Could not extract assistant XML from OpenAI response: {e}") from e
+        raise MemoryXMLParseError(
+            f"Could not extract assistant XML from OpenAI response: {e}"
+        ) from e
+
 
 def parse_memory_xml(xml_str: str) -> List[MemoryItem]:
     """
@@ -118,9 +125,11 @@ def parse_memory_xml(xml_str: str) -> List[MemoryItem]:
         # Children
         text_el = item.find("text")
         if text_el is None or (text_el.text or "").strip() == "":
-            raise MemoryXMLParseError(f"<text> is required and non-empty for id {item_id}.")
+            raise MemoryXMLParseError(
+                f"<text> is required and non-empty for id {item_id}."
+            )
         text_val = (text_el.text or "").strip()
-        
+
         # No JSON expansion needed - individual facts are now properly handled by improved prompts
 
         old_el = item.find("old_memory")
@@ -133,9 +142,13 @@ def parse_memory_xml(xml_str: str) -> List[MemoryItem]:
         else:
             # For non-UPDATE, <old_memory> must not appear
             if old_el is not None:
-                raise MemoryXMLParseError(f"<old_memory> must only appear for UPDATE (id {item_id}).")
+                raise MemoryXMLParseError(
+                    f"<old_memory> must only appear for UPDATE (id {item_id})."
+                )
 
-        items.append(MemoryItem(id=item_id, event=event, text=text_val, old_memory=old_val))
+        items.append(
+            MemoryItem(id=item_id, event=event, text=text_val, old_memory=old_val)
+        )
 
     if not items:
         raise MemoryXMLParseError("No <item> elements found in <memory>.")
@@ -151,4 +164,4 @@ def items_to_json(items: List[MemoryItem]) -> Dict[str, Any]:
         if it.event == "UPDATE" and it.old_memory:  # include only if non-empty
             obj["old_memory"] = it.old_memory
         out.append(obj)
-    return {"memory": out}
\ No newline at end of file
+    return {"memory": out}
diff --git a/backends/advanced/src/advanced_omi_backend/services/obsidian_service.py b/backends/advanced/src/advanced_omi_backend/services/obsidian_service.py
index b02a6fa0..7330a6f7 100644
--- a/backends/advanced/src/advanced_omi_backend/services/obsidian_service.py
+++ b/backends/advanced/src/advanced_omi_backend/services/obsidian_service.py
@@ -114,7 +114,9 @@ def __init__(self):
 
         embed_config = get_model_config(config_data, "embedding")
         if not embed_config:
-            raise ValueError("Configuration for 'defaults.embedding' not found in config.yml")
+            raise ValueError(
+                "Configuration for 'defaults.embedding' not found in config.yml"
+            )
 
         # Neo4j Connection - Prefer environment variables passed by Docker Compose
         neo4j_host = os.getenv("NEO4J_HOST")
@@ -142,18 +144,24 @@ def __init__(self):
 
         self.neo4j_uri = f"bolt://{neo4j_host}:7687"
         self.neo4j_user = os.getenv("NEO4J_USER") or env_data.get("NEO4J_USER", "neo4j")
-        self.neo4j_password = os.getenv("NEO4J_PASSWORD") or env_data.get("NEO4J_PASSWORD", "")
+        self.neo4j_password = os.getenv("NEO4J_PASSWORD") or env_data.get(
+            "NEO4J_PASSWORD", ""
+        )
 
         # Models / API - Loaded strictly from config.yml
         self.embedding_model = str(resolve_value(embed_config["model_name"]))
-        self.embedding_dimensions = int(resolve_value(embed_config["embedding_dimensions"]))
+        self.embedding_dimensions = int(
+            resolve_value(embed_config["embedding_dimensions"])
+        )
         self.openai_base_url = str(resolve_value(llm_config["model_url"]))
         self.openai_api_key = str(resolve_value(llm_config["api_key"]))
 
         # Chunking - uses shared spaCy/text fallback utility
         self.chunk_word_limit = 120
 
-        self.neo4j_client = Neo4jClient(self.neo4j_uri, self.neo4j_user, self.neo4j_password)
+        self.neo4j_client = Neo4jClient(
+            self.neo4j_uri, self.neo4j_user, self.neo4j_password
+        )
         self.read_interface = Neo4jReadInterface(self.neo4j_client)
         self.write_interface = Neo4jWriteInterface(self.neo4j_client)
 
@@ -191,7 +199,9 @@ def _clean_text(text: str) -> str:
         """Normalize whitespace for embedding inputs."""
         return re.sub(r"\s+", " ", text).strip()
 
-    def parse_obsidian_note(self, root: str, filename: str, vault_path: str) -> NoteData:
+    def parse_obsidian_note(
+        self, root: str, filename: str, vault_path: str
+    ) -> NoteData:
         """Parse an Obsidian markdown file and extract metadata.
 
         Args:
@@ -284,7 +294,9 @@ async def chunking_and_embedding(self, note_data: NoteData) -> List[ChunkPayload
                 model=self.embedding_model,
             )
         except Exception as e:
-            logger.exception(f"Embedding generation failed for {note_data['path']}: {e}")
+            logger.exception(
+                f"Embedding generation failed for {note_data['path']}: {e}"
+            )
             return []
 
         chunk_payloads: List[ChunkPayload] = []
@@ -296,7 +308,9 @@ async def chunking_and_embedding(self, note_data: NoteData) -> List[ChunkPayload
 
         return chunk_payloads
 
-    def ingest_note_and_chunks(self, note_data: NoteData, chunks: List[ChunkPayload]) -> None:
+    def ingest_note_and_chunks(
+        self, note_data: NoteData, chunks: List[ChunkPayload]
+    ) -> None:
         """Store note and chunks in Neo4j with relationships to folders, tags, and links.
 
         Args:
@@ -416,15 +430,15 @@ async def search_obsidian(self, query: str, limit: int = 5) -> ObsidianSearchRes
         cypher_query = """
         CALL db.index.vector.queryNodes('chunk_embeddings', $limit, $vector)
         YIELD node AS chunk, score
-        
+
         // Find the parent Note
         MATCH (note:Note)-[:HAS_CHUNK]->(chunk)
-        
+
         // Get graph context: What tags and linked files are around this note?
         OPTIONAL MATCH (note)-[:HAS_TAG]->(t:Tag)
         OPTIONAL MATCH (note)-[:LINKS_TO]->(linked:Note)
-        
-        RETURN 
+
+        RETURN
             note.name AS source,
             chunk.text AS content,
             collect(DISTINCT t.name) AS tags,
diff --git a/backends/advanced/src/advanced_omi_backend/services/plugin_assistant.py b/backends/advanced/src/advanced_omi_backend/services/plugin_assistant.py
index c5836b89..12565314 100644
--- a/backends/advanced/src/advanced_omi_backend/services/plugin_assistant.py
+++ b/backends/advanced/src/advanced_omi_backend/services/plugin_assistant.py
@@ -286,14 +286,20 @@ async def _exec_tool(name: str, arguments: dict) -> dict:
         metadata = await system_controller.get_plugins_metadata()
         plugin_id = arguments.get("plugin_id")
         if plugin_id:
-            plugins = [p for p in metadata.get("plugins", []) if p.get("plugin_id") == plugin_id]
+            plugins = [
+                p
+                for p in metadata.get("plugins", [])
+                if p.get("plugin_id") == plugin_id
+            ]
             return {"plugins": plugins, "status": "success"}
         return metadata
 
     if name == "apply_plugin_config":
         plugin_id = arguments["plugin_id"]
         config = {k: v for k, v in arguments.items() if k != "plugin_id"}
-        return await system_controller.update_plugin_config_structured(plugin_id, config)
+        return await system_controller.update_plugin_config_structured(
+            plugin_id, config
+        )
 
     if name == "test_plugin_connection":
         plugin_id = arguments["plugin_id"]
@@ -418,7 +424,9 @@ async def generate_response_stream(messages: list[dict]) -> AsyncGenerator[dict,
     full_messages = [{"role": "system", "content": system_prompt}] + messages
 
     for _ in range(MAX_TOOL_ROUNDS):
-        response = await async_chat_with_tools(full_messages, tools=TOOLS, operation="plugin_assistant")
+        response = await async_chat_with_tools(
+            full_messages, tools=TOOLS, operation="plugin_assistant"
+        )
         choice = response.choices[0]
 
         # If the model wants to call tools, execute them and loop
@@ -441,11 +449,15 @@ async def generate_response_stream(messages: list[dict]) -> AsyncGenerator[dict,
 
                     if confirmation == "rejected":
                         # User rejected — add tool result and let model respond
-                        full_messages.append({
-                            "role": "tool",
-                            "tool_call_id": tool_call.id,
-                            "content": json.dumps({"rejected": True, "reason": "User declined"}),
-                        })
+                        full_messages.append(
+                            {
+                                "role": "tool",
+                                "tool_call_id": tool_call.id,
+                                "content": json.dumps(
+                                    {"rejected": True, "reason": "User declined"}
+                                ),
+                            }
+                        )
                         continue
 
                     if not confirmation:
@@ -473,11 +485,13 @@ async def generate_response_stream(messages: list[dict]) -> AsyncGenerator[dict,
 
                 yield {"type": "tool_result", "name": fn_name, "result": result}
 
-                full_messages.append({
-                    "role": "tool",
-                    "tool_call_id": tool_call.id,
-                    "content": json.dumps(result, default=str),
-                })
+                full_messages.append(
+                    {
+                        "role": "tool",
+                        "tool_call_id": tool_call.id,
+                        "content": json.dumps(result, default=str),
+                    }
+                )
 
             if needs_confirmation:
                 # Stop the loop — frontend will re-send with confirmation
diff --git a/backends/advanced/src/advanced_omi_backend/services/plugin_service.py b/backends/advanced/src/advanced_omi_backend/services/plugin_service.py
index 9a8cc205..741c882d 100644
--- a/backends/advanced/src/advanced_omi_backend/services/plugin_service.py
+++ b/backends/advanced/src/advanced_omi_backend/services/plugin_service.py
@@ -176,7 +176,9 @@ def replacer(match):
         return value
 
 
-def load_plugin_config(plugin_id: str, orchestration_config: Dict[str, Any]) -> Dict[str, Any]:
+def load_plugin_config(
+    plugin_id: str, orchestration_config: Dict[str, Any]
+) -> Dict[str, Any]:
     """
     Load complete plugin configuration from multiple sources.
 
@@ -215,9 +217,13 @@ def load_plugin_config(plugin_id: str, orchestration_config: Dict[str, Any]) ->
             with open(plugin_config_path, "r") as f:
                 plugin_config = yaml.safe_load(f) or {}
                 config.update(plugin_config)
-                logger.debug(f"Loaded {len(plugin_config)} config keys for '{plugin_id}'")
+                logger.debug(
+                    f"Loaded {len(plugin_config)} config keys for '{plugin_id}'"
+                )
         else:
-            logger.debug(f"No config.yml found for plugin '{plugin_id}' at {plugin_config_path}")
+            logger.debug(
+                f"No config.yml found for plugin '{plugin_id}' at {plugin_config_path}"
+            )
 
     except Exception as e:
         logger.warning(f"Failed to load config.yml for plugin '{plugin_id}': {e}")
@@ -398,7 +404,9 @@ def load_schema_yml(plugin_id: str) -> Optional[Dict[str, Any]]:
     return None
 
 
-def infer_schema_from_config(plugin_id: str, config_dict: Dict[str, Any]) -> Dict[str, Any]:
+def infer_schema_from_config(
+    plugin_id: str, config_dict: Dict[str, Any]
+) -> Dict[str, Any]:
     """Infer configuration schema from plugin config.yml.
 
     This function analyzes the config.yml file to generate a JSON schema
@@ -480,8 +488,7 @@ def mask_secrets_in_config(
             if env_var and env_var in secret_env_vars:
                 # Check if env var is set in per-plugin .env or os.environ
                 is_set = bool(
-                    (plugin_env and plugin_env.get(env_var))
-                    or os.environ.get(env_var)
+                    (plugin_env and plugin_env.get(env_var)) or os.environ.get(env_var)
                 )
                 masked_config[key] = "••••••••••••" if is_set else ""
 
@@ -527,7 +534,9 @@ def get_plugin_metadata(
 
     # Mask secrets in current config
     current_config = load_plugin_config(plugin_id, orchestration_config)
-    masked_config = mask_secrets_in_config(current_config, config_schema, plugin_env=plugin_env)
+    masked_config = mask_secrets_in_config(
+        current_config, config_schema, plugin_env=plugin_env
+    )
 
     # Mark which env vars are set (check per-plugin .env first, then os.environ)
     for env_var_name, env_var_schema in config_schema.get("env_vars", {}).items():
@@ -727,17 +736,24 @@ def _build_plugin_router() -> Optional[PluginRouter]:
 
                     # Let plugin register its prompts with the prompt registry
                     try:
-                        from advanced_omi_backend.prompt_registry import get_prompt_registry
+                        from advanced_omi_backend.prompt_registry import (
+                            get_prompt_registry,
+                        )
+
                         plugin.register_prompts(get_prompt_registry())
                     except Exception as e:
-                        logger.debug(f"Plugin '{plugin_id}' prompt registration skipped: {e}")
+                        logger.debug(
+                            f"Plugin '{plugin_id}' prompt registration skipped: {e}"
+                        )
 
                     # Note: async initialization happens in app_factory lifespan or reload_plugins
                     router.register_plugin(plugin_id, plugin)
                     logger.info(f"Plugin '{plugin_id}' registered successfully")
 
                 except Exception as e:
-                    logger.error(f"Failed to register plugin '{plugin_id}': {e}", exc_info=True)
+                    logger.error(
+                        f"Failed to register plugin '{plugin_id}': {e}", exc_info=True
+                    )
 
             logger.info(
                 f"Plugin registration complete: {len(router.plugins)} plugin(s) registered"
@@ -934,7 +950,9 @@ def signal_worker_restart() -> None:
         try:
             timestamp = time.strftime("%Y-%m-%dT%H:%M:%S")
             client.set(WORKER_RESTART_KEY, timestamp)
-            logger.info(f"Worker restart signal sent via Redis key '{WORKER_RESTART_KEY}'")
+            logger.info(
+                f"Worker restart signal sent via Redis key '{WORKER_RESTART_KEY}'"
+            )
         finally:
             client.close()
     except Exception as e:
diff --git a/backends/advanced/src/advanced_omi_backend/services/transcription/base.py b/backends/advanced/src/advanced_omi_backend/services/transcription/base.py
index 7bc4b7ac..ec08998b 100644
--- a/backends/advanced/src/advanced_omi_backend/services/transcription/base.py
+++ b/backends/advanced/src/advanced_omi_backend/services/transcription/base.py
@@ -34,6 +34,7 @@
 
 class TranscriptionProvider(Enum):
     """Available transcription providers for audio stream routing."""
+
     DEEPGRAM = "deepgram"
     PARAKEET = "parakeet"
 
@@ -93,7 +94,9 @@ def capabilities(self) -> set:
         return set()
 
     @abc.abstractmethod
-    async def start_stream(self, client_id: str, sample_rate: int = 16000, diarize: bool = False):
+    async def start_stream(
+        self, client_id: str, sample_rate: int = 16000, diarize: bool = False
+    ):
         """Start a transcription stream for a client.
 
         Args:
@@ -104,7 +107,9 @@ async def start_stream(self, client_id: str, sample_rate: int = 16000, diarize:
         pass
 
     @abc.abstractmethod
-    async def process_audio_chunk(self, client_id: str, audio_chunk: bytes) -> Optional[dict]:
+    async def process_audio_chunk(
+        self, client_id: str, audio_chunk: bytes
+    ) -> Optional[dict]:
         """
         Process audio chunk and return partial/final transcription.
 
@@ -127,7 +132,14 @@ def mode(self) -> str:
         return "batch"
 
     @abc.abstractmethod
-    async def transcribe(self, audio_data: bytes, sample_rate: int, diarize: bool = False, context_info: Optional[str] = None, **kwargs) -> dict:
+    async def transcribe(
+        self,
+        audio_data: bytes,
+        sample_rate: int,
+        diarize: bool = False,
+        context_info: Optional[str] = None,
+        **kwargs
+    ) -> dict:
         """Transcribe audio data.
 
         Args:
diff --git a/backends/advanced/src/advanced_omi_backend/services/transcription/context.py b/backends/advanced/src/advanced_omi_backend/services/transcription/context.py
index c042da3d..8184febf 100644
--- a/backends/advanced/src/advanced_omi_backend/services/transcription/context.py
+++ b/backends/advanced/src/advanced_omi_backend/services/transcription/context.py
@@ -57,7 +57,9 @@ def to_metadata(self) -> dict:
         }
 
 
-async def gather_transcription_context(user_id: Optional[str] = None) -> TranscriptionContext:
+async def gather_transcription_context(
+    user_id: Optional[str] = None,
+) -> TranscriptionContext:
     """Build structured transcription context: static hot words + cached user jargon.
 
     Args:
diff --git a/backends/advanced/src/advanced_omi_backend/services/transcription/mock_provider.py b/backends/advanced/src/advanced_omi_backend/services/transcription/mock_provider.py
index 02e5b37c..520e94ad 100644
--- a/backends/advanced/src/advanced_omi_backend/services/transcription/mock_provider.py
+++ b/backends/advanced/src/advanced_omi_backend/services/transcription/mock_provider.py
@@ -76,32 +76,120 @@ async def transcribe(
 
         # Generate mock words with timestamps (spread across audio duration)
         words = [
-            {"word": "This", "start": 0.0, "end": 0.3, "confidence": 0.99, "speaker": 0},
+            {
+                "word": "This",
+                "start": 0.0,
+                "end": 0.3,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
             {"word": "is", "start": 0.3, "end": 0.5, "confidence": 0.99, "speaker": 0},
             {"word": "a", "start": 0.5, "end": 0.6, "confidence": 0.99, "speaker": 0},
-            {"word": "mock", "start": 0.6, "end": 0.9, "confidence": 0.99, "speaker": 0},
-            {"word": "transcription", "start": 0.9, "end": 1.5, "confidence": 0.98, "speaker": 0},
+            {
+                "word": "mock",
+                "start": 0.6,
+                "end": 0.9,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "transcription",
+                "start": 0.9,
+                "end": 1.5,
+                "confidence": 0.98,
+                "speaker": 0,
+            },
             {"word": "for", "start": 1.5, "end": 1.7, "confidence": 0.99, "speaker": 0},
-            {"word": "testing", "start": 1.7, "end": 2.1, "confidence": 0.99, "speaker": 0},
-            {"word": "purposes", "start": 2.1, "end": 2.6, "confidence": 0.97, "speaker": 0},
+            {
+                "word": "testing",
+                "start": 1.7,
+                "end": 2.1,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "purposes",
+                "start": 2.1,
+                "end": 2.6,
+                "confidence": 0.97,
+                "speaker": 0,
+            },
             {"word": "It", "start": 2.6, "end": 2.8, "confidence": 0.99, "speaker": 0},
-            {"word": "contains", "start": 2.8, "end": 3.2, "confidence": 0.99, "speaker": 0},
-            {"word": "enough", "start": 3.2, "end": 3.5, "confidence": 0.99, "speaker": 0},
-            {"word": "words", "start": 3.5, "end": 3.8, "confidence": 0.99, "speaker": 0},
+            {
+                "word": "contains",
+                "start": 2.8,
+                "end": 3.2,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "enough",
+                "start": 3.2,
+                "end": 3.5,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "words",
+                "start": 3.5,
+                "end": 3.8,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
             {"word": "to", "start": 3.8, "end": 3.9, "confidence": 0.99, "speaker": 0},
-            {"word": "meet", "start": 3.9, "end": 4.1, "confidence": 0.99, "speaker": 0},
-            {"word": "minimum", "start": 4.1, "end": 4.5, "confidence": 0.98, "speaker": 0},
-            {"word": "length", "start": 4.5, "end": 4.8, "confidence": 0.99, "speaker": 0},
-            {"word": "requirements", "start": 4.8, "end": 5.4, "confidence": 0.98, "speaker": 0},
+            {
+                "word": "meet",
+                "start": 3.9,
+                "end": 4.1,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "minimum",
+                "start": 4.1,
+                "end": 4.5,
+                "confidence": 0.98,
+                "speaker": 0,
+            },
+            {
+                "word": "length",
+                "start": 4.5,
+                "end": 4.8,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "requirements",
+                "start": 4.8,
+                "end": 5.4,
+                "confidence": 0.98,
+                "speaker": 0,
+            },
             {"word": "for", "start": 5.4, "end": 5.6, "confidence": 0.99, "speaker": 0},
-            {"word": "automated", "start": 5.6, "end": 6.1, "confidence": 0.98, "speaker": 0},
-            {"word": "testing", "start": 6.1, "end": 6.5, "confidence": 0.99, "speaker": 0},
+            {
+                "word": "automated",
+                "start": 5.6,
+                "end": 6.1,
+                "confidence": 0.98,
+                "speaker": 0,
+            },
+            {
+                "word": "testing",
+                "start": 6.1,
+                "end": 6.5,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
         ]
 
         # Mock segments (single speaker for simplicity)
         segments = [{"speaker": 0, "start": 0.0, "end": 6.5, "text": mock_transcript}]
 
-        return {"text": mock_transcript, "words": words, "segments": segments if diarize else []}
+        return {
+            "text": mock_transcript,
+            "words": words,
+            "segments": segments if diarize else [],
+        }
 
     async def connect(self, client_id: Optional[str] = None):
         """Initialize the mock provider (no-op)."""
diff --git a/backends/advanced/src/advanced_omi_backend/services/transcription/streaming_consumer.py b/backends/advanced/src/advanced_omi_backend/services/transcription/streaming_consumer.py
index bc50068f..a9b2b43d 100644
--- a/backends/advanced/src/advanced_omi_backend/services/transcription/streaming_consumer.py
+++ b/backends/advanced/src/advanced_omi_backend/services/transcription/streaming_consumer.py
@@ -20,13 +20,12 @@
 import redis.asyncio as redis
 from redis import exceptions as redis_exceptions
 
-from advanced_omi_backend.plugins.events import PluginEvent
-
 from advanced_omi_backend.client_manager import get_client_owner_async
 from advanced_omi_backend.models.user import get_user_by_id
+from advanced_omi_backend.plugins.events import PluginEvent
 from advanced_omi_backend.plugins.router import PluginRouter
-from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
 from advanced_omi_backend.services.transcription import get_transcription_provider
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
 from advanced_omi_backend.utils.audio_utils import pcm_to_wav_bytes
 
 logger = logging.getLogger(__name__)
@@ -75,13 +74,19 @@ def _group_words_into_segments(words: list) -> list:
 
         if spk != current_speaker and current_words:
             # Flush previous segment
-            segments.append({
-                "start": current_words[0].get("start", 0.0),
-                "end": current_words[-1].get("end", 0.0),
-                "text": " ".join(cw.get("word", "") for cw in current_words),
-                "speaker": f"Speaker {current_speaker}" if current_speaker != -1 else "Unknown",
-                "words": list(current_words),
-            })
+            segments.append(
+                {
+                    "start": current_words[0].get("start", 0.0),
+                    "end": current_words[-1].get("end", 0.0),
+                    "text": " ".join(cw.get("word", "") for cw in current_words),
+                    "speaker": (
+                        f"Speaker {current_speaker}"
+                        if current_speaker != -1
+                        else "Unknown"
+                    ),
+                    "words": list(current_words),
+                }
+            )
             current_words = []
 
         current_speaker = spk
@@ -89,13 +94,17 @@ def _group_words_into_segments(words: list) -> list:
 
     # Flush last segment
     if current_words:
-        segments.append({
-            "start": current_words[0].get("start", 0.0),
-            "end": current_words[-1].get("end", 0.0),
-            "text": " ".join(cw.get("word", "") for cw in current_words),
-            "speaker": f"Speaker {current_speaker}" if current_speaker != -1 else "Unknown",
-            "words": list(current_words),
-        })
+        segments.append(
+            {
+                "start": current_words[0].get("start", 0.0),
+                "end": current_words[-1].get("end", 0.0),
+                "text": " ".join(cw.get("word", "") for cw in current_words),
+                "speaker": (
+                    f"Speaker {current_speaker}" if current_speaker != -1 else "Unknown"
+                ),
+                "words": list(current_words),
+            }
+        )
 
     return segments
 
@@ -145,8 +154,8 @@ def __init__(
 
         # Check if provider supports streaming diarization
         self._provider_has_diarization = (
-            hasattr(self.provider, 'capabilities')
-            and 'diarization' in self.provider.capabilities
+            hasattr(self.provider, "capabilities")
+            and "diarization" in self.provider.capabilities
         )
 
         # Stream configuration
@@ -160,7 +169,9 @@ def __init__(
         self.active_streams: Dict[str, Dict] = {}  # {stream_name: {"session_id": ...}}
 
         # Session tracking for WebSocket connections
-        self.active_sessions: Dict[str, Dict] = {}  # {session_id: {"last_activity": timestamp}}
+        self.active_sessions: Dict[str, Dict] = (
+            {}
+        )  # {session_id: {"last_activity": timestamp}}
 
         # Audio buffers for speaker identification (raw PCM bytes per session)
         self._audio_buffers: Dict[str, bytearray] = {}
@@ -180,7 +191,9 @@ async def discover_streams(self) -> list[str]:
                 cursor, match=self.stream_pattern, count=100
             )
             if keys:
-                streams.extend([k.decode() if isinstance(k, bytes) else k for k in keys])
+                streams.extend(
+                    [k.decode() if isinstance(k, bytes) else k for k in keys]
+                )
 
         return streams
 
@@ -188,16 +201,15 @@ async def setup_consumer_group(self, stream_name: str):
         """Create consumer group if it doesn't exist."""
         try:
             await self.redis_client.xgroup_create(
-                stream_name,
-                self.group_name,
-                "0",
-                mkstream=True
+                stream_name, self.group_name, "0", mkstream=True
             )
             logger.debug(f"Created consumer group {self.group_name} for {stream_name}")
         except redis_exceptions.ResponseError as e:
             if "BUSYGROUP" not in str(e):
                 raise
-            logger.debug(f"Consumer group {self.group_name} already exists for {stream_name}")
+            logger.debug(
+                f"Consumer group {self.group_name} already exists for {stream_name}"
+            )
 
     async def start_session_stream(self, session_id: str, sample_rate: int = 16000):
         """
@@ -258,7 +270,10 @@ async def end_session_stream(self, session_id: str):
                 has_word_speakers = (
                     self._provider_has_diarization
                     and words
-                    and any(isinstance(w, dict) and w.get("speaker") is not None for w in words)
+                    and any(
+                        isinstance(w, dict) and w.get("speaker") is not None
+                        for w in words
+                    )
                 )
 
                 if has_word_speakers:
@@ -266,21 +281,28 @@ async def end_session_stream(self, session_id: str):
                     speaker_name = None
                     speaker_confidence = 0.0
                 else:
-                    speaker_name, speaker_confidence = await self._identify_speaker(session_id)
+                    speaker_name, speaker_confidence = await self._identify_speaker(
+                        session_id
+                    )
 
                 if speaker_name:
                     final_result["speaker_name"] = speaker_name
                     final_result["speaker_confidence"] = speaker_confidence
 
                 await self.publish_to_client(
-                    session_id, final_result, is_final=True,
-                    speaker_name=speaker_name, speaker_confidence=speaker_confidence,
+                    session_id,
+                    final_result,
+                    is_final=True,
+                    speaker_name=speaker_name,
+                    speaker_confidence=speaker_confidence,
                 )
                 await self.store_final_result(session_id, final_result)
 
                 # Trigger plugins on final result
                 if self.plugin_router:
-                    await self.trigger_plugins(session_id, final_result, speaker_name=speaker_name)
+                    await self.trigger_plugins(
+                        session_id, final_result, speaker_name=speaker_name
+                    )
 
             self.active_sessions.pop(session_id, None)
             self._audio_buffers.pop(session_id, None)
@@ -288,7 +310,9 @@ async def end_session_stream(self, session_id: str):
             # Signal that streaming transcription is complete for this session
             completion_key = f"transcription:complete:{session_id}"
             await self.redis_client.set(completion_key, "1", ex=300)  # 5 min TTL
-            logger.info(f"Streaming transcription complete for {session_id} (signal set)")
+            logger.info(
+                f"Streaming transcription complete for {session_id} (signal set)"
+            )
 
         except Exception as e:
             logger.error(f"Error ending stream for {session_id}: {e}", exc_info=True)
@@ -300,7 +324,9 @@ async def end_session_stream(self, session_id: str):
             except Exception:
                 pass  # Best effort
 
-    async def process_audio_chunk(self, session_id: str, audio_chunk: bytes, chunk_id: str):
+    async def process_audio_chunk(
+        self, session_id: str, audio_chunk: bytes, chunk_id: str
+    ):
         """
         Process a single audio chunk through streaming transcription provider.
 
@@ -316,8 +342,7 @@ async def process_audio_chunk(self, session_id: str, audio_chunk: bytes, chunk_i
 
             # Send audio chunk to provider WebSocket and get result
             result = await self.provider.process_audio_chunk(
-                client_id=session_id,
-                audio_chunk=audio_chunk
+                client_id=session_id, audio_chunk=audio_chunk
             )
 
             # Update last activity
@@ -337,7 +362,7 @@ async def process_audio_chunk(self, session_id: str, audio_chunk: bytes, chunk_i
                 # Track transcript at each step
                 logger.info(
                     f"TRANSCRIPT session={session_id}, is_final={is_final}, "
-                    f"words={word_count}, text=\"{text}\""
+                    f'words={word_count}, text="{text}"'
                 )
 
                 if is_final:
@@ -345,7 +370,10 @@ async def process_audio_chunk(self, session_id: str, audio_chunk: bytes, chunk_i
                     has_word_speakers = (
                         self._provider_has_diarization
                         and words
-                        and any(isinstance(w, dict) and w.get("speaker") is not None for w in words)
+                        and any(
+                            isinstance(w, dict) and w.get("speaker") is not None
+                            for w in words
+                        )
                     )
 
                     if has_word_speakers:
@@ -355,7 +383,9 @@ async def process_audio_chunk(self, session_id: str, audio_chunk: bytes, chunk_i
                         speaker_confidence = 0.0
                     else:
                         # Identify speaker from buffered audio (non-diarizing providers)
-                        speaker_name, speaker_confidence = await self._identify_speaker(session_id)
+                        speaker_name, speaker_confidence = await self._identify_speaker(
+                            session_id
+                        )
 
                     if speaker_name:
                         result["speaker_name"] = speaker_name
@@ -363,26 +393,33 @@ async def process_audio_chunk(self, session_id: str, audio_chunk: bytes, chunk_i
 
                     # Publish to clients with speaker info
                     await self.publish_to_client(
-                        session_id, result, is_final=True,
-                        speaker_name=speaker_name, speaker_confidence=speaker_confidence,
+                        session_id,
+                        result,
+                        is_final=True,
+                        speaker_name=speaker_name,
+                        speaker_confidence=speaker_confidence,
                     )
 
                     logger.info(
                         f"TRANSCRIPT [STORE] session={session_id}, words={word_count}, "
                         f"speaker={speaker_name}, segments={len(result.get('segments', []))}, "
-                        f"text=\"{text}\""
+                        f'text="{text}"'
                     )
                     await self.store_final_result(session_id, result, chunk_id=chunk_id)
 
                     # Trigger plugins on final results only
                     if self.plugin_router:
-                        await self.trigger_plugins(session_id, result, speaker_name=speaker_name)
+                        await self.trigger_plugins(
+                            session_id, result, speaker_name=speaker_name
+                        )
                 else:
                     # Interim result — normalize words but no speaker identification
                     await self.publish_to_client(session_id, result, is_final=False)
 
         except Exception as e:
-            logger.error(f"Error processing audio chunk for {session_id}: {e}", exc_info=True)
+            logger.error(
+                f"Error processing audio chunk for {session_id}: {e}", exc_info=True
+            )
 
     async def _identify_speaker(self, session_id: str) -> tuple[Optional[str], float]:
         """Identify the speaker from buffered audio via speaker recognition service.
@@ -405,7 +442,9 @@ async def _identify_speaker(self, session_id: str) -> tuple[Optional[str], float
             user_id = await self._get_user_id_from_client_id(session_id)
 
             # Convert buffered PCM to WAV
-            wav_bytes = pcm_to_wav_bytes(bytes(buffer), sample_rate=16000, channels=1, sample_width=2)
+            wav_bytes = pcm_to_wav_bytes(
+                bytes(buffer), sample_rate=16000, channels=1, sample_width=2
+            )
 
             # Call speaker recognition service
             result = await self.speaker_client.identify_segment(
@@ -460,7 +499,7 @@ async def publish_to_client(
                 "words": result.get("words", []),
                 "segments": result.get("segments", []),
                 "confidence": result.get("confidence", 0.0),
-                "timestamp": time.time()
+                "timestamp": time.time(),
             }
 
             # Include speaker info on final results
@@ -472,12 +511,18 @@ async def publish_to_client(
             await self.redis_client.publish(channel, json.dumps(message))
 
             result_type = "FINAL" if is_final else "interim"
-            logger.debug(f"Published {result_type} result to {channel}: {message['text'][:50]}...")
+            logger.debug(
+                f"Published {result_type} result to {channel}: {message['text'][:50]}..."
+            )
 
         except Exception as e:
-            logger.error(f"Error publishing to client for {session_id}: {e}", exc_info=True)
+            logger.error(
+                f"Error publishing to client for {session_id}: {e}", exc_info=True
+            )
 
-    async def store_final_result(self, session_id: str, result: Dict, chunk_id: str = None):
+    async def store_final_result(
+        self, session_id: str, result: Dict, chunk_id: str = None
+    ):
         """
         Store final transcription result to Redis Stream.
 
@@ -512,10 +557,14 @@ async def store_final_result(self, session_id: str, result: Dict, chunk_id: str
             # Write to Redis Stream
             await self.redis_client.xadd(stream_name, entry)
 
-            logger.info(f"Stored final result to {stream_name}: {result.get('text', '')[:50]}... ({len(words)} words)")
+            logger.info(
+                f"Stored final result to {stream_name}: {result.get('text', '')[:50]}... ({len(words)} words)"
+            )
 
         except Exception as e:
-            logger.error(f"Error storing final result for {session_id}: {e}", exc_info=True)
+            logger.error(
+                f"Error storing final result for {session_id}: {e}", exc_info=True
+            )
 
     async def _get_user_id_from_client_id(self, client_id: str) -> Optional[str]:
         """
@@ -582,17 +631,17 @@ async def trigger_plugins(
                     # Don't block plugins on lookup failure
 
             plugin_data = {
-                'transcript': result.get("text", ""),
-                'session_id': session_id,
-                'words': result.get("words", []),
-                'segments': result.get("segments", []),
-                'confidence': result.get("confidence", 0.0),
-                'is_final': True,
+                "transcript": result.get("text", ""),
+                "session_id": session_id,
+                "words": result.get("words", []),
+                "segments": result.get("segments", []),
+                "confidence": result.get("confidence", 0.0),
+                "is_final": True,
             }
 
             # Include speaker info if available
             if speaker_name:
-                plugin_data['speaker_name'] = speaker_name
+                plugin_data["speaker_name"] = speaker_name
 
             # Dispatch transcript.streaming event
             logger.info(
@@ -604,16 +653,20 @@ async def trigger_plugins(
                 event=PluginEvent.TRANSCRIPT_STREAMING,
                 user_id=user_id,
                 data=plugin_data,
-                metadata={'client_id': session_id}
+                metadata={"client_id": session_id},
             )
 
             if plugin_results:
-                logger.info(f"Plugins triggered successfully: {len(plugin_results)} results")
+                logger.info(
+                    f"Plugins triggered successfully: {len(plugin_results)} results"
+                )
             else:
                 logger.info(f"No plugins triggered (no matching conditions)")
 
         except Exception as e:
-            logger.error(f"Error triggering plugins for {session_id}: {e}", exc_info=True)
+            logger.error(
+                f"Error triggering plugins for {session_id}: {e}", exc_info=True
+            )
 
     async def process_stream(self, stream_name: str):
         """
@@ -628,7 +681,7 @@ async def process_stream(self, stream_name: str):
         # Track this stream
         self.active_streams[stream_name] = {
             "session_id": session_id,
-            "started_at": time.time()
+            "started_at": time.time(),
         }
 
         # Read actual sample rate from the session's audio_format stored in Redis
@@ -639,9 +692,13 @@ async def process_stream(self, stream_name: str):
             if audio_format_raw:
                 audio_format = json.loads(audio_format_raw)
                 sample_rate = int(audio_format.get("rate", 16000))
-                logger.info(f"Read sample rate {sample_rate}Hz from session {session_id}")
+                logger.info(
+                    f"Read sample rate {sample_rate}Hz from session {session_id}"
+                )
         except Exception as e:
-            logger.warning(f"Failed to read audio_format from Redis for {session_id}: {e}")
+            logger.warning(
+                f"Failed to read audio_format from Redis for {session_id}: {e}"
+            )
 
         # Start WebSocket connection to transcription provider
         await self.start_session_stream(session_id, sample_rate=sample_rate)
@@ -658,44 +715,62 @@ async def process_stream(self, stream_name: str):
                         self.consumer_name,  # "streaming-worker-{pid}"
                         {stream_name: ">"},  # Read only new messages
                         count=10,
-                        block=1000  # Block for 1 second
+                        block=1000,  # Block for 1 second
                     )
 
                     if not messages:
                         # No new messages - check if stream is still alive
                         if session_id not in self.active_sessions:
-                            logger.info(f"Session {session_id} no longer active, ending stream processing")
+                            logger.info(
+                                f"Session {session_id} no longer active, ending stream processing"
+                            )
                             stream_ended = True
                         continue
 
                     for stream, stream_messages in messages:
-                        logger.debug(f"Read {len(stream_messages)} messages from {stream_name}")
+                        logger.debug(
+                            f"Read {len(stream_messages)} messages from {stream_name}"
+                        )
                         for message_id, fields in stream_messages:
-                            msg_id = message_id.decode() if isinstance(message_id, bytes) else message_id
+                            msg_id = (
+                                message_id.decode()
+                                if isinstance(message_id, bytes)
+                                else message_id
+                            )
 
                             # Check for end marker
-                            if fields.get(b'end_marker') or fields.get('end_marker'):
+                            if fields.get(b"end_marker") or fields.get("end_marker"):
                                 logger.info(f"End marker received for {session_id}")
                                 stream_ended = True
                                 # ACK the end marker
-                                await self.redis_client.xack(stream_name, self.group_name, msg_id)
+                                await self.redis_client.xack(
+                                    stream_name, self.group_name, msg_id
+                                )
                                 break
 
                             # Extract audio data (producer sends as 'audio_data', not 'audio_chunk')
-                            audio_chunk = fields.get(b'audio_data') or fields.get('audio_data')
+                            audio_chunk = fields.get(b"audio_data") or fields.get(
+                                "audio_data"
+                            )
                             if audio_chunk:
-                                logger.debug(f"Processing audio chunk {msg_id} ({len(audio_chunk)} bytes)")
+                                logger.debug(
+                                    f"Processing audio chunk {msg_id} ({len(audio_chunk)} bytes)"
+                                )
                                 # Process audio chunk through streaming provider
                                 await self.process_audio_chunk(
                                     session_id=session_id,
                                     audio_chunk=audio_chunk,
-                                    chunk_id=msg_id
+                                    chunk_id=msg_id,
                                 )
                             else:
-                                logger.warning(f"Message {msg_id} has no audio_data field")
+                                logger.warning(
+                                    f"Message {msg_id} has no audio_data field"
+                                )
 
                             # ACK the message after processing
-                            await self.redis_client.xack(stream_name, self.group_name, msg_id)
+                            await self.redis_client.xack(
+                                stream_name, self.group_name, msg_id
+                            )
 
                         if stream_ended:
                             break
@@ -703,14 +778,21 @@ async def process_stream(self, stream_name: str):
                 except redis_exceptions.ResponseError as e:
                     if "NOGROUP" in str(e):
                         # Stream has expired or been deleted - exit gracefully
-                        logger.info(f"Stream {stream_name} expired or deleted, ending processing")
+                        logger.info(
+                            f"Stream {stream_name} expired or deleted, ending processing"
+                        )
                         stream_ended = True
                         break
                     else:
-                        logger.error(f"Redis error reading from stream {stream_name}: {e}", exc_info=True)
+                        logger.error(
+                            f"Redis error reading from stream {stream_name}: {e}",
+                            exc_info=True,
+                        )
                         await asyncio.sleep(1)
                 except Exception as e:
-                    logger.error(f"Error reading from stream {stream_name}: {e}", exc_info=True)
+                    logger.error(
+                        f"Error reading from stream {stream_name}: {e}", exc_info=True
+                    )
                     await asyncio.sleep(1)
 
         finally:
@@ -727,7 +809,9 @@ async def process_stream(self, stream_name: str):
             try:
                 await self._try_delete_finished_stream(stream_name)
             except Exception as e:
-                logger.debug(f"Stream cleanup check failed for {stream_name} (non-fatal): {e}")
+                logger.debug(
+                    f"Stream cleanup check failed for {stream_name} (non-fatal): {e}"
+                )
 
     async def _try_delete_finished_stream(self, stream_name: str):
         """
@@ -743,7 +827,7 @@ async def _try_delete_finished_stream(self, stream_name: str):
         if not await self.redis_client.exists(stream_name):
             return
 
-        groups = await self.redis_client.execute_command('XINFO', 'GROUPS', stream_name)
+        groups = await self.redis_client.execute_command("XINFO", "GROUPS", stream_name)
         if not groups:
             return
 
@@ -753,7 +837,9 @@ async def _try_delete_finished_stream(self, stream_name: str):
         for group in groups:
             group_dict = {}
             for i in range(0, len(group), 2):
-                key = group[i].decode() if isinstance(group[i], bytes) else str(group[i])
+                key = (
+                    group[i].decode() if isinstance(group[i], bytes) else str(group[i])
+                )
                 value = group[i + 1]
                 if isinstance(value, bytes):
                     try:
@@ -818,7 +904,9 @@ async def start_consuming(self):
                     session_id = stream_name.replace("audio:stream:", "")
                     completion_key = f"transcription:complete:{session_id}"
                     if await self.redis_client.exists(completion_key):
-                        logger.debug(f"Stream {stream_name} already completed, skipping")
+                        logger.debug(
+                            f"Stream {stream_name} already completed, skipping"
+                        )
                         continue
 
                     # Setup consumer group (no manual lock needed)
@@ -829,7 +917,9 @@ async def start_consuming(self):
 
                     # Spawn task to process this stream
                     asyncio.create_task(self.process_stream(stream_name))
-                    logger.info(f"Now consuming from {stream_name} (group: {self.group_name})")
+                    logger.info(
+                        f"Now consuming from {stream_name} (group: {self.group_name})"
+                    )
 
                 # Sleep before next discovery cycle (1s for fast discovery)
                 await asyncio.sleep(1)
diff --git a/backends/advanced/src/advanced_omi_backend/speaker_recognition_client.py b/backends/advanced/src/advanced_omi_backend/speaker_recognition_client.py
index 98ab5ce5..cb77e630 100644
--- a/backends/advanced/src/advanced_omi_backend/speaker_recognition_client.py
+++ b/backends/advanced/src/advanced_omi_backend/speaker_recognition_client.py
@@ -71,7 +71,9 @@ def __init__(self, service_url: Optional[str] = None):
             # Disabled in config
             self.enabled = False
             self.service_url = None
-            logger.info("Speaker recognition client disabled (config.yml enabled=false)")
+            logger.info(
+                "Speaker recognition client disabled (config.yml enabled=false)"
+            )
             return
 
         # Enabled - determine URL (priority: param > config > env var)
@@ -83,9 +85,13 @@ def __init__(self, service_url: Optional[str] = None):
         self.enabled = bool(self.service_url)
 
         if self.enabled:
-            logger.info(f"Speaker recognition client initialized with URL: {self.service_url}")
+            logger.info(
+                f"Speaker recognition client initialized with URL: {self.service_url}"
+            )
         else:
-            logger.info("Speaker recognition client disabled (no service URL configured)")
+            logger.info(
+                "Speaker recognition client disabled (no service URL configured)"
+            )
 
     def calculate_timeout(self, audio_duration: Optional[float]) -> float:
         """
@@ -100,7 +106,9 @@ def calculate_timeout(self, audio_duration: Optional[float]) -> float:
             Calculated timeout in seconds
         """
         BASE_TIMEOUT = 30.0  # Minimum timeout for short files
-        TIMEOUT_MULTIPLIER = 8.0  # Processing speed ratio (e.g., 1 min audio = 8 min timeout)
+        TIMEOUT_MULTIPLIER = (
+            8.0  # Processing speed ratio (e.g., 1 min audio = 8 min timeout)
+        )
         MAX_TIMEOUT = 600.0  # 10 minute cap for very long files
 
         if audio_duration is None or audio_duration <= 0:
@@ -121,7 +129,7 @@ async def diarize_identify_match(
         conversation_id: str,
         backend_token: str,
         transcript_data: Dict,
-        user_id: Optional[str] = None
+        user_id: Optional[str] = None,
     ) -> Dict:
         """
         Perform diarization, speaker identification, and word-to-speaker matching.
@@ -139,7 +147,7 @@ async def diarize_identify_match(
             Dictionary containing segments with matched text and speaker identification
         """
         # Use mock client if configured
-        if hasattr(self, '_mock_client'):
+        if hasattr(self, "_mock_client"):
             return await self._mock_client.diarize_identify_match(
                 conversation_id, backend_token, transcript_data, user_id
             )
@@ -150,17 +158,23 @@ async def diarize_identify_match(
 
         # Fetch conversation to get audio duration for timeout calculation
         from advanced_omi_backend.models.conversation import Conversation
-        conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
+
+        conversation = await Conversation.find_one(
+            Conversation.conversation_id == conversation_id
+        )
         audio_duration = conversation.audio_total_duration if conversation else None
 
         # Calculate proportional timeout based on audio duration
         timeout = self.calculate_timeout(audio_duration)
 
         try:
-            logger.info(f"🎤 Calling speaker service with conversation_id: {conversation_id[:12]}...")
+            logger.info(
+                f"🎤 Calling speaker service with conversation_id: {conversation_id[:12]}..."
+            )
 
             # Read diarization source from config system
             from advanced_omi_backend.config import get_diarization_settings
+
             config = get_diarization_settings()
             diarization_source = config.get("diarization_source", "pyannote")
 
@@ -173,51 +187,81 @@ async def diarize_identify_match(
                 if diarization_source == "deepgram":
                     # DEEPGRAM DIARIZATION PATH: We EXPECT transcript has speaker info from Deepgram
                     # Only need speaker identification of existing segments
-                    logger.info("Using Deepgram diarization path - transcript should have speaker segments, identifying speakers")
+                    logger.info(
+                        "Using Deepgram diarization path - transcript should have speaker segments, identifying speakers"
+                    )
 
                     # TODO: Implement proper speaker identification for Deepgram segments
                     # For now, use diarize-identify-match as fallback until we implement segment identification
-                    logger.warning("Deepgram segment identification not yet implemented, using diarize-identify-match as fallback")
+                    logger.warning(
+                        "Deepgram segment identification not yet implemented, using diarize-identify-match as fallback"
+                    )
 
                     form_data.add_field("transcript_data", json.dumps(transcript_data))
-                    form_data.add_field("user_id", "1")  # TODO: Implement proper user mapping
-                    form_data.add_field("similarity_threshold", str(config.get("similarity_threshold", 0.45)))
-                    form_data.add_field("min_duration", str(config.get("min_duration", 0.5)))
+                    form_data.add_field(
+                        "user_id", "1"
+                    )  # TODO: Implement proper user mapping
+                    form_data.add_field(
+                        "similarity_threshold",
+                        str(config.get("similarity_threshold", 0.45)),
+                    )
+                    form_data.add_field(
+                        "min_duration", str(config.get("min_duration", 0.5))
+                    )
 
                     # Use /v1/diarize-identify-match endpoint as fallback
                     endpoint = "/v1/diarize-identify-match"
 
                 else:  # pyannote (default)
                     # PYANNOTE PATH: Backend has transcript, need diarization + speaker identification
-                    logger.info("Using Pyannote path - diarizing backend transcript and identifying speakers")
+                    logger.info(
+                        "Using Pyannote path - diarizing backend transcript and identifying speakers"
+                    )
 
                     # Send existing transcript for diarization and speaker matching
                     form_data.add_field("transcript_data", json.dumps(transcript_data))
-                    form_data.add_field("user_id", "1")  # TODO: Implement proper user mapping
-                    form_data.add_field("similarity_threshold", str(config.get("similarity_threshold", 0.45)))
+                    form_data.add_field(
+                        "user_id", "1"
+                    )  # TODO: Implement proper user mapping
+                    form_data.add_field(
+                        "similarity_threshold",
+                        str(config.get("similarity_threshold", 0.45)),
+                    )
 
                     # Add pyannote diarization parameters
-                    form_data.add_field("min_duration", str(config.get("min_duration", 0.5)))
+                    form_data.add_field(
+                        "min_duration", str(config.get("min_duration", 0.5))
+                    )
                     form_data.add_field("collar", str(config.get("collar", 2.0)))
-                    form_data.add_field("min_duration_off", str(config.get("min_duration_off", 1.5)))
+                    form_data.add_field(
+                        "min_duration_off", str(config.get("min_duration_off", 1.5))
+                    )
                     if config.get("min_speakers"):
-                        form_data.add_field("min_speakers", str(config.get("min_speakers")))
+                        form_data.add_field(
+                            "min_speakers", str(config.get("min_speakers"))
+                        )
                     if config.get("max_speakers"):
-                        form_data.add_field("max_speakers", str(config.get("max_speakers")))
+                        form_data.add_field(
+                            "max_speakers", str(config.get("max_speakers"))
+                        )
 
                     # Use /v1/diarize-identify-match endpoint for backend integration
                     endpoint = "/v1/diarize-identify-match"
 
                 # Make the request to the consolidated endpoint
                 request_url = f"{self.service_url}{endpoint}"
-                logger.info(f"🎤 DEBUG: Making request to speaker service URL: {request_url}")
+                logger.info(
+                    f"🎤 DEBUG: Making request to speaker service URL: {request_url}"
+                )
 
                 async with session.post(
                     request_url,
                     data=form_data,
                     timeout=aiohttp.ClientTimeout(total=timeout),
                 ) as response:
-                    logger.info(f"🎤 Speaker service response status: {response.status}")
+                    logger.info(
+                        f"🎤 Speaker service response status: {response.status}"
+                    )
 
                     if response.status != 200:
                         response_text = await response.text()
@@ -230,7 +274,9 @@ async def diarize_identify_match(
 
                     # Log basic result info
                     num_segments = len(result.get("segments", []))
-                    logger.info(f"🎤 Speaker recognition returned {num_segments} segments")
+                    logger.info(
+                        f"🎤 Speaker recognition returned {num_segments} segments"
+                    )
 
                     return result
 
@@ -270,20 +316,30 @@ async def identify_segment(
             )
 
         if not self.enabled:
-            return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "unknown"}
+            return {
+                "found": False,
+                "speaker_name": None,
+                "confidence": 0.0,
+                "status": "unknown",
+            }
 
         try:
             async with aiohttp.ClientSession() as session:
                 form_data = aiohttp.FormData()
                 form_data.add_field(
-                    "file", audio_wav_bytes, filename="segment.wav", content_type="audio/wav"
+                    "file",
+                    audio_wav_bytes,
+                    filename="segment.wav",
+                    content_type="audio/wav",
                 )
                 # TODO: Implement proper user mapping between MongoDB ObjectIds and speaker service integer IDs
                 # Speaker service expects integer user_id, not MongoDB ObjectId strings
                 if user_id is not None:
                     form_data.add_field("user_id", "1")
                 if similarity_threshold is not None:
-                    form_data.add_field("similarity_threshold", str(similarity_threshold))
+                    form_data.add_field(
+                        "similarity_threshold", str(similarity_threshold)
+                    )
 
                 async with session.post(
                     f"{self.service_url}/identify",
@@ -292,23 +348,50 @@ async def identify_segment(
                 ) as response:
                     if response.status != 200:
                         response_text = await response.text()
-                        logger.warning(f"🎤 /identify returned status {response.status}: {response_text}")
-                        return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "error"}
+                        logger.warning(
+                            f"🎤 /identify returned status {response.status}: {response_text}"
+                        )
+                        return {
+                            "found": False,
+                            "speaker_name": None,
+                            "confidence": 0.0,
+                            "status": "error",
+                        }
 
                     return await response.json()
 
         except ClientConnectorError as e:
             logger.error(f"🎤 Failed to connect to speaker service /identify: {e}")
-            return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "error"}
+            return {
+                "found": False,
+                "speaker_name": None,
+                "confidence": 0.0,
+                "status": "error",
+            }
         except asyncio.TimeoutError:
             logger.error("🎤 Timeout calling speaker service /identify")
-            return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "error"}
+            return {
+                "found": False,
+                "speaker_name": None,
+                "confidence": 0.0,
+                "status": "error",
+            }
         except aiohttp.ClientError as e:
             logger.warning(f"🎤 Client error during /identify: {e}")
-            return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "error"}
+            return {
+                "found": False,
+                "speaker_name": None,
+                "confidence": 0.0,
+                "status": "error",
+            }
         except Exception as e:
             logger.error(f"🎤 Error during /identify: {e}")
-            return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "error"}
+            return {
+                "found": False,
+                "speaker_name": None,
+                "confidence": 0.0,
+                "status": "error",
+            }
 
     async def identify_provider_segments(
         self,
@@ -339,8 +422,11 @@ async def identify_provider_segments(
         """
         if hasattr(self, "_mock_client"):
             return await self._mock_client.identify_provider_segments(
-                conversation_id, segments, user_id,
-                per_segment=per_segment, min_segment_duration=min_segment_duration,
+                conversation_id,
+                segments,
+                user_id,
+                per_segment=per_segment,
+                min_segment_duration=min_segment_duration,
             )
 
         if not self.enabled:
@@ -400,11 +486,15 @@ def _is_non_speech(seg: Dict) -> bool:
         # For each label, pick top N longest segments >= min_segment_duration
         label_samples: Dict[str, List[Dict]] = {}
         for label, segs in label_groups.items():
-            eligible = [s for s in segs if (s["end"] - s["start"]) >= min_segment_duration]
+            eligible = [
+                s for s in segs if (s["end"] - s["start"]) >= min_segment_duration
+            ]
             eligible.sort(key=lambda s: s["end"] - s["start"], reverse=True)
             label_samples[label] = eligible[:MAX_SAMPLES_PER_LABEL]
             if not label_samples[label]:
-                logger.info(f"🎤 Label '{label}': no segments >= {min_segment_duration}s, skipping identification")
+                logger.info(
+                    f"🎤 Label '{label}': no segments >= {min_segment_duration}s, skipping identification"
+                )
 
         # Extract audio and identify concurrently with semaphore
         semaphore = asyncio.Semaphore(3)
@@ -416,11 +506,15 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
                         conversation_id, seg["start"], seg["end"]
                     )
                     result = await self.identify_segment(
-                        wav_bytes, user_id=user_id, similarity_threshold=similarity_threshold
+                        wav_bytes,
+                        user_id=user_id,
+                        similarity_threshold=similarity_threshold,
                     )
                     return result
                 except Exception as e:
-                    logger.warning(f"🎤 Failed to identify segment [{seg['start']:.1f}-{seg['end']:.1f}]: {e}")
+                    logger.warning(
+                        f"🎤 Failed to identify segment [{seg['start']:.1f}-{seg['end']:.1f}]: {e}"
+                    )
                     return None
 
         # Collect identification tasks
@@ -456,7 +550,10 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
                 # Pick name with most votes, break ties by average confidence
                 best_name = max(
                     name_votes.keys(),
-                    key=lambda n: (len(name_votes[n]), sum(name_votes[n]) / len(name_votes[n])),
+                    key=lambda n: (
+                        len(name_votes[n]),
+                        sum(name_votes[n]) / len(name_votes[n]),
+                    ),
                 )
                 avg_confidence = sum(name_votes[best_name]) / len(name_votes[best_name])
                 label_mapping[label] = (best_name, avg_confidence)
@@ -465,7 +562,9 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
                     f"({len(name_votes[best_name])}/{len(tasks)} votes, conf={avg_confidence:.3f})"
                 )
             else:
-                logger.info(f"🎤 Label '{label}' -> no identification (keeping original)")
+                logger.info(
+                    f"🎤 Label '{label}' -> no identification (keeping original)"
+                )
 
         # Build result segments in same format as diarize_identify_match()
         # Non-speech segments are kept but not speaker-identified
@@ -473,26 +572,30 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
         for i, seg in enumerate(segments):
             label = seg.get("speaker", "Unknown")
             if i in non_speech_indices:
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": label,
-                    "confidence": 0.0,
-                    "status": "non_speech",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": label,
+                        "confidence": 0.0,
+                        "status": "non_speech",
+                    }
+                )
             else:
                 mapped = label_mapping.get(label)
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": mapped[0] if mapped else None,
-                    "confidence": mapped[1] if mapped else 0.0,
-                    "status": "identified" if mapped else "unknown",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": mapped[0] if mapped else None,
+                        "confidence": mapped[1] if mapped else 0.0,
+                        "status": "identified" if mapped else "unknown",
+                    }
+                )
 
         identified_count = sum(1 for m in label_mapping.values() if m)
         logger.info(
@@ -548,7 +651,9 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
                         conversation_id, seg["start"], seg["end"]
                     )
                     return await self.identify_segment(
-                        wav_bytes, user_id=user_id, similarity_threshold=similarity_threshold
+                        wav_bytes,
+                        user_id=user_id,
+                        similarity_threshold=similarity_threshold,
                     )
                 except Exception as e:
                     logger.warning(
@@ -582,15 +687,17 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
             label = seg.get("speaker", "Unknown")
 
             if i in non_speech_indices:
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": label,
-                    "confidence": 0.0,
-                    "status": "non_speech",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": label,
+                        "confidence": 0.0,
+                        "status": "non_speech",
+                    }
+                )
                 continue
 
             # Find the matching task entry
@@ -599,15 +706,17 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
 
             if task is None:
                 # Too short for identification
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": None,
-                    "confidence": 0.0,
-                    "status": "too_short",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": None,
+                        "confidence": 0.0,
+                        "status": "too_short",
+                    }
+                )
                 continue
 
             try:
@@ -618,52 +727,60 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
             # None result means _identify_one raised an exception (audio reconstruction or service call)
             if result is None:
                 error_count += 1
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": None,
-                    "confidence": 0.0,
-                    "status": "error",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": None,
+                        "confidence": 0.0,
+                        "status": "error",
+                    }
+                )
                 continue
 
             if result.get("found"):
                 name = result.get("speaker_name", label)
                 confidence = result.get("confidence", 0.0)
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": name,
-                    "confidence": confidence,
-                    "status": "identified",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": name,
+                        "confidence": confidence,
+                        "status": "identified",
+                    }
+                )
                 identified_count += 1
             elif result and result.get("status") == "error":
                 # Speaker service returned an error (500, timeout, etc.)
                 error_count += 1
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": None,
-                    "confidence": 0.0,
-                    "status": "error",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": None,
+                        "confidence": 0.0,
+                        "status": "error",
+                    }
+                )
             else:
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": None,
-                    "confidence": 0.0,
-                    "status": "unknown",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": None,
+                        "confidence": 0.0,
+                        "status": "unknown",
+                    }
+                )
 
         logger.info(
             f"🎤 Per-segment identification complete: "
@@ -687,7 +804,10 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
         return result
 
     async def diarize_and_identify(
-        self, audio_data: bytes, words: None, user_id: Optional[str] = None  # NOT IMPLEMENTED
+        self,
+        audio_data: bytes,
+        words: None,
+        user_id: Optional[str] = None,  # NOT IMPLEMENTED
     ) -> Dict:
         """
         Perform diarization and speaker identification using the speaker recognition service.
@@ -715,7 +835,9 @@ async def diarize_and_identify(
 
             # Estimate audio duration from data size (assuming 16kHz, 16-bit PCM)
             # WAV header is typically 44 bytes
-            estimated_duration = (len(audio_data) - 44) / 32000  # 16000 Hz * 2 bytes per sample
+            estimated_duration = (
+                len(audio_data) - 44
+            ) / 32000  # 16000 Hz * 2 bytes per sample
             timeout = self.calculate_timeout(estimated_duration)
 
             # Call the speaker recognition service
@@ -733,7 +855,9 @@ async def diarize_and_identify(
 
                 # Add all diarization parameters for the diarize-and-identify endpoint
                 min_duration = diarization_settings.get("min_duration", 0.5)
-                similarity_threshold = diarization_settings.get("similarity_threshold", 0.45)
+                similarity_threshold = diarization_settings.get(
+                    "similarity_threshold", 0.45
+                )
                 collar = diarization_settings.get("collar", 2.0)
                 min_duration_off = diarization_settings.get("min_duration_off", 1.5)
 
@@ -743,9 +867,13 @@ async def diarize_and_identify(
                 form_data.add_field("min_duration_off", str(min_duration_off))
 
                 if diarization_settings.get("min_speakers"):
-                    form_data.add_field("min_speakers", str(diarization_settings["min_speakers"]))
+                    form_data.add_field(
+                        "min_speakers", str(diarization_settings["min_speakers"])
+                    )
                 if diarization_settings.get("max_speakers"):
-                    form_data.add_field("max_speakers", str(diarization_settings["max_speakers"]))
+                    form_data.add_field(
+                        "max_speakers", str(diarization_settings["max_speakers"])
+                    )
 
                 form_data.add_field("identify_only_enrolled", "false")
                 # TODO: Implement proper user mapping between MongoDB ObjectIds and speaker service integer IDs
@@ -776,40 +904,57 @@ async def diarize_and_identify(
                         return {"segments": []}
 
                     result = await response.json()
-                    segments_count = len(result.get('segments', []))
-                    logger.info(f"🎤 [DIARIZE] ✅ Speaker service returned {segments_count} segments")
+                    segments_count = len(result.get("segments", []))
+                    logger.info(
+                        f"🎤 [DIARIZE] ✅ Speaker service returned {segments_count} segments"
+                    )
 
                     # Log details about identified speakers
                     if segments_count > 0:
                         identified_names = set()
-                        for seg in result.get('segments', []):
-                            identified_as = seg.get('identified_as')
-                            if identified_as and identified_as != 'Unknown':
+                        for seg in result.get("segments", []):
+                            identified_as = seg.get("identified_as")
+                            if identified_as and identified_as != "Unknown":
                                 identified_names.add(identified_as)
 
                         if identified_names:
-                            logger.info(f"🎤 [DIARIZE] Identified speakers in segments: {identified_names}")
+                            logger.info(
+                                f"🎤 [DIARIZE] Identified speakers in segments: {identified_names}"
+                            )
                         else:
-                            logger.warning(f"🎤 [DIARIZE] No identified speakers found in {segments_count} segments")
+                            logger.warning(
+                                f"🎤 [DIARIZE] No identified speakers found in {segments_count} segments"
+                            )
 
                     return result
 
         except ClientConnectorError as e:
-            logger.error(f"🎤 [DIARIZE] ❌ Failed to connect to speaker recognition service at {self.service_url}: {e}")
+            logger.error(
+                f"🎤 [DIARIZE] ❌ Failed to connect to speaker recognition service at {self.service_url}: {e}"
+            )
             return {"error": "connection_failed", "message": str(e), "segments": []}
         except asyncio.TimeoutError as e:
-            logger.error(f"🎤 [DIARIZE] ❌ Timeout connecting to speaker recognition service: {e}")
+            logger.error(
+                f"🎤 [DIARIZE] ❌ Timeout connecting to speaker recognition service: {e}"
+            )
             return {"error": "timeout", "message": str(e), "segments": []}
         except aiohttp.ClientError as e:
-            logger.warning(f"🎤 [DIARIZE] ❌ Client error during speaker recognition: {e}")
+            logger.warning(
+                f"🎤 [DIARIZE] ❌ Client error during speaker recognition: {e}"
+            )
             return {"error": "client_error", "message": str(e), "segments": []}
         except Exception as e:
-            logger.error(f"🎤 [DIARIZE] ❌ Error during speaker diarization and identification: {e}")
+            logger.error(
+                f"🎤 [DIARIZE] ❌ Error during speaker diarization and identification: {e}"
+            )
             import traceback
+
             logger.debug(traceback.format_exc())
             return {"error": "unknown_error", "message": str(e), "segments": []}
 
-    async def identify_speakers(self, audio_path: str, segments: List[Dict]) -> Dict[str, str]:
+    async def identify_speakers(
+        self, audio_path: str, segments: List[Dict]
+    ) -> Dict[str, str]:
         """
         Identify speakers in audio segments using the speaker recognition service.
 
@@ -835,11 +980,14 @@ async def identify_speakers(self, audio_path: str, segments: List[Dict]) -> Dict
 
             # Get audio duration for timeout calculation
             import wave
+
             try:
                 with wave.open(audio_path, "rb") as wav_file:
                     frame_count = wav_file.getnframes()
                     sample_rate = wav_file.getframerate()
-                    audio_duration = frame_count / sample_rate if sample_rate > 0 else None
+                    audio_duration = (
+                        frame_count / sample_rate if sample_rate > 0 else None
+                    )
             except Exception as e:
                 logger.warning(f"Failed to get audio duration from {audio_path}: {e}")
                 audio_duration = None
@@ -853,7 +1001,10 @@ async def identify_speakers(self, audio_path: str, segments: List[Dict]) -> Dict
                 with open(audio_path, "rb") as audio_file:
                     form_data = aiohttp.FormData()
                     form_data.add_field(
-                        "file", audio_file, filename=Path(audio_path).name, content_type="audio/wav"
+                        "file",
+                        audio_file,
+                        filename=Path(audio_path).name,
+                        content_type="audio/wav",
                     )
                     # Get current diarization settings
                     from advanced_omi_backend.config import get_diarization_settings
@@ -861,14 +1012,29 @@ async def identify_speakers(self, audio_path: str, segments: List[Dict]) -> Dict
                     _diarization_settings = get_diarization_settings()
 
                     # Add all diarization parameters for the diarize-and-identify endpoint
-                    form_data.add_field("min_duration", str(_diarization_settings.get("min_duration", 0.5)))
-                    form_data.add_field("similarity_threshold", str(_diarization_settings.get("similarity_threshold", 0.45)))
-                    form_data.add_field("collar", str(_diarization_settings.get("collar", 2.0)))
-                    form_data.add_field("min_duration_off", str(_diarization_settings.get("min_duration_off", 1.5)))
+                    form_data.add_field(
+                        "min_duration",
+                        str(_diarization_settings.get("min_duration", 0.5)),
+                    )
+                    form_data.add_field(
+                        "similarity_threshold",
+                        str(_diarization_settings.get("similarity_threshold", 0.45)),
+                    )
+                    form_data.add_field(
+                        "collar", str(_diarization_settings.get("collar", 2.0))
+                    )
+                    form_data.add_field(
+                        "min_duration_off",
+                        str(_diarization_settings.get("min_duration_off", 1.5)),
+                    )
                     if _diarization_settings.get("min_speakers"):
-                        form_data.add_field("min_speakers", str(_diarization_settings["min_speakers"]))
+                        form_data.add_field(
+                            "min_speakers", str(_diarization_settings["min_speakers"])
+                        )
                     if _diarization_settings.get("max_speakers"):
-                        form_data.add_field("max_speakers", str(_diarization_settings["max_speakers"]))
+                        form_data.add_field(
+                            "max_speakers", str(_diarization_settings["max_speakers"])
+                        )
                     form_data.add_field("identify_only_enrolled", "false")
 
                     # Make the request
@@ -886,7 +1052,9 @@ async def identify_speakers(self, audio_path: str, segments: List[Dict]) -> Dict
                         result = await response.json()
 
                         # Process the response to create speaker mapping
-                        speaker_mapping = self._process_diarization_result(result, segments)
+                        speaker_mapping = self._process_diarization_result(
+                            result, segments
+                        )
 
                         if speaker_mapping:
                             logger.info(f"Speaker mapping created: {speaker_mapping}")
@@ -941,14 +1109,18 @@ def _process_diarization_result(
                 for seg in segments_for_speaker:
                     identified_name = seg.get("identified_as")
                     if identified_name and identified_name != "Unknown":
-                        name_counts[identified_name] = name_counts.get(identified_name, 0) + 1
+                        name_counts[identified_name] = (
+                            name_counts.get(identified_name, 0) + 1
+                        )
 
                 # Assign the most common identified name, or unknown if none found
                 if name_counts:
                     best_name = max(name_counts.items(), key=lambda x: x[1])[0]
                     speaker_mapping[generic_speaker] = best_name
                 else:
-                    speaker_mapping[generic_speaker] = f"unknown_speaker_{unknown_counter}"
+                    speaker_mapping[generic_speaker] = (
+                        f"unknown_speaker_{unknown_counter}"
+                    )
                     unknown_counter += 1
 
             logger.info(f"🎤 Speaker mapping: {speaker_mapping}")
@@ -978,7 +1150,9 @@ async def get_enrolled_speakers(self, user_id: Optional[str] = None) -> Dict:
                     timeout=aiohttp.ClientTimeout(total=10),
                 ) as response:
                     if response.status != 200:
-                        logger.warning(f"🎤 Failed to get enrolled speakers: status {response.status}")
+                        logger.warning(
+                            f"🎤 Failed to get enrolled speakers: status {response.status}"
+                        )
                         return {"speakers": []}
 
                     result = await response.json()
@@ -993,7 +1167,9 @@ async def get_enrolled_speakers(self, user_id: Optional[str] = None) -> Dict:
             logger.error(f"🎤 Error getting enrolled speakers: {e}")
             return {"speakers": []}
 
-    async def get_speaker_by_name(self, speaker_name: str, user_id: int = 1) -> Optional[Dict]:
+    async def get_speaker_by_name(
+        self, speaker_name: str, user_id: int = 1
+    ) -> Optional[Dict]:
         """
         Look up enrolled speaker by name.
 
@@ -1016,19 +1192,25 @@ async def get_speaker_by_name(self, speaker_name: str, user_id: int = 1) -> Opti
                     timeout=aiohttp.ClientTimeout(total=10),
                 ) as response:
                     if response.status != 200:
-                        logger.warning(f"🎤 Failed to get speakers: status {response.status}")
+                        logger.warning(
+                            f"🎤 Failed to get speakers: status {response.status}"
+                        )
                         return None
 
                     result = await response.json()
                     speakers = result.get("speakers", [])
-                    
+
                     # Case-insensitive name match
                     for speaker in speakers:
                         if speaker["name"].lower() == speaker_name.lower():
-                            logger.info(f"🎤 Found speaker '{speaker_name}' with ID: {speaker['id']}")
+                            logger.info(
+                                f"🎤 Found speaker '{speaker_name}' with ID: {speaker['id']}"
+                            )
                             return speaker
-                    
-                    logger.info(f"🎤 Speaker '{speaker_name}' not found in {len(speakers)} enrolled speakers")
+
+                    logger.info(
+                        f"🎤 Speaker '{speaker_name}' not found in {len(speakers)} enrolled speakers"
+                    )
                     return None
 
         except aiohttp.ClientError as e:
@@ -1061,8 +1243,10 @@ async def enroll_new_speaker(
 
             # Generate speaker ID: user_{user_id}_speaker_{random_hex}
             speaker_id = f"user_{user_id}_speaker_{uuid.uuid4().hex[:12]}"
-            
-            logger.info(f"🎤 Enrolling new speaker '{speaker_name}' with ID: {speaker_id}")
+
+            logger.info(
+                f"🎤 Enrolling new speaker '{speaker_name}' with ID: {speaker_id}"
+            )
 
             async with aiohttp.ClientSession() as session:
                 form_data = aiohttp.FormData()
@@ -1116,7 +1300,10 @@ async def append_to_speaker(self, speaker_id: str, audio_data: bytes) -> Dict:
             async with aiohttp.ClientSession() as session:
                 form_data = aiohttp.FormData()
                 form_data.add_field(
-                    "files", audio_data, filename="segment.wav", content_type="audio/wav"
+                    "files",
+                    audio_data,
+                    filename="segment.wav",
+                    content_type="audio/wav",
                 )
                 form_data.add_field("speaker_id", speaker_id)
 
@@ -1149,7 +1336,7 @@ async def check_if_enrolled_speaker_present(
         client_id: str,
         session_id: str,
         user_id: str,
-        transcription_results: List[dict]
+        transcription_results: List[dict],
     ) -> tuple[bool, dict]:
         """
         Check if any enrolled speakers are present in the transcription results.
@@ -1173,19 +1360,29 @@ async def check_if_enrolled_speaker_present(
             extract_audio_for_results,
         )
 
-        logger.info(f"🎤 [SPEAKER CHECK] Starting speaker check for session {session_id}")
+        logger.info(
+            f"🎤 [SPEAKER CHECK] Starting speaker check for session {session_id}"
+        )
         logger.info(f"🎤 [SPEAKER CHECK] Client: {client_id}, User: {user_id}")
-        logger.info(f"🎤 [SPEAKER CHECK] Transcription results count: {len(transcription_results)}")
+        logger.info(
+            f"🎤 [SPEAKER CHECK] Transcription results count: {len(transcription_results)}"
+        )
 
         # Get enrolled speakers for this user
-        logger.info(f"🎤 [SPEAKER CHECK] Fetching enrolled speakers for user {user_id}...")
+        logger.info(
+            f"🎤 [SPEAKER CHECK] Fetching enrolled speakers for user {user_id}..."
+        )
         enrolled_result = await self.get_enrolled_speakers(user_id)
-        enrolled_speakers = set(speaker["name"] for speaker in enrolled_result.get("speakers", []))
+        enrolled_speakers = set(
+            speaker["name"] for speaker in enrolled_result.get("speakers", [])
+        )
 
         logger.info(f"🎤 [SPEAKER CHECK] Enrolled speakers: {enrolled_speakers}")
 
         if not enrolled_speakers:
-            logger.warning("🎤 [SPEAKER CHECK] No enrolled speakers found, allowing conversation")
+            logger.warning(
+                "🎤 [SPEAKER CHECK] No enrolled speakers found, allowing conversation"
+            )
             return (True, {})  # If no enrolled speakers, allow all conversations
 
         # Extract audio chunks (PCM format)
@@ -1194,11 +1391,13 @@ async def check_if_enrolled_speaker_present(
             redis_client=redis_client,
             client_id=client_id,
             session_id=session_id,
-            transcription_results=transcription_results
+            transcription_results=transcription_results,
         )
 
         if not pcm_data:
-            logger.warning("🎤 [SPEAKER CHECK] No audio data extracted, skipping speaker check")
+            logger.warning(
+                "🎤 [SPEAKER CHECK] No audio data extracted, skipping speaker check"
+            )
             return (False, {})
 
         audio_size_kb = len(pcm_data) / 1024
@@ -1211,17 +1410,23 @@ async def check_if_enrolled_speaker_present(
         from advanced_omi_backend.utils.audio_utils import pcm_to_wav_bytes
 
         logger.info(f"🎤 [SPEAKER CHECK] Converting PCM to WAV in memory...")
-        wav_data = pcm_to_wav_bytes(pcm_data, sample_rate=16000, channels=1, sample_width=2)
+        wav_data = pcm_to_wav_bytes(
+            pcm_data, sample_rate=16000, channels=1, sample_width=2
+        )
 
-        logger.info(f"🎤 [SPEAKER CHECK] WAV created in memory: {len(wav_data) / 1024 / 1024:.2f} MB")
+        logger.info(
+            f"🎤 [SPEAKER CHECK] WAV created in memory: {len(wav_data) / 1024 / 1024:.2f} MB"
+        )
 
         try:
             # Run speaker recognition (diarize and identify) with in-memory audio
-            logger.info(f"🎤 [SPEAKER CHECK] Calling diarize_and_identify with in-memory audio...")
+            logger.info(
+                f"🎤 [SPEAKER CHECK] Calling diarize_and_identify with in-memory audio..."
+            )
             result = await self.diarize_and_identify(
                 audio_data=wav_data,  # Pass bytes directly, no temp file!
                 words=None,
-                user_id=user_id
+                user_id=user_id,
             )
 
             logger.info(f"🎤 [SPEAKER CHECK] Speaker recognition result: {result}")
@@ -1229,7 +1434,9 @@ async def check_if_enrolled_speaker_present(
             # Check if any identified speakers are enrolled
             identified_speakers = set()
             segments_count = len(result.get("segments", []))
-            logger.info(f"🎤 [SPEAKER CHECK] Processing {segments_count} segments from speaker recognition")
+            logger.info(
+                f"🎤 [SPEAKER CHECK] Processing {segments_count} segments from speaker recognition"
+            )
 
             for idx, segment in enumerate(result.get("segments", [])):
                 identified_name = segment.get("identified_as")
@@ -1245,25 +1452,40 @@ async def check_if_enrolled_speaker_present(
 
                 if identified_name and identified_name != "Unknown":
                     identified_speakers.add(identified_name)
-                    logger.info(f"🎤 [SPEAKER CHECK] Found identified speaker: {identified_name}")
+                    logger.info(
+                        f"🎤 [SPEAKER CHECK] Found identified speaker: {identified_name}"
+                    )
 
-            logger.info(f"🎤 [SPEAKER CHECK] All identified speakers: {identified_speakers}")
+            logger.info(
+                f"🎤 [SPEAKER CHECK] All identified speakers: {identified_speakers}"
+            )
             logger.info(f"🎤 [SPEAKER CHECK] Enrolled speakers: {enrolled_speakers}")
 
             matches = enrolled_speakers & identified_speakers
 
             if matches:
-                logger.info(f"🎤 [SPEAKER CHECK] ✅ MATCH! Enrolled speaker(s) detected: {matches}")
-                return (True, result)  # Return both boolean and speaker recognition results
+                logger.info(
+                    f"🎤 [SPEAKER CHECK] ✅ MATCH! Enrolled speaker(s) detected: {matches}"
+                )
+                return (
+                    True,
+                    result,
+                )  # Return both boolean and speaker recognition results
             else:
                 logger.info(
                     f"🎤 [SPEAKER CHECK] ❌ NO MATCH. "
                     f"Identified: {identified_speakers}, Enrolled: {enrolled_speakers}"
                 )
-                return (False, result)  # Return both boolean and speaker recognition results
+                return (
+                    False,
+                    result,
+                )  # Return both boolean and speaker recognition results
 
         except Exception as e:
-            logger.error(f"🎤 [SPEAKER CHECK] ❌ Speaker recognition check failed: {e}", exc_info=True)
+            logger.error(
+                f"🎤 [SPEAKER CHECK] ❌ Speaker recognition check failed: {e}",
+                exc_info=True,
+            )
             return (False, {})  # Fail closed - don't create conversation on error
 
     async def health_check(self) -> bool:
@@ -1277,7 +1499,9 @@ async def health_check(self) -> bool:
             return False
 
         try:
-            logger.debug(f"Performing health check on speaker service: {self.service_url}")
+            logger.debug(
+                f"Performing health check on speaker service: {self.service_url}"
+            )
 
             async with aiohttp.ClientSession() as session:
                 # Use the /health endpoint if available, otherwise try a simple endpoint
@@ -1290,12 +1514,18 @@ async def health_check(self) -> bool:
                             timeout=aiohttp.ClientTimeout(total=5),
                         ) as response:
                             if response.status == 200:
-                                logger.debug(f"Speaker service health check passed via {endpoint}")
+                                logger.debug(
+                                    f"Speaker service health check passed via {endpoint}"
+                                )
                                 return True
                             else:
-                                logger.debug(f"Health check endpoint {endpoint} returned {response.status}")
+                                logger.debug(
+                                    f"Health check endpoint {endpoint} returned {response.status}"
+                                )
                     except Exception as endpoint_error:
-                        logger.debug(f"Health check failed for {endpoint}: {endpoint_error}")
+                        logger.debug(
+                            f"Health check failed for {endpoint}: {endpoint_error}"
+                        )
                         continue
 
                 logger.warning("All health check endpoints failed")
diff --git a/backends/advanced/src/advanced_omi_backend/testing/mock_speaker_client.py b/backends/advanced/src/advanced_omi_backend/testing/mock_speaker_client.py
index 0e9f4cae..15e968d2 100644
--- a/backends/advanced/src/advanced_omi_backend/testing/mock_speaker_client.py
+++ b/backends/advanced/src/advanced_omi_backend/testing/mock_speaker_client.py
@@ -33,7 +33,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "The pumpkin that'll last for forever. Finally. Does it count? Today, we're taking a glass blowing class.",
-                "confidence": 0.95
+                "confidence": 0.95,
             },
             {
                 "start": 10.28,
@@ -41,7 +41,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "I'm sweating already. We've worked with a lot of materials before, but we've only scratched the surface",
-                "confidence": 0.93
+                "confidence": 0.93,
             },
             {
                 "start": 20.455,
@@ -49,7 +49,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "when it comes to glass",
-                "confidence": 0.91
+                "confidence": 0.91,
             },
             {
                 "start": 22.095,
@@ -57,7 +57,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "and that's because",
-                "confidence": 0.94
+                "confidence": 0.94,
             },
             {
                 "start": 23.815,
@@ -65,7 +65,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "a little intimidating. We've got about 400 pounds",
-                "confidence": 0.92
+                "confidence": 0.92,
             },
             {
                 "start": 28.335,
@@ -73,7 +73,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "of liquid glass in this furnace right here. Nick's gonna really help us out. Nick, I'm excited and nervous. Me too.",
-                "confidence": 0.96
+                "confidence": 0.96,
             },
             {
                 "start": 43.28,
@@ -81,7 +81,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "So we're gonna",
-                "confidence": 0.90
+                "confidence": 0.90,
             },
             {
                 "start": 44.68,
@@ -89,7 +89,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "make what's called a trumpet",
-                "confidence": 0.95
+                "confidence": 0.95,
             },
             {
                 "start": 46.96,
@@ -97,8 +97,8 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "flower. We're using gravity as a tool.",
-                "confidence": 0.93
-            }
+                "confidence": 0.93,
+            },
         ]
     }
 
@@ -111,7 +111,7 @@ async def diarize_identify_match(
         conversation_id: str,
         backend_token: str,
         transcript_data: Dict,
-        user_id: Optional[str] = None
+        user_id: Optional[str] = None,
     ) -> Dict:
         """
         Return pre-computed mock segments for known test audio files.
@@ -125,7 +125,9 @@ async def diarize_identify_match(
         Returns:
             Dictionary with 'segments' array matching speaker service format
         """
-        logger.info(f"🎤 Mock speaker client processing conversation: {conversation_id[:12]}...")
+        logger.info(
+            f"🎤 Mock speaker client processing conversation: {conversation_id[:12]}..."
+        )
 
         # Try to identify which test audio this is from the transcript
         transcript_text = transcript_data.get("text", "").lower()
@@ -135,11 +137,15 @@ async def diarize_identify_match(
             filename = "DIY_Experts_Glass_Blowing_16khz_mono_1min.wav"
             if filename in self.MOCK_SEGMENTS:
                 segments = self.MOCK_SEGMENTS[filename]
-                logger.info(f"🎤 Mock returning {len(segments)} segments for DIY Glass Blowing audio")
+                logger.info(
+                    f"🎤 Mock returning {len(segments)} segments for DIY Glass Blowing audio"
+                )
                 return {"segments": segments}
 
         # Fallback: Create single generic segment
-        logger.warning(f"🎤 Mock: No pre-computed segments found, creating generic segment")
+        logger.warning(
+            f"🎤 Mock: No pre-computed segments found, creating generic segment"
+        )
 
         # Get duration from words if available
         words = transcript_data.get("words", [])
@@ -149,14 +155,16 @@ async def diarize_identify_match(
             duration = 60.0
 
         return {
-            "segments": [{
-                "start": 0.0,
-                "end": duration,
-                "speaker": 0,
-                "identified_as": "Unknown",
-                "text": transcript_data.get("text", ""),
-                "confidence": 0.85
-            }]
+            "segments": [
+                {
+                    "start": 0.0,
+                    "end": duration,
+                    "speaker": 0,
+                    "identified_as": "Unknown",
+                    "text": transcript_data.get("text", ""),
+                    "confidence": 0.85,
+                }
+            ]
         }
 
     async def identify_segment(
diff --git a/backends/advanced/src/advanced_omi_backend/utils/audio_chunk_utils.py b/backends/advanced/src/advanced_omi_backend/utils/audio_chunk_utils.py
index 52017932..17fb1099 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/audio_chunk_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/audio_chunk_utils.py
@@ -51,8 +51,11 @@ async def encode_pcm_to_opus(
         >>> # opus_bytes is ~30KB vs 320KB PCM (94% reduction)
     """
     # Create temporary files for FFmpeg I/O
-    with tempfile.NamedTemporaryFile(suffix=".pcm", delete=False) as pcm_file, \
-         tempfile.NamedTemporaryFile(suffix=".opus", delete=False) as opus_file:
+    with tempfile.NamedTemporaryFile(
+        suffix=".pcm", delete=False
+    ) as pcm_file, tempfile.NamedTemporaryFile(
+        suffix=".opus", delete=False
+    ) as opus_file:
 
         pcm_path = Path(pcm_file.name)
         opus_path = Path(opus_file.name)
@@ -72,14 +75,22 @@ async def encode_pcm_to_opus(
             # -application voip: optimize for speech
             cmd = [
                 "ffmpeg",
-                "-f", "s16le",
-                "-ar", str(sample_rate),
-                "-ac", str(channels),
-                "-i", str(pcm_path),
-                "-c:a", "libopus",
-                "-b:a", f"{bitrate}k",
-                "-vbr", "on",
-                "-application", "voip",
+                "-f",
+                "s16le",
+                "-ar",
+                str(sample_rate),
+                "-ac",
+                str(channels),
+                "-i",
+                str(pcm_path),
+                "-c:a",
+                "libopus",
+                "-b:a",
+                f"{bitrate}k",
+                "-vbr",
+                "on",
+                "-application",
+                "voip",
                 "-y",  # Overwrite output
                 str(opus_path),
             ]
@@ -140,8 +151,11 @@ async def decode_opus_to_pcm(
         >>> # pcm_bytes can be played or concatenated
     """
     # Create temporary files for FFmpeg I/O
-    with tempfile.NamedTemporaryFile(suffix=".opus", delete=False) as opus_file, \
-         tempfile.NamedTemporaryFile(suffix=".pcm", delete=False) as pcm_file:
+    with tempfile.NamedTemporaryFile(
+        suffix=".opus", delete=False
+    ) as opus_file, tempfile.NamedTemporaryFile(
+        suffix=".pcm", delete=False
+    ) as pcm_file:
 
         opus_path = Path(opus_file.name)
         pcm_path = Path(pcm_file.name)
@@ -158,10 +172,14 @@ async def decode_opus_to_pcm(
             # -ac: convert to target channel count
             cmd = [
                 "ffmpeg",
-                "-i", str(opus_path),
-                "-f", "s16le",
-                "-ar", str(sample_rate),
-                "-ac", str(channels),
+                "-i",
+                str(opus_path),
+                "-f",
+                "s16le",
+                "-ar",
+                str(sample_rate),
+                "-ac",
+                str(channels),
                 "-y",  # Overwrite output
                 str(pcm_path),
             ]
@@ -322,9 +340,7 @@ async def concatenate_chunks_to_pcm(
         # Append to buffer
         pcm_buffer.extend(pcm_data)
 
-    logger.debug(
-        f"Concatenated {len(chunks)} chunks → {len(pcm_buffer)} bytes PCM"
-    )
+    logger.debug(f"Concatenated {len(chunks)} chunks → {len(pcm_buffer)} bytes PCM")
 
     return bytes(pcm_buffer)
 
@@ -369,9 +385,7 @@ async def reconstruct_wav_from_conversation(
     )
 
     if not chunks:
-        raise ValueError(
-            f"No audio chunks found for conversation {conversation_id}"
-        )
+        raise ValueError(f"No audio chunks found for conversation {conversation_id}")
 
     # Get audio format from first chunk
     sample_rate = chunks[0].sample_rate
@@ -439,7 +453,9 @@ async def reconstruct_audio_segments(
     total_duration = conversation.audio_total_duration or 0.0
 
     if total_duration == 0:
-        logger.warning(f"Conversation {conversation_id} has zero duration, no segments to yield")
+        logger.warning(
+            f"Conversation {conversation_id} has zero duration, no segments to yield"
+        )
         return
 
     # Get audio format from first chunk
@@ -462,11 +478,17 @@ async def reconstruct_audio_segments(
 
         # Get chunks that overlap with this time range
         # Note: Using start_time and end_time fields from chunks
-        chunks = await AudioChunkDocument.find(
-            AudioChunkDocument.conversation_id == conversation_id,
-            AudioChunkDocument.start_time < end_time,  # Chunk starts before segment ends
-            AudioChunkDocument.end_time > start_time,  # Chunk ends after segment starts
-        ).sort(+AudioChunkDocument.chunk_index).to_list()
+        chunks = (
+            await AudioChunkDocument.find(
+                AudioChunkDocument.conversation_id == conversation_id,
+                AudioChunkDocument.start_time
+                < end_time,  # Chunk starts before segment ends
+                AudioChunkDocument.end_time
+                > start_time,  # Chunk ends after segment starts
+            )
+            .sort(+AudioChunkDocument.chunk_index)
+            .to_list()
+        )
 
         if not chunks:
             logger.warning(
@@ -499,9 +521,7 @@ async def reconstruct_audio_segments(
 
 
 async def reconstruct_audio_segment(
-    conversation_id: str,
-    start_time: float,
-    end_time: float
+    conversation_id: str, start_time: float, end_time: float
 ) -> bytes:
     """
     Reconstruct audio for a specific time range from MongoDB chunks.
@@ -571,11 +591,16 @@ async def reconstruct_audio_segment(
     channels = first_chunk.channels
 
     # Get chunks that overlap with this time range
-    chunks = await AudioChunkDocument.find(
-        AudioChunkDocument.conversation_id == conversation_id,
-        AudioChunkDocument.start_time < end_time,  # Chunk starts before segment ends
-        AudioChunkDocument.end_time > start_time,  # Chunk ends after segment starts
-    ).sort(+AudioChunkDocument.chunk_index).to_list()
+    chunks = (
+        await AudioChunkDocument.find(
+            AudioChunkDocument.conversation_id == conversation_id,
+            AudioChunkDocument.start_time
+            < end_time,  # Chunk starts before segment ends
+            AudioChunkDocument.end_time > start_time,  # Chunk ends after segment starts
+        )
+        .sort(+AudioChunkDocument.chunk_index)
+        .to_list()
+    )
 
     if not chunks:
         logger.warning(
@@ -654,9 +679,7 @@ async def reconstruct_audio_segment(
 
 
 def filter_transcript_by_time(
-    transcript_data: dict,
-    start_time: float,
-    end_time: float
+    transcript_data: dict, start_time: float, end_time: float
 ) -> dict:
     """
     Filter transcript data to only include words within a time range.
@@ -695,10 +718,7 @@ def filter_transcript_by_time(
     # Rebuild text from filtered words
     filtered_text = " ".join(word.get("word", "") for word in filtered_words)
 
-    return {
-        "text": filtered_text,
-        "words": filtered_words
-    }
+    return {"text": filtered_text, "words": filtered_words}
 
 
 async def convert_audio_to_chunks(
@@ -785,7 +805,7 @@ async def convert_audio_to_chunks(
             pcm_data=chunk_pcm,
             sample_rate=sample_rate,
             channels=channels,
-            bitrate=24  # 24kbps for speech
+            bitrate=24,  # 24kbps for speech
         )
 
         # Create MongoDB document
@@ -830,19 +850,29 @@ async def convert_audio_to_chunks(
     )
 
     if conversation:
-        compression_ratio = total_compressed_size / total_original_size if total_original_size > 0 else 0.0
+        compression_ratio = (
+            total_compressed_size / total_original_size
+            if total_original_size > 0
+            else 0.0
+        )
 
-        logger.info(f"🔍 DEBUG: Setting metadata - chunks={chunk_index}, duration={total_duration_seconds:.2f}s, ratio={compression_ratio:.3f}")
+        logger.info(
+            f"🔍 DEBUG: Setting metadata - chunks={chunk_index}, duration={total_duration_seconds:.2f}s, ratio={compression_ratio:.3f}"
+        )
 
         conversation.audio_chunks_count = chunk_index
         conversation.audio_total_duration = total_duration_seconds
         conversation.audio_compression_ratio = compression_ratio
 
-        logger.info(f"🔍 DEBUG: Before save - chunks={conversation.audio_chunks_count}, duration={conversation.audio_total_duration}")
+        logger.info(
+            f"🔍 DEBUG: Before save - chunks={conversation.audio_chunks_count}, duration={conversation.audio_total_duration}"
+        )
         await conversation.save()
         logger.info(f"🔍 DEBUG: After save - metadata should be persisted")
     else:
-        logger.error(f"❌ Conversation {conversation_id} not found for metadata update!")
+        logger.error(
+            f"❌ Conversation {conversation_id} not found for metadata update!"
+        )
 
     logger.info(
         f"✅ Converted audio to {chunk_index} MongoDB chunks: "
@@ -899,6 +929,7 @@ async def convert_wav_to_chunks(
 
     # Read WAV file
     import wave
+
     with wave.open(str(wav_file_path), "rb") as wav:
         sample_rate = wav.getframerate()
         channels = wav.getnchannels()
@@ -952,7 +983,7 @@ async def convert_wav_to_chunks(
             pcm_data=chunk_pcm,
             sample_rate=sample_rate,
             channels=channels,
-            bitrate=24  # 24kbps for speech
+            bitrate=24,  # 24kbps for speech
         )
 
         # Create MongoDB document
@@ -997,19 +1028,29 @@ async def convert_wav_to_chunks(
     )
 
     if conversation:
-        compression_ratio = total_compressed_size / total_original_size if total_original_size > 0 else 0.0
+        compression_ratio = (
+            total_compressed_size / total_original_size
+            if total_original_size > 0
+            else 0.0
+        )
 
-        logger.info(f"🔍 DEBUG: Setting metadata - chunks={chunk_index}, duration={total_duration_seconds:.2f}s, ratio={compression_ratio:.3f}")
+        logger.info(
+            f"🔍 DEBUG: Setting metadata - chunks={chunk_index}, duration={total_duration_seconds:.2f}s, ratio={compression_ratio:.3f}"
+        )
 
         conversation.audio_chunks_count = chunk_index
         conversation.audio_total_duration = total_duration_seconds
         conversation.audio_compression_ratio = compression_ratio
 
-        logger.info(f"🔍 DEBUG: Before save - chunks={conversation.audio_chunks_count}, duration={conversation.audio_total_duration}")
+        logger.info(
+            f"🔍 DEBUG: Before save - chunks={conversation.audio_chunks_count}, duration={conversation.audio_total_duration}"
+        )
         await conversation.save()
         logger.info(f"🔍 DEBUG: After save - metadata should be persisted")
     else:
-        logger.error(f"❌ Conversation {conversation_id} not found for metadata update!")
+        logger.error(
+            f"❌ Conversation {conversation_id} not found for metadata update!"
+        )
 
     logger.info(
         f"✅ Converted WAV to {chunk_index} MongoDB chunks: "
@@ -1058,7 +1099,7 @@ async def wait_for_audio_chunks(
         chunks = await retrieve_audio_chunks(
             conversation_id=conversation_id,
             start_index=0,
-            limit=1  # Just check if any exist
+            limit=1,  # Just check if any exist
         )
 
         if len(chunks) >= min_chunks:
diff --git a/backends/advanced/src/advanced_omi_backend/utils/audio_utils.py b/backends/advanced/src/advanced_omi_backend/utils/audio_utils.py
index 4abb1d5d..4d309a32 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/audio_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/audio_utils.py
@@ -24,8 +24,12 @@
 audio_logger = logging.getLogger("audio_processing")
 
 # Import constants from main.py (these are defined there)
-MIN_SPEECH_SEGMENT_DURATION = float(os.getenv("MIN_SPEECH_SEGMENT_DURATION", "1.0"))  # seconds
-CROPPING_CONTEXT_PADDING = float(os.getenv("CROPPING_CONTEXT_PADDING", "0.1"))  # seconds
+MIN_SPEECH_SEGMENT_DURATION = float(
+    os.getenv("MIN_SPEECH_SEGMENT_DURATION", "1.0")
+)  # seconds
+CROPPING_CONTEXT_PADDING = float(
+    os.getenv("CROPPING_CONTEXT_PADDING", "0.1")
+)  # seconds
 
 SUPPORTED_AUDIO_EXTENSIONS = {".wav", ".mp3", ".mp4", ".m4a", ".flac", ".ogg", ".webm"}
 VIDEO_EXTENSIONS = {".mp4", ".webm"}
@@ -33,6 +37,7 @@
 
 class AudioValidationError(Exception):
     """Exception raised when audio validation fails."""
+
     pass
 
 
@@ -42,7 +47,7 @@ async def resample_audio_with_ffmpeg(
     input_channels: int,
     input_sample_width: int,
     target_sample_rate: int,
-    target_channels: int = 1
+    target_channels: int = 1,
 ) -> bytes:
     """
     Resample audio using FFmpeg with stdin/stdout pipes (no disk I/O).
@@ -75,13 +80,20 @@ async def resample_audio_with_ffmpeg(
     # pipe:0 = stdin, pipe:1 = stdout
     cmd = [
         "ffmpeg",
-        "-f", input_format,
-        "-ar", str(input_sample_rate),
-        "-ac", str(input_channels),
-        "-i", "pipe:0",  # Read from stdin
-        "-ar", str(target_sample_rate),
-        "-ac", str(target_channels),
-        "-f", "s16le",  # Always output 16-bit
+        "-f",
+        input_format,
+        "-ar",
+        str(input_sample_rate),
+        "-ac",
+        str(input_channels),
+        "-i",
+        "pipe:0",  # Read from stdin
+        "-ar",
+        str(target_sample_rate),
+        "-ac",
+        str(target_channels),
+        "-f",
+        "s16le",  # Always output 16-bit
         "pipe:1",  # Write to stdout
     ]
 
@@ -133,12 +145,17 @@ async def convert_any_to_wav(file_data: bytes, file_extension: str) -> bytes:
 
     cmd = [
         "ffmpeg",
-        "-i", "pipe:0",
+        "-i",
+        "pipe:0",
         "-vn",  # Strip video track (no-op for audio-only files)
-        "-acodec", "pcm_s16le",
-        "-ar", "16000",
-        "-ac", "1",
-        "-f", "wav",
+        "-acodec",
+        "pcm_s16le",
+        "-ar",
+        "16000",
+        "-ac",
+        "1",
+        "-f",
+        "wav",
         "pipe:1",
     ]
 
@@ -156,9 +173,7 @@ async def convert_any_to_wav(file_data: bytes, file_extension: str) -> bytes:
         audio_logger.error(f"FFmpeg conversion failed for {ext}: {error_msg}")
         raise AudioValidationError(f"Failed to convert {ext} file to WAV: {error_msg}")
 
-    audio_logger.info(
-        f"Converted {ext} to WAV: {len(file_data)} → {len(stdout)} bytes"
-    )
+    audio_logger.info(f"Converted {ext} to WAV: {len(file_data)} → {len(stdout)} bytes")
 
     return stdout
 
@@ -167,7 +182,7 @@ async def validate_and_prepare_audio(
     audio_data: bytes,
     expected_sample_rate: int = 16000,
     convert_to_mono: bool = True,
-    auto_resample: bool = False
+    auto_resample: bool = False,
 ) -> tuple[bytes, int, int, int, float]:
     """
     Validate WAV audio data and prepare it for processing.
@@ -212,7 +227,7 @@ async def validate_and_prepare_audio(
                 input_channels=channels,
                 input_sample_width=sample_width,
                 target_sample_rate=expected_sample_rate,
-                target_channels=1 if convert_to_mono else channels
+                target_channels=1 if convert_to_mono else channels,
             )
             # Update metadata after resampling
             sample_rate = expected_sample_rate
@@ -243,7 +258,9 @@ async def validate_and_prepare_audio(
 
         # Reshape to separate channels and average
         audio_array = audio_array.reshape(-1, 2)
-        processed_audio = np.mean(audio_array, axis=1).astype(audio_array.dtype).tobytes()
+        processed_audio = (
+            np.mean(audio_array, axis=1).astype(audio_array.dtype).tobytes()
+        )
         channels = 1
 
     audio_logger.debug(
@@ -301,8 +318,9 @@ async def write_audio_file(
 
     # Validate and prepare audio if needed
     if validate:
-        audio_data, sample_rate, sample_width, channels, duration = \
+        audio_data, sample_rate, sample_width, channels, duration = (
             await validate_and_prepare_audio(raw_audio_data)
+        )
     else:
         # For WebSocket/streaming path - audio is already processed PCM
         audio_data = raw_audio_data
@@ -325,7 +343,7 @@ async def write_audio_file(
     # If output_dir is a subdirectory of CHUNK_DIR, include the folder prefix
     try:
         relative_path_parts = output_dir.relative_to(CHUNK_DIR)
-        if str(relative_path_parts) != '.':
+        if str(relative_path_parts) != ".":
             relative_audio_path = f"{relative_path_parts}/{wav_filename}"
         else:
             relative_audio_path = wav_filename
@@ -338,15 +356,12 @@ async def write_audio_file(
         file_path=str(file_path),
         sample_rate=int(sample_rate),
         channels=int(channels),
-        sample_width=int(sample_width)
+        sample_width=int(sample_width),
     )
 
     await sink.open()
     audio_chunk = AudioChunk(
-        rate=sample_rate,
-        width=sample_width,
-        channels=channels,
-        audio=audio_data
+        rate=sample_rate, width=sample_width, channels=channels, audio=audio_data
     )
     await sink.write(audio_chunk)
     await sink.close()
@@ -364,7 +379,7 @@ async def process_audio_chunk(
     user_id: str,
     user_email: str,
     audio_format: dict,
-    client_state: Optional["ClientState"] = None
+    client_state: Optional["ClientState"] = None,
 ) -> None:
     """Process a single audio chunk through Redis Streams pipeline.
 
@@ -396,11 +411,7 @@ async def process_audio_chunk(
 
     # Create AudioChunk with format details
     chunk = AudioChunk(
-        audio=audio_data,
-        rate=rate,
-        width=width,
-        channels=channels,
-        timestamp=timestamp
+        audio=audio_data, rate=rate, width=width, channels=channels, timestamp=timestamp
     )
 
     # Publish audio chunk to Redis Streams
@@ -411,7 +422,7 @@ async def process_audio_chunk(
         user_email=user_email,
         audio_chunk=chunk,
         audio_uuid=None,  # Will be generated by worker
-        timestamp=timestamp
+        timestamp=timestamp,
     )
 
     # Update client state if provided
@@ -420,10 +431,7 @@ async def process_audio_chunk(
 
 
 def pcm_to_wav_bytes(
-    pcm_data: bytes,
-    sample_rate: int = 16000,
-    channels: int = 1,
-    sample_width: int = 2
+    pcm_data: bytes, sample_rate: int = 16000, channels: int = 1, sample_width: int = 2
 ) -> bytes:
     """
     Convert raw PCM audio data to WAV format in memory.
@@ -448,7 +456,7 @@ def pcm_to_wav_bytes(
     # Use BytesIO to create WAV in memory
     wav_buffer = io.BytesIO()
 
-    with wave.open(wav_buffer, 'wb') as wav_file:
+    with wave.open(wav_buffer, "wb") as wav_file:
         wav_file.setnchannels(channels)
         wav_file.setsampwidth(sample_width)
         wav_file.setframerate(sample_rate)
@@ -467,7 +475,7 @@ def write_pcm_to_wav(
     output_path: str,
     sample_rate: int = 16000,
     channels: int = 1,
-    sample_width: int = 2
+    sample_width: int = 2,
 ) -> None:
     """
     Write raw PCM audio data to a WAV file.
@@ -487,7 +495,7 @@ def write_pcm_to_wav(
     )
 
     try:
-        with wave.open(output_path, 'wb') as wav_file:
+        with wave.open(output_path, "wb") as wav_file:
             wav_file.setnchannels(channels)
             wav_file.setsampwidth(sample_width)
             wav_file.setframerate(sample_rate)
diff --git a/backends/advanced/src/advanced_omi_backend/utils/conversation_utils.py b/backends/advanced/src/advanced_omi_backend/utils/conversation_utils.py
index 63036ce1..5dc32bae 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/conversation_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/conversation_utils.py
@@ -43,7 +43,10 @@ def is_meaningful_speech(combined_results: dict) -> bool:
     if not combined_results.get("text"):
         return False
 
-    transcript_data = {"text": combined_results["text"], "words": combined_results.get("words", [])}
+    transcript_data = {
+        "text": combined_results["text"],
+        "words": combined_results.get("words", []),
+    }
 
     speech_analysis = analyze_speech(transcript_data)
     return speech_analysis["has_speech"]
@@ -83,19 +86,25 @@ def analyze_speech(transcript_data: dict) -> dict:
     settings = get_speech_detection_settings()
     words = transcript_data.get("words", [])
 
-    logger.info(f"🔬 analyze_speech: words_list_length={len(words)}, settings={settings}")
+    logger.info(
+        f"🔬 analyze_speech: words_list_length={len(words)}, settings={settings}"
+    )
     if words and len(words) > 0:
         logger.info(f"📝 First 3 words: {words[:3]}")
 
     # Method 1: Word-level analysis (preferred - has confidence scores and timing)
     if words:
         # Filter by confidence threshold
-        valid_words = [w for w in words if (w.get("confidence") or 0) >= settings["min_confidence"]]
+        valid_words = [
+            w for w in words if (w.get("confidence") or 0) >= settings["min_confidence"]
+        ]
 
         if len(valid_words) < settings["min_words"]:
             # Not enough valid words in word-level data - fall through to text-only analysis
             # This handles cases where word-level data is incomplete or low confidence
-            logger.debug(f"Only {len(valid_words)} valid words, falling back to text-only analysis")
+            logger.debug(
+                f"Only {len(valid_words)} valid words, falling back to text-only analysis"
+            )
             # Continue to Method 2 (don't return early)
         else:
             # Calculate speech duration from word timing
@@ -113,12 +122,16 @@ def analyze_speech(transcript_data: dict) -> dict:
                 # If no timing data (duration = 0), fall back to text-only analysis
                 # This happens with some streaming transcription services
                 if speech_duration == 0:
-                    logger.debug("Word timing data missing, falling back to text-only analysis")
+                    logger.debug(
+                        "Word timing data missing, falling back to text-only analysis"
+                    )
                     # Continue to Method 2 (text-only fallback)
                 else:
                     # Check minimum duration threshold when we have timing data
                     min_duration = settings.get("min_duration", 10.0)
-                    logger.info(f"📏 Comparing duration {speech_duration:.1f}s vs threshold {min_duration:.1f}s")
+                    logger.info(
+                        f"📏 Comparing duration {speech_duration:.1f}s vs threshold {min_duration:.1f}s"
+                    )
                     if speech_duration < min_duration:
                         return {
                             "has_speech": False,
@@ -222,7 +235,9 @@ async def generate_title_and_summary(
 "{conversation_text}"
 """
 
-        response = await async_generate(prompt, operation="title_summary", langfuse_session_id=langfuse_session_id)
+        response = await async_generate(
+            prompt, operation="title_summary", langfuse_session_id=langfuse_session_id
+        )
 
         # Parse response for Title: and Summary: lines
         title = None
@@ -244,12 +259,13 @@ async def generate_title_and_summary(
         # Fallback
         words = text.split()[:6]
         fallback_title = " ".join(words)
-        fallback_title = fallback_title[:40] + "..." if len(fallback_title) > 40 else fallback_title
+        fallback_title = (
+            fallback_title[:40] + "..." if len(fallback_title) > 40 else fallback_title
+        )
         fallback_summary = text[:120] + "..." if len(text) > 120 else text
         return fallback_title or "Conversation", fallback_summary or "No content"
 
 
-
 async def generate_detailed_summary(
     text: str,
     segments: Optional[list] = None,
@@ -330,8 +346,15 @@ async def generate_detailed_summary(
 "{conversation_text}"
 """
 
-        summary = await async_generate(prompt, operation="detailed_summary", langfuse_session_id=langfuse_session_id)
-        return summary.strip().strip('"').strip("'") or "No meaningful content to summarize"
+        summary = await async_generate(
+            prompt,
+            operation="detailed_summary",
+            langfuse_session_id=langfuse_session_id,
+        )
+        return (
+            summary.strip().strip('"').strip("'")
+            or "No meaningful content to summarize"
+        )
 
     except Exception as e:
         logger.warning(f"Failed to generate detailed summary: {e}")
@@ -350,7 +373,6 @@ async def generate_detailed_summary(
 # ============================================================================
 
 
-
 def extract_speakers_from_segments(segments: list) -> List[str]:
     """
     Extract unique speaker names from segments.
@@ -364,14 +386,21 @@ def extract_speakers_from_segments(segments: list) -> List[str]:
     speakers = []
     if segments:
         for seg in segments:
-            speaker = seg.get("speaker", "Unknown") if isinstance(seg, dict) else (seg.speaker or "Unknown")
+            speaker = (
+                seg.get("speaker", "Unknown")
+                if isinstance(seg, dict)
+                else (seg.speaker or "Unknown")
+            )
             if speaker and speaker != "Unknown" and speaker not in speakers:
                 speakers.append(speaker)
     return speakers
 
 
 async def track_speech_activity(
-    speech_analysis: Dict[str, Any], last_word_count: int, conversation_id: str, redis_client
+    speech_analysis: Dict[str, Any],
+    last_word_count: int,
+    conversation_id: str,
+    redis_client,
 ) -> tuple[float, int]:
     """
     Track new speech activity and update last speech timestamp using audio timestamps.
@@ -475,7 +504,9 @@ async def update_job_progress_metadata(
             "conversation_id": conversation_id,
             "client_id": client_id,  # Ensure client_id is always present
             "transcript": (
-                combined["text"][:500] + "..." if len(combined["text"]) > 500 else combined["text"]
+                combined["text"][:500] + "..."
+                if len(combined["text"]) > 500
+                else combined["text"]
             ),  # First 500 chars
             "transcript_length": len(combined["text"]),
             "speakers": speakers,
@@ -506,7 +537,9 @@ async def mark_conversation_deleted(conversation_id: str, deletion_reason: str)
         f"🗑️ Marking conversation {conversation_id} as deleted - reason: {deletion_reason}"
     )
 
-    conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
     if conversation:
         conversation.deleted = True
         conversation.deletion_reason = deletion_reason
diff --git a/backends/advanced/src/advanced_omi_backend/utils/gdrive_audio_utils.py b/backends/advanced/src/advanced_omi_backend/utils/gdrive_audio_utils.py
index d9e39163..7e86331e 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/gdrive_audio_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/gdrive_audio_utils.py
@@ -17,7 +17,6 @@
 FOLDER_MIMETYPE = "application/vnd.google-apps.folder"
 
 
-
 async def download_and_wrap_drive_file(service, file_item):
     file_id = file_item["id"]
     name = file_item["name"]
@@ -36,7 +35,7 @@ async def download_and_wrap_drive_file(service, file_item):
     if not content:
         raise AudioValidationError(f"Downloaded Google Drive file '{name}' was empty")
 
-    tmp_file = tempfile.SpooledTemporaryFile(max_size=10*1024*1024)  # 10 MB
+    tmp_file = tempfile.SpooledTemporaryFile(max_size=10 * 1024 * 1024)  # 10 MB
     tmp_file.write(content)
     tmp_file.seek(0)
     upload_file = StarletteUploadFile(filename=name, file=tmp_file)
@@ -54,10 +53,13 @@ def wrapped_close():
 
     return upload_file
 
+
 # -------------------------------------------------------------
 # LIST + DOWNLOAD FILES IN FOLDER (OAUTH)
 # -------------------------------------------------------------
-async def download_audio_files_from_drive(folder_id: str, user_id: str) -> List[StarletteUploadFile]:
+async def download_audio_files_from_drive(
+    folder_id: str, user_id: str
+) -> List[StarletteUploadFile]:
     if not folder_id:
         raise AudioValidationError("Google Drive folder ID is required.")
 
@@ -67,18 +69,21 @@ async def download_audio_files_from_drive(folder_id: str, user_id: str) -> List[
         escaped_folder_id = folder_id.replace("\\", "\\\\").replace("'", "\\'")
         query = f"'{escaped_folder_id}' in parents and trashed = false"
 
-        response = service.files().list(
-            q=query,
-            fields="files(id, name, mimeType)",
-            includeItemsFromAllDrives=False,
-            supportsAllDrives=False,
-        ).execute()
+        response = (
+            service.files()
+            .list(
+                q=query,
+                fields="files(id, name, mimeType)",
+                includeItemsFromAllDrives=False,
+                supportsAllDrives=False,
+            )
+            .execute()
+        )
 
         all_files = response.get("files", [])
 
         audio_files_metadata = [
-            f for f in all_files
-            if f["name"].lower().endswith(AUDIO_EXTENSIONS)
+            f for f in all_files if f["name"].lower().endswith(AUDIO_EXTENSIONS)
         ]
 
         if not audio_files_metadata:
@@ -86,15 +91,15 @@ async def download_audio_files_from_drive(folder_id: str, user_id: str) -> List[
 
         wrapped_files = []
         skipped_count = 0
-        
+
         for item in audio_files_metadata:
-            file_id = item["id"] # Get the Google Drive File ID
+            file_id = item["id"]  # Get the Google Drive File ID
 
             # Check if the file is already processed (check Conversation by external_source_id and user_id)
             existing = await Conversation.find_one(
                 Conversation.external_source_id == file_id,
                 Conversation.external_source_type == "gdrive",
-                Conversation.user_id == user_id
+                Conversation.user_id == user_id,
             )
 
             if existing:
@@ -107,9 +112,11 @@ async def download_audio_files_from_drive(folder_id: str, user_id: str) -> List[
             #  Attach the file_id to the UploadFile object for later use (for external_source_id)
             wrapped_file.file_id = file_id
             wrapped_files.append(wrapped_file)
-            
+
         if not wrapped_files and skipped_count > 0:
-            raise AudioValidationError(f"All {skipped_count} files in the folder have already been processed.")
+            raise AudioValidationError(
+                f"All {skipped_count} files in the folder have already been processed."
+            )
 
         return wrapped_files
 
@@ -117,5 +124,3 @@ async def download_audio_files_from_drive(folder_id: str, user_id: str) -> List[
         if isinstance(e, AudioValidationError):
             raise
         raise AudioValidationError(f"Google Drive API Error: {e}") from e
-    
-
diff --git a/backends/advanced/src/advanced_omi_backend/utils/job_utils.py b/backends/advanced/src/advanced_omi_backend/utils/job_utils.py
index c9028909..4abd93d3 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/job_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/job_utils.py
@@ -10,7 +10,9 @@
 logger = logging.getLogger(__name__)
 
 
-async def check_job_alive(redis_client, current_job, session_id: Optional[str] = None) -> bool:
+async def check_job_alive(
+    redis_client, current_job, session_id: Optional[str] = None
+) -> bool:
     """
     Check if current RQ job still exists in Redis.
 
@@ -44,12 +46,19 @@ async def check_job_alive(redis_client, current_job, session_id: Optional[str] =
             if session_id:
                 session_key = f"audio:session:{session_id}"
                 session_status = await redis_client.hget(session_key, "status")
-                if session_status and session_status.decode() in ["finalizing", "finished"]:
+                if session_status and session_status.decode() in [
+                    "finalizing",
+                    "finished",
+                ]:
                     # Session ended naturally - not a zombie, just natural cleanup
-                    logger.debug(f"📋 Job {current_job.id} ending naturally (session closed)")
+                    logger.debug(
+                        f"📋 Job {current_job.id} ending naturally (session closed)"
+                    )
                     return False
 
             # True zombie - job deleted while session still active
-            logger.error(f"🧟 Zombie job detected - job {current_job.id} deleted from Redis while session still active, exiting")
+            logger.error(
+                f"🧟 Zombie job detected - job {current_job.id} deleted from Redis while session still active, exiting"
+            )
             return False
     return True
diff --git a/backends/advanced/src/advanced_omi_backend/utils/logging_utils.py b/backends/advanced/src/advanced_omi_backend/utils/logging_utils.py
index d0c69e34..a8b31304 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/logging_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/logging_utils.py
@@ -4,33 +4,46 @@
 Provides functions to mask sensitive information in logs to prevent
 accidental exposure of credentials, tokens, and other secrets.
 """
+
 import re
 from typing import Any, Dict, List, Optional, Set, Union
 
 # Common patterns for identifying secret field names
 SECRET_KEYWORDS = [
-    'PASSWORD', 'PASSWD', 'PWD',
-    'TOKEN', 'AUTH', 'AUTHORIZATION',
-    'KEY', 'APIKEY', 'API_KEY', 'SECRET',
-    'CREDENTIAL', 'CRED',
-    'PRIVATE', 'CERTIFICATE', 'CERT'
+    "PASSWORD",
+    "PASSWD",
+    "PWD",
+    "TOKEN",
+    "AUTH",
+    "AUTHORIZATION",
+    "KEY",
+    "APIKEY",
+    "API_KEY",
+    "SECRET",
+    "CREDENTIAL",
+    "CRED",
+    "PRIVATE",
+    "CERTIFICATE",
+    "CERT",
 ]
 
 # Default mask for secrets
-SECRET_MASK = '••••••••'
+SECRET_MASK = "••••••••"
 
 
-def is_secret_field(field_name: str, additional_keywords: Optional[List[str]] = None) -> bool:
+def is_secret_field(
+    field_name: str, additional_keywords: Optional[List[str]] = None
+) -> bool:
     """
     Check if a field name indicates a secret value.
-    
+
     Args:
         field_name: The field/key name to check
         additional_keywords: Optional additional keywords to check for
-        
+
     Returns:
         True if field name matches secret patterns
-        
+
     Examples:
         >>> is_secret_field('smtp_password')
         True
@@ -40,18 +53,18 @@ def is_secret_field(field_name: str, additional_keywords: Optional[List[str]] =
         True
     """
     field_upper = field_name.upper()
-    
+
     # Check default keywords
     for keyword in SECRET_KEYWORDS:
         if keyword in field_upper:
             return True
-    
+
     # Check additional keywords if provided
     if additional_keywords:
         for keyword in additional_keywords:
             if keyword.upper() in field_upper:
                 return True
-    
+
     return False
 
 
@@ -59,38 +72,37 @@ def mask_dict(
     data: Dict[str, Any],
     mask: str = SECRET_MASK,
     secret_fields: Optional[Set[str]] = None,
-    additional_keywords: Optional[List[str]] = None
+    additional_keywords: Optional[List[str]] = None,
 ) -> Dict[str, Any]:
     """
     Mask secret values in a dictionary for safe logging.
-    
+
     Args:
         data: Dictionary to mask
         mask: String to use for masked values (default: '••••••••')
         secret_fields: Explicit set of field names to mask (case-insensitive)
         additional_keywords: Additional keywords to identify secret fields
-        
+
     Returns:
         New dictionary with secrets masked
-        
+
     Examples:
         >>> config = {'smtp_host': 'smtp.gmail.com', 'smtp_password': 'secret123'}
         >>> mask_dict(config)
         {'smtp_host': 'smtp.gmail.com', 'smtp_password': '••••••••'}
-        
+
         >>> mask_dict({'token': 'abc123'}, secret_fields={'token'})
         {'token': '••••••••'}
     """
     masked = {}
     secret_fields_lower = {f.lower() for f in (secret_fields or set())}
-    
+
     for key, value in data.items():
         # Check if this is a secret field
-        is_secret = (
-            key.lower() in secret_fields_lower or
-            is_secret_field(key, additional_keywords)
+        is_secret = key.lower() in secret_fields_lower or is_secret_field(
+            key, additional_keywords
         )
-        
+
         if is_secret and value:
             # Mask non-empty secret values
             masked[key] = mask
@@ -100,60 +112,61 @@ def mask_dict(
         elif isinstance(value, list):
             # Handle lists of dictionaries
             masked[key] = [
-                mask_dict(item, mask, secret_fields, additional_keywords)
-                if isinstance(item, dict) else item
+                (
+                    mask_dict(item, mask, secret_fields, additional_keywords)
+                    if isinstance(item, dict)
+                    else item
+                )
                 for item in value
             ]
         else:
             # Keep non-secret values as-is
             masked[key] = value
-    
+
     return masked
 
 
 def mask_string(
-    text: str,
-    patterns: Optional[List[str]] = None,
-    mask: str = SECRET_MASK
+    text: str, patterns: Optional[List[str]] = None, mask: str = SECRET_MASK
 ) -> str:
     """
     Mask sensitive patterns in strings (e.g., tokens in error messages).
-    
+
     Args:
         text: String to mask
         patterns: List of regex patterns to match and mask
         mask: String to use for masked values
-        
+
     Returns:
         String with matched patterns masked
-        
+
     Examples:
         >>> mask_string('Token: abc123def456', patterns=[r'Token: \w+'])
         'Token: ••••••••'
-        
+
         >>> mask_string('password=secret123', patterns=[r'password=\S+'])
         'password=••••••••'
     """
     if not patterns:
         # Default patterns for common secret formats
         patterns = [
-            r'password[=:]\s*\S+',
-            r'token[=:]\s*\S+',
-            r'key[=:]\s*\S+',
-            r'secret[=:]\s*\S+',
-            r'api[_-]?key[=:]\s*\S+',
+            r"password[=:]\s*\S+",
+            r"token[=:]\s*\S+",
+            r"key[=:]\s*\S+",
+            r"secret[=:]\s*\S+",
+            r"api[_-]?key[=:]\s*\S+",
         ]
-    
+
     masked_text = text
     for pattern in patterns:
         # Replace the value part after the = or : with mask
         masked_text = re.sub(
             pattern,
-            lambda m: re.sub(r'([=:])\s*\S+', r'\1' + mask, m.group(0)),
+            lambda m: re.sub(r"([=:])\s*\S+", r"\1" + mask, m.group(0)),
             masked_text,
-            flags=re.IGNORECASE
+            flags=re.IGNORECASE,
         )
-    
+
     return masked_text
 
 
@@ -162,21 +175,21 @@ def safe_log_config(
     name: str = "Configuration",
     mask: str = SECRET_MASK,
     secret_fields: Optional[Set[str]] = None,
-    additional_keywords: Optional[List[str]] = None
+    additional_keywords: Optional[List[str]] = None,
 ) -> str:
     """
     Create a safe log message for configuration with masked secrets.
-    
+
     Args:
         config: Configuration dictionary
         name: Name for the configuration (e.g., "SMTP Config")
         mask: String to use for masked values
         secret_fields: Explicit set of field names to mask
         additional_keywords: Additional keywords to identify secret fields
-        
+
     Returns:
         Formatted string safe for logging
-        
+
     Examples:
         >>> config = {'host': 'smtp.gmail.com', 'password': 'secret', 'port': 587}
         >>> safe_log_config(config, "SMTP")
@@ -189,73 +202,71 @@ def safe_log_config(
 def mask_connection_string(connection_string: str, mask: str = SECRET_MASK) -> str:
     """
     Mask credentials in connection strings (URLs, DSNs).
-    
+
     Args:
         connection_string: Connection string that may contain credentials
         mask: String to use for masked values
-        
+
     Returns:
         Connection string with credentials masked
-        
+
     Examples:
         >>> mask_connection_string('mongodb://user:pass123@localhost:27017/db')
         'mongodb://user:••••••••@localhost:27017/db'
-        
+
         >>> mask_connection_string('postgresql://admin:secret@db.example.com/mydb')
         'postgresql://admin:••••••••@db.example.com/mydb'
     """
     # Pattern: protocol://username:password@host
     return re.sub(
-        r'([a-zA-Z][a-zA-Z0-9+.-]*://[^:]+:)[^@]+(@)',
-        r'\1' + mask + r'\2',
-        connection_string
+        r"([a-zA-Z][a-zA-Z0-9+.-]*://[^:]+:)[^@]+(@)",
+        r"\1" + mask + r"\2",
+        connection_string,
     )
 
 
 def create_masked_repr(
-    obj: Any,
-    secret_attrs: Set[str],
-    mask: str = SECRET_MASK
+    obj: Any, secret_attrs: Set[str], mask: str = SECRET_MASK
 ) -> str:
     """
     Create a string representation of an object with masked secret attributes.
-    
+
     Useful for __repr__ methods in classes that contain secrets.
-    
+
     Args:
         obj: Object to represent
         secret_attrs: Set of attribute names that are secrets
         mask: String to use for masked values
-        
+
     Returns:
         String representation with secrets masked
-        
+
     Examples:
         >>> class Config:
         ...     def __init__(self):
         ...         self.host = 'smtp.gmail.com'
         ...         self.password = 'secret123'
-        >>> 
+        >>>
         >>> config = Config()
         >>> create_masked_repr(config, {'password'})
         "Config(host='smtp.gmail.com', password='••••••••')"
     """
     class_name = obj.__class__.__name__
     attrs = []
-    
+
     for key in dir(obj):
         # Skip private/magic attributes and methods
-        if key.startswith('_') or callable(getattr(obj, key)):
+        if key.startswith("_") or callable(getattr(obj, key)):
             continue
-        
+
         value = getattr(obj, key)
-        
+
         # Mask secret attributes
         if key in secret_attrs:
             value_repr = f"'{mask}'"
         else:
             value_repr = repr(value)
-        
+
         attrs.append(f"{key}={value_repr}")
-    
+
     return f"{class_name}({', '.join(attrs)})"
diff --git a/backends/advanced/src/advanced_omi_backend/utils/model_utils.py b/backends/advanced/src/advanced_omi_backend/utils/model_utils.py
index 96042ba0..59adb0d9 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/model_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/model_utils.py
@@ -11,22 +11,22 @@
 def get_model_config(config_data: Dict[str, Any], model_role: str) -> Dict[str, Any]:
     """
     Get model configuration for a given role from config.yml data.
-    
+
     This function looks up the default model name for the given role in the
     'defaults' section, then finds the corresponding model definition in the
     'models' section.
-    
+
     Args:
         config_data: Parsed config.yml data (dict with 'defaults' and 'models' keys)
         model_role: The role to look up (e.g., 'llm', 'embedding', 'stt', 'tts')
-    
+
     Returns:
         Model configuration dictionary if found
-    
+
     Raises:
         ValueError: If the default for the role is not found or the model
                    definition is not found in the models list.
-    
+
     Example:
         >>> from advanced_omi_backend.services.memory.config import load_config_yml
         >>> from advanced_omi_backend.utils.model_utils import get_model_config
@@ -34,13 +34,16 @@ def get_model_config(config_data: Dict[str, Any], model_role: str) -> Dict[str,
         >>> llm_config = get_model_config(config_data, 'llm')
         >>> print(llm_config['model_name'])
     """
-    default_name = config_data.get('defaults', {}).get(model_role)
+    default_name = config_data.get("defaults", {}).get(model_role)
     if not default_name:
-        raise ValueError(f"Configuration for 'defaults.{model_role}' not found in config.yml")
-    
-    for model in config_data.get('models', []):
-        if model.get('name') == default_name:
+        raise ValueError(
+            f"Configuration for 'defaults.{model_role}' not found in config.yml"
+        )
+
+    for model in config_data.get("models", []):
+        if model.get("name") == default_name:
             return model
-    
-    raise ValueError(f"Model '{default_name}' for role '{model_role}' not found in config.yml models list")
 
+    raise ValueError(
+        f"Model '{default_name}' for role '{model_role}' not found in config.yml models list"
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/workers/__init__.py b/backends/advanced/src/advanced_omi_backend/workers/__init__.py
index d4792805..d2439887 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/__init__.py
@@ -32,50 +32,33 @@
 from advanced_omi_backend.models.job import _ensure_beanie_initialized
 
 # Import from audio_jobs
-from .audio_jobs import (
-    audio_streaming_persistence_job,
-)
+from .audio_jobs import audio_streaming_persistence_job
 
 # Import from conversation_jobs
-from .conversation_jobs import (
-    open_conversation_job,
-)
+from .conversation_jobs import open_conversation_job
 
 # Import from memory_jobs
-from .memory_jobs import (
-    enqueue_memory_processing,
-    process_memory_job,
-)
+from .memory_jobs import enqueue_memory_processing, process_memory_job
 
 # Import from speaker_jobs
-from .speaker_jobs import (
-    check_enrolled_speakers_job,
-    recognise_speakers_job,
-)
+from .speaker_jobs import check_enrolled_speakers_job, recognise_speakers_job
 
 # Import from transcription_jobs
-from .transcription_jobs import (
-    stream_speech_detection_job,
-    transcribe_full_audio_job,
-)
+from .transcription_jobs import stream_speech_detection_job, transcribe_full_audio_job
 
 __all__ = [
     # Transcription jobs
     "transcribe_full_audio_job",
     "stream_speech_detection_job",
-
     # Speaker jobs
     "check_enrolled_speakers_job",
     "recognise_speakers_job",
-
     # Conversation jobs
     "open_conversation_job",
     "audio_streaming_persistence_job",
-
     # Memory jobs
     "process_memory_job",
     "enqueue_memory_processing",
-
     # Queue utils
     "get_queue",
     "get_job_stats",
diff --git a/backends/advanced/src/advanced_omi_backend/workers/annotation_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/annotation_jobs.py
index 3681ab5f..6fea1237 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/annotation_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/annotation_jobs.py
@@ -199,15 +199,11 @@ async def finetune_hallucination_model():
 
         # Calculate acceptance rate
         if accepted_count + rejected_count > 0:
-            acceptance_rate = (
-                accepted_count / (accepted_count + rejected_count)
-            ) * 100
+            acceptance_rate = (accepted_count / (accepted_count + rejected_count)) * 100
             logger.info(f"   Suggestion acceptance rate: {acceptance_rate:.1f}%")
 
         logger.info("✅ Training check complete (placeholder implementation)")
-        logger.info(
-            "   ℹ️  TODO: Implement model fine-tuning using user feedback data"
-        )
+        logger.info("   ℹ️  TODO: Implement model fine-tuning using user feedback data")
 
     except Exception as e:
         logger.error(f"❌ Error in finetune_hallucination_model: {e}", exc_info=True)
@@ -216,6 +212,7 @@ async def finetune_hallucination_model():
 
 # Additional helper functions for future implementation
 
+
 async def analyze_common_error_patterns() -> List[dict]:
     """
     Analyze accepted annotations to identify common error patterns.
diff --git a/backends/advanced/src/advanced_omi_backend/workers/audio_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/audio_jobs.py
index 757bf29b..02448123 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/audio_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/audio_jobs.py
@@ -30,7 +30,7 @@ async def audio_streaming_persistence_job(
     client_id: str,
     always_persist: bool = False,
     *,
-    redis_client=None
+    redis_client=None,
 ) -> Dict[str, Any]:
     """
     Long-running RQ job that stores audio chunks in MongoDB with Opus compression.
@@ -57,7 +57,9 @@ async def audio_streaming_persistence_job(
           cross-process config cache issues.
     """
 
-    logger.info(f"🎵 Starting MongoDB audio persistence for session {session_id} (always_persist={always_persist})")
+    logger.info(
+        f"🎵 Starting MongoDB audio persistence for session {session_id} (always_persist={always_persist})"
+    )
 
     # Setup audio persistence consumer group (separate from transcription consumer)
     audio_stream_name = f"audio:stream:{client_id}"
@@ -66,12 +68,11 @@ async def audio_streaming_persistence_job(
 
     try:
         await redis_client.xgroup_create(
-            audio_stream_name,
-            audio_group_name,
-            "0",
-            mkstream=True
+            audio_stream_name, audio_group_name, "0", mkstream=True
+        )
+        logger.info(
+            f"📦 Created audio persistence consumer group for {audio_stream_name}"
         )
-        logger.info(f"📦 Created audio persistence consumer group for {audio_stream_name}")
     except Exception as e:
         if "BUSYGROUP" not in str(e):
             logger.warning(f"Failed to create audio consumer group: {e}")
@@ -90,6 +91,7 @@ async def audio_streaming_persistence_job(
         if existing_conversation_id:
             existing_id_str = existing_conversation_id.decode()
             from advanced_omi_backend.models.conversation import Conversation
+
             existing_conv = await Conversation.find_one(
                 Conversation.conversation_id == existing_id_str
             )
@@ -118,15 +120,13 @@ async def audio_streaming_persistence_job(
                 transcript_versions=[],
                 memory_versions=[],
                 processing_status="pending_transcription",
-                always_persist=True
+                always_persist=True,
             )
             await conversation.insert()
 
             # Set conversation:current Redis key
             await redis_client.set(
-                conversation_key,
-                conversation.conversation_id,
-                ex=3600  # 1 hour expiry
+                conversation_key, conversation.conversation_id, ex=3600  # 1 hour expiry
             )
 
             logger.info(
@@ -185,6 +185,7 @@ async def audio_streaming_persistence_job(
     from rq import get_current_job
 
     from advanced_omi_backend.utils.job_utils import check_job_alive
+
     current_job = get_current_job()
 
     async def flush_pcm_buffer() -> bool:
@@ -207,7 +208,7 @@ async def flush_pcm_buffer() -> bool:
                 pcm_data=bytes(pcm_buffer),
                 sample_rate=SAMPLE_RATE,
                 channels=CHANNELS,
-                bitrate=24  # 24kbps for speech
+                bitrate=24,  # 24kbps for speech
             )
 
             # Calculate chunk metadata
@@ -247,7 +248,9 @@ async def flush_pcm_buffer() -> bool:
                 # Calculate running totals
                 chunk_count = chunk_index + 1
                 total_duration = end_time
-                compression_ratio = compressed_size / original_size if original_size > 0 else 0.0
+                compression_ratio = (
+                    compressed_size / original_size if original_size > 0 else 0.0
+                )
 
                 # Update conversation fields
                 conversation.audio_chunks_count = chunk_count
@@ -271,7 +274,9 @@ async def flush_pcm_buffer() -> bool:
             return True
 
         except Exception as e:
-            logger.error(f"❌ Failed to save audio chunk {chunk_index}: {e}", exc_info=True)
+            logger.error(
+                f"❌ Failed to save audio chunk {chunk_index}: {e}", exc_info=True
+            )
             return False
 
     while True:
@@ -303,7 +308,7 @@ async def flush_pcm_buffer() -> bool:
                     audio_consumer_name,
                     {audio_stream_name: ">"},
                     count=50,
-                    block=500
+                    block=500,
                 )
 
                 if final_messages:
@@ -322,9 +327,13 @@ async def flush_pcm_buffer() -> bool:
                                         chunk_index += 1
                                         chunk_start_time += CHUNK_DURATION_SECONDS
 
-                            await redis_client.xack(audio_stream_name, audio_group_name, message_id)
+                            await redis_client.xack(
+                                audio_stream_name, audio_group_name, message_id
+                            )
 
-                    logger.info(f"📦 Final read processed {len(final_messages[0][1])} messages")
+                    logger.info(
+                        f"📦 Final read processed {len(final_messages[0][1])} messages"
+                    )
 
             except Exception as e:
                 logger.debug(f"Final audio read error (non-fatal): {e}")
@@ -377,7 +386,11 @@ async def flush_pcm_buffer() -> bool:
             if current_conversation_id and len(pcm_buffer) > 0:
                 # Flush final partial chunk
                 await flush_pcm_buffer()
-                duration = (time.time() - conversation_start_time) if conversation_start_time else 0
+                duration = (
+                    (time.time() - conversation_start_time)
+                    if conversation_start_time
+                    else 0
+                )
                 logger.info(
                     f"✅ Conversation {current_conversation_id[:12]} ended: "
                     f"{chunk_index + 1} chunks, {duration:.1f}s"
@@ -399,7 +412,7 @@ async def flush_pcm_buffer() -> bool:
                 audio_consumer_name,
                 {audio_stream_name: ">"},
                 count=20,  # Read up to 20 chunks at a time
-                block=100  # 100ms timeout
+                block=100,  # 100ms timeout
             )
 
             if audio_messages:
@@ -429,13 +442,17 @@ async def flush_pcm_buffer() -> bool:
                                     chunk_start_time += CHUNK_DURATION_SECONDS
 
                         # ACK the message
-                        await redis_client.xack(audio_stream_name, audio_group_name, message_id)
+                        await redis_client.xack(
+                            audio_stream_name, audio_group_name, message_id
+                        )
 
             else:
                 # No new messages
                 if end_signal_received:
                     consecutive_empty_reads += 1
-                    logger.info(f"📭 No new messages ({consecutive_empty_reads}/{max_empty_reads})")
+                    logger.info(
+                        f"📭 No new messages ({consecutive_empty_reads}/{max_empty_reads})"
+                    )
 
                     if consecutive_empty_reads >= max_empty_reads:
                         logger.info(f"✅ Stream empty after END signal - stopping")
@@ -455,7 +472,9 @@ async def flush_pcm_buffer() -> bool:
     # Calculate total duration
     if total_pcm_bytes > 0:
         duration = total_pcm_bytes / BYTES_PER_SECOND
-        compression_ratio = total_compressed_bytes / total_pcm_bytes if total_pcm_bytes > 0 else 0.0
+        compression_ratio = (
+            total_compressed_bytes / total_pcm_bytes if total_pcm_bytes > 0 else 0.0
+        )
     else:
         logger.warning(f"⚠️ No audio chunks written for session {session_id}")
         duration = 0.0
@@ -486,7 +505,7 @@ async def flush_pcm_buffer() -> bool:
         "total_compressed_bytes": total_compressed_bytes,
         "compression_ratio": compression_ratio,
         "duration_seconds": duration,
-        "runtime_seconds": runtime_seconds
+        "runtime_seconds": runtime_seconds,
     }
 
 
diff --git a/backends/advanced/src/advanced_omi_backend/workers/audio_stream_worker.py b/backends/advanced/src/advanced_omi_backend/workers/audio_stream_worker.py
index 026a3e8e..3328ba2f 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/audio_stream_worker.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/audio_stream_worker.py
@@ -25,8 +25,7 @@
 from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
 
 logging.basicConfig(
-    level=logging.INFO,
-    format="%(asctime)s [%(levelname)s] %(name)s: %(message)s"
+    level=logging.INFO, format="%(asctime)s [%(levelname)s] %(name)s: %(message)s"
 )
 
 logger = logging.getLogger(__name__)
@@ -35,16 +34,16 @@
 async def main():
     """Main worker entry point."""
     logger.info("🚀 Starting streaming transcription worker")
-    logger.info("📋 Provider configuration loaded from config.yml (defaults.stt_stream)")
+    logger.info(
+        "📋 Provider configuration loaded from config.yml (defaults.stt_stream)"
+    )
 
     redis_url = os.getenv("REDIS_URL", "redis://localhost:6379/0")
 
     # Create Redis client
     try:
         redis_client = await redis.from_url(
-            redis_url,
-            encoding="utf-8",
-            decode_responses=False
+            redis_url, encoding="utf-8", decode_responses=False
         )
         logger.info(f"✅ Connected to Redis: {redis_url}")
 
@@ -59,15 +58,21 @@ async def main():
     try:
         plugin_router = init_plugin_router()
         if plugin_router:
-            logger.info(f"✅ Plugin router initialized with {len(plugin_router.plugins)} plugins")
+            logger.info(
+                f"✅ Plugin router initialized with {len(plugin_router.plugins)} plugins"
+            )
 
             # Initialize async plugins
             for plugin_id, plugin in plugin_router.plugins.items():
                 try:
                     await plugin.initialize()
-                    logger.info(f"✅ Plugin '{plugin_id}' initialized in streaming worker")
+                    logger.info(
+                        f"✅ Plugin '{plugin_id}' initialized in streaming worker"
+                    )
                 except Exception as e:
-                    logger.exception(f"Failed to initialize plugin '{plugin_id}' in streaming worker: {e}")
+                    logger.exception(
+                        f"Failed to initialize plugin '{plugin_id}' in streaming worker: {e}"
+                    )
         else:
             logger.warning("No plugin router available - plugins will not be triggered")
     except Exception as e:
@@ -78,9 +83,13 @@ async def main():
     try:
         speaker_client = SpeakerRecognitionClient()
         if speaker_client.enabled:
-            logger.info(f"Speaker recognition client initialized: {speaker_client.service_url}")
+            logger.info(
+                f"Speaker recognition client initialized: {speaker_client.service_url}"
+            )
         else:
-            logger.info("Speaker recognition disabled — streaming speaker identification off")
+            logger.info(
+                "Speaker recognition disabled — streaming speaker identification off"
+            )
             speaker_client = None
     except Exception as e:
         logger.warning(f"Failed to initialize speaker recognition client: {e}")
@@ -95,8 +104,12 @@ async def main():
         )
         logger.info("Streaming transcription consumer created")
     except Exception as e:
-        logger.error(f"Failed to create streaming transcription consumer: {e}", exc_info=True)
-        logger.error("Ensure config.yml has defaults.stt_stream configured with valid provider")
+        logger.error(
+            f"Failed to create streaming transcription consumer: {e}", exc_info=True
+        )
+        logger.error(
+            "Ensure config.yml has defaults.stt_stream configured with valid provider"
+        )
         await redis_client.aclose()
         sys.exit(1)
 
@@ -111,7 +124,9 @@ def signal_handler(signum, frame):
     try:
         logger.info("✅ Streaming transcription worker ready")
         logger.info("📡 Listening for audio streams on audio:stream:* pattern")
-        logger.info("📢 Publishing interim results to transcription:interim:{session_id}")
+        logger.info(
+            "📢 Publishing interim results to transcription:interim:{session_id}"
+        )
         logger.info("💾 Publishing final results to transcription:results:{session_id}")
 
         # This blocks until consumer is stopped
diff --git a/backends/advanced/src/advanced_omi_backend/workers/cleanup_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/cleanup_jobs.py
index 99ea5869..acc76d2f 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/cleanup_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/cleanup_jobs.py
@@ -4,6 +4,7 @@
 Provides manual cleanup of soft-deleted conversations and chunks.
 Auto-cleanup is controlled via admin API settings (stored in /app/data/cleanup_config.json).
 """
+
 import logging
 from datetime import datetime, timedelta
 from typing import Optional
@@ -19,8 +20,7 @@
 
 @async_job(redis=False, beanie=True, timeout=1800)  # 30 minute timeout
 async def purge_old_deleted_conversations(
-    retention_days: Optional[int] = None,
-    dry_run: bool = False
+    retention_days: Optional[int] = None, dry_run: bool = False
 ) -> dict:
     """
     Permanently delete conversations that have been soft-deleted for longer than retention period.
@@ -35,16 +35,17 @@ async def purge_old_deleted_conversations(
     # Get retention period from config if not specified
     if retention_days is None:
         settings_dict = get_cleanup_settings()
-        retention_days = settings_dict['retention_days']
+        retention_days = settings_dict["retention_days"]
 
     cutoff_date = datetime.utcnow() - timedelta(days=retention_days)
 
-    logger.info(f"{'[DRY RUN] ' if dry_run else ''}Purging conversations deleted before {cutoff_date.isoformat()}")
+    logger.info(
+        f"{'[DRY RUN] ' if dry_run else ''}Purging conversations deleted before {cutoff_date.isoformat()}"
+    )
 
     # Find soft-deleted conversations older than cutoff
     old_deleted = await Conversation.find(
-        Conversation.deleted == True,
-        Conversation.deleted_at < cutoff_date
+        Conversation.deleted == True, Conversation.deleted_at < cutoff_date
     ).to_list()
 
     purged_conversations = 0
@@ -129,7 +130,7 @@ def schedule_cleanup_job(retention_days: Optional[int] = None) -> Optional[str]:
     """
     # Check if auto-cleanup is enabled
     settings_dict = get_cleanup_settings()
-    if not settings_dict['auto_cleanup_enabled']:
+    if not settings_dict["auto_cleanup_enabled"]:
         logger.info("Auto-cleanup is disabled (auto_cleanup_enabled=false)")
         return None
 
@@ -137,7 +138,7 @@ def schedule_cleanup_job(retention_days: Optional[int] = None) -> Optional[str]:
         from advanced_omi_backend.controllers.queue_controller import get_queue
 
         if retention_days is None:
-            retention_days = settings_dict['retention_days']
+            retention_days = settings_dict["retention_days"]
 
         queue = get_queue("default")
         job = queue.enqueue(
@@ -146,10 +147,11 @@ def schedule_cleanup_job(retention_days: Optional[int] = None) -> Optional[str]:
             dry_run=False,
             job_timeout="30m",
         )
-        logger.info(f"Scheduled cleanup job {job.id} with {retention_days}-day retention")
+        logger.info(
+            f"Scheduled cleanup job {job.id} with {retention_days}-day retention"
+        )
         return job.id
 
     except Exception as e:
         logger.error(f"Failed to schedule cleanup job: {e}")
         return None
-
diff --git a/backends/advanced/src/advanced_omi_backend/workers/finetuning_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/finetuning_jobs.py
index 9b6691c9..332b1b96 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/finetuning_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/finetuning_jobs.py
@@ -39,6 +39,7 @@
 # Job 1: Speaker Fine-tuning
 # ---------------------------------------------------------------------------
 
+
 async def run_speaker_finetuning_job() -> dict:
     """Process applied diarization annotations and send to speaker recognition service.
 
@@ -136,13 +137,17 @@ async def run_speaker_finetuning_job() -> dict:
 
             # Mark as trained
             annotation.processed_by = (
-                f"{annotation.processed_by},training" if annotation.processed_by else "training"
+                f"{annotation.processed_by},training"
+                if annotation.processed_by
+                else "training"
             )
             annotation.updated_at = datetime.now(timezone.utc)
             await annotation.save()
 
         except Exception as e:
-            logger.error(f"Speaker finetuning: error processing annotation {annotation.id}: {e}")
+            logger.error(
+                f"Speaker finetuning: error processing annotation {annotation.id}: {e}"
+            )
             failed += 1
 
     total = enrolled + appended
@@ -150,7 +155,13 @@ async def run_speaker_finetuning_job() -> dict:
         f"Speaker finetuning complete: {total} processed "
         f"({enrolled} new, {appended} appended, {failed} failed, {cleaned} orphaned cleaned)"
     )
-    return {"enrolled": enrolled, "appended": appended, "failed": failed, "cleaned": cleaned, "processed": total}
+    return {
+        "enrolled": enrolled,
+        "appended": appended,
+        "failed": failed,
+        "cleaned": cleaned,
+        "processed": total,
+    }
 
 
 # ---------------------------------------------------------------------------
@@ -174,12 +185,14 @@ def _build_vibevoice_label(conversation) -> dict:
     segments = []
     for seg in transcript.segments:
         speaker_id = speaker_map.setdefault(seg.speaker, len(speaker_map))
-        segments.append({
-            "speaker": speaker_id,
-            "text": seg.text,
-            "start": round(seg.start, 2),
-            "end": round(seg.end, 2),
-        })
+        segments.append(
+            {
+                "speaker": speaker_id,
+                "text": seg.text,
+                "start": round(seg.start, 2),
+                "end": round(seg.end, 2),
+            }
+        )
 
     return {
         "audio_path": f"{conversation.conversation_id}.wav",
@@ -198,31 +211,49 @@ async def run_asr_finetuning_job() -> dict:
     from advanced_omi_backend.model_registry import get_models_registry
     from advanced_omi_backend.models.annotation import Annotation, AnnotationType
     from advanced_omi_backend.models.conversation import Conversation
-    from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_wav_from_conversation
+    from advanced_omi_backend.utils.audio_chunk_utils import (
+        reconstruct_wav_from_conversation,
+    )
 
     # Resolve STT service URL from model registry (same URL used for transcription)
     registry = get_models_registry()
     stt_model = registry.get_default("stt") if registry else None
     if not stt_model or not stt_model.model_url:
         logger.warning("ASR finetuning: no STT model configured in registry, skipping")
-        return {"conversations_exported": 0, "annotations_consumed": 0, "message": "No STT model configured"}
+        return {
+            "conversations_exported": 0,
+            "annotations_consumed": 0,
+            "message": "No STT model configured",
+        }
 
     vibevoice_url = stt_model.model_url.rstrip("/")
 
     # Find applied annotations (TRANSCRIPT and DIARIZATION) not yet consumed by ASR training
     annotations = await Annotation.find(
-        {"annotation_type": {"$in": [AnnotationType.TRANSCRIPT.value, AnnotationType.DIARIZATION.value]}},
+        {
+            "annotation_type": {
+                "$in": [
+                    AnnotationType.TRANSCRIPT.value,
+                    AnnotationType.DIARIZATION.value,
+                ]
+            }
+        },
         Annotation.processed == True,
     ).to_list()
 
     ready = [
-        a for a in annotations
+        a
+        for a in annotations
         if not a.processed_by or _ASR_TRAINING_MARKER not in a.processed_by
     ]
 
     if not ready:
         logger.info("ASR finetuning: no annotations ready for export")
-        return {"conversations_exported": 0, "annotations_consumed": 0, "message": "No annotations ready"}
+        return {
+            "conversations_exported": 0,
+            "annotations_consumed": 0,
+            "message": "No annotations ready",
+        }
 
     # Group annotations by conversation_id
     by_conversation: dict[str, list[Annotation]] = {}
@@ -245,36 +276,52 @@ async def run_asr_finetuning_job() -> dict:
                         Conversation.conversation_id == conv_id
                     )
                     if not conversation or not conversation.active_transcript:
-                        logger.warning(f"ASR finetuning: conversation {conv_id} not found or no transcript")
+                        logger.warning(
+                            f"ASR finetuning: conversation {conv_id} not found or no transcript"
+                        )
                         errors += 1
                         continue
 
                     if not conversation.active_transcript.segments:
-                        logger.info(f"ASR finetuning: conversation {conv_id} has no segments, skipping")
+                        logger.info(
+                            f"ASR finetuning: conversation {conv_id} has no segments, skipping"
+                        )
                         continue
 
                     # Reconstruct full WAV audio
                     wav_data = await reconstruct_wav_from_conversation(conv_id)
                     if not wav_data:
-                        logger.warning(f"ASR finetuning: no audio for conversation {conv_id}")
+                        logger.warning(
+                            f"ASR finetuning: no audio for conversation {conv_id}"
+                        )
                         errors += 1
                         continue
 
                     # Build training label
                     label = _build_vibevoice_label(conversation)
                     if not label.get("segments"):
-                        logger.info(f"ASR finetuning: no segments in label for {conv_id}, skipping")
+                        logger.info(
+                            f"ASR finetuning: no segments in label for {conv_id}, skipping"
+                        )
                         continue
 
                     # Try to add jargon context from Redis cache
                     if conversation.user_id:
-                        jargon = await redis_client.get(f"asr:jargon:{conversation.user_id}")
+                        jargon = await redis_client.get(
+                            f"asr:jargon:{conversation.user_id}"
+                        )
                         if jargon:
-                            label["customized_context"] = [t.strip() for t in jargon.split(",") if t.strip()]
+                            label["customized_context"] = [
+                                t.strip() for t in jargon.split(",") if t.strip()
+                            ]
 
                     # POST to VibeVoice /fine-tune endpoint
                     files = {
-                        "audio_files": (f"{conv_id}.wav", io.BytesIO(wav_data), "audio/wav"),
+                        "audio_files": (
+                            f"{conv_id}.wav",
+                            io.BytesIO(wav_data),
+                            "audio/wav",
+                        ),
                     }
                     data = {"labels": json.dumps([label])}
 
@@ -307,7 +354,9 @@ async def run_asr_finetuning_job() -> dict:
                         consumed += 1
 
                 except Exception as e:
-                    logger.error(f"ASR finetuning: error processing conversation {conv_id}: {e}")
+                    logger.error(
+                        f"ASR finetuning: error processing conversation {conv_id}: {e}"
+                    )
                     errors += 1
 
     finally:
@@ -328,6 +377,7 @@ async def run_asr_finetuning_job() -> dict:
 # Job 3: ASR Jargon Extraction
 # ---------------------------------------------------------------------------
 
+
 async def run_asr_jargon_extraction_job() -> dict:
     """Extract jargon from recent memories for all users and cache in Redis."""
     from advanced_omi_backend.models.user import User
@@ -344,7 +394,9 @@ async def run_asr_jargon_extraction_job() -> dict:
             try:
                 jargon = await _extract_jargon_for_user(user_id)
                 if jargon:
-                    await redis_client.set(f"asr:jargon:{user_id}", jargon, ex=JARGON_CACHE_TTL)
+                    await redis_client.set(
+                        f"asr:jargon:{user_id}", jargon, ex=JARGON_CACHE_TTL
+                    )
                     processed += 1
                     logger.debug(f"Cached jargon for user {user_id}: {jargon[:80]}...")
                 else:
@@ -398,7 +450,9 @@ async def _extract_jargon_for_user(user_id: str) -> Optional[str]:
 
     # Use LLM to extract jargon
     registry = get_prompt_registry()
-    prompt_template = await registry.get_prompt("asr.jargon_extraction", memories=memory_text)
+    prompt_template = await registry.get_prompt(
+        "asr.jargon_extraction", memories=memory_text
+    )
 
     result = await async_generate(prompt_template)
 
diff --git a/backends/advanced/src/advanced_omi_backend/workers/obsidian_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/obsidian_jobs.py
index 8c67616d..69a550a4 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/obsidian_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/obsidian_jobs.py
@@ -26,7 +26,7 @@ def count_markdown_files(vault_path: str) -> int:
 
 
 @async_job(redis=True, beanie=False)
-async def ingest_obsidian_vault_job(job_id: str, vault_path: str, redis_client=None) -> dict: # type: ignore
+async def ingest_obsidian_vault_job(job_id: str, vault_path: str, redis_client=None) -> dict:  # type: ignore
     """
     Long-running ingestion job enqueued on the default RQ queue.
     """
@@ -80,16 +80,18 @@ async def ingest_obsidian_vault_job(job_id: str, vault_path: str, redis_client=N
                 return {"status": "canceled"}
 
             try:
-                note_data = obsidian_service.parse_obsidian_note(root, filename, vault_path)
+                note_data = obsidian_service.parse_obsidian_note(
+                    root, filename, vault_path
+                )
                 chunks = await obsidian_service.chunking_and_embedding(note_data)
                 if chunks:
                     obsidian_service.ingest_note_and_chunks(note_data, chunks)
-                
+
                 processed += 1
                 job.meta["processed"] = processed
                 job.meta["last_file"] = os.path.join(root, filename)
                 job.save_meta()
-                
+
             except Exception as exc:
                 logger.error("Processing %s failed: %s", filename, exc)
                 errors.append(f"{filename}: {exc}")
@@ -103,5 +105,5 @@ async def ingest_obsidian_vault_job(job_id: str, vault_path: str, redis_client=N
         "status": "finished",
         "processed": processed,
         "total": total,
-        "errors": errors
+        "errors": errors,
     }
diff --git a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/health_monitor.py b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/health_monitor.py
index 3cec3810..c97812cc 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/health_monitor.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/health_monitor.py
@@ -105,7 +105,9 @@ async def _monitor_loop(self):
             raise
         except Exception as e:
             logger.error(f"Health monitor loop error: {e}", exc_info=True)
-            self.running = False  # Mark monitor as stopped so callers know it's not active
+            self.running = (
+                False  # Mark monitor as stopped so callers know it's not active
+            )
             raise  # Re-raise to ensure the monitor task fails properly
 
     async def _check_health(self):
@@ -311,7 +313,9 @@ def _handle_registration_loss(self):
         if success:
             logger.info("✅ Bulk restart completed - workers should re-register soon")
         else:
-            logger.error("❌ Bulk restart encountered errors - check individual worker logs")
+            logger.error(
+                "❌ Bulk restart encountered errors - check individual worker logs"
+            )
 
     def _restart_all_rq_workers(self) -> bool:
         """
diff --git a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/process_manager.py b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/process_manager.py
index 5448b96f..909d9b0c 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/process_manager.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/process_manager.py
@@ -270,9 +270,7 @@ def restart_worker(self, name: str, timeout: int = 30) -> bool:
             worker.state = WorkerState.FAILED
             return False
 
-        logger.info(
-            f"{name}: Stopped in {stop_duration:.2f}s (timeout was {timeout}s)"
-        )
+        logger.info(f"{name}: Stopped in {stop_duration:.2f}s (timeout was {timeout}s)")
 
         # START phase with timing
         start_start = time.time()
diff --git a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/worker_registry.py b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/worker_registry.py
index 3bbf93cc..011c1de4 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/worker_registry.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/worker_registry.py
@@ -103,14 +103,19 @@ def build_worker_definitions() -> List[WorkerDefinition]:
     # Log worker configuration
     try:
         from advanced_omi_backend.model_registry import get_models_registry
+
         registry = get_models_registry()
         if registry:
             stt_stream = registry.get_default("stt_stream")
             stt_batch = registry.get_default("stt")
             if stt_stream:
-                logger.info(f"Streaming STT configured: {stt_stream.name} ({stt_stream.model_provider})")
+                logger.info(
+                    f"Streaming STT configured: {stt_stream.name} ({stt_stream.model_provider})"
+                )
             if stt_batch:
-                logger.info(f"Batch STT configured: {stt_batch.name} ({stt_batch.model_provider}) - handled by RQ workers")
+                logger.info(
+                    f"Batch STT configured: {stt_batch.name} ({stt_batch.model_provider}) - handled by RQ workers"
+                )
     except Exception as e:
         logger.warning(f"Failed to log STT configuration: {e}")
 
@@ -119,9 +124,7 @@ def build_worker_definitions() -> List[WorkerDefinition]:
 
     logger.info(f"Total workers configured: {len(workers)}")
     logger.info(f"Enabled workers: {len(enabled_workers)}")
-    logger.info(
-        f"Enabled worker names: {', '.join([w.name for w in enabled_workers])}"
-    )
+    logger.info(f"Enabled worker names: {', '.join([w.name for w in enabled_workers])}")
 
     if disabled_workers:
         logger.info(
diff --git a/backends/advanced/src/advanced_omi_backend/workers/prompt_optimization_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/prompt_optimization_jobs.py
index c98285a3..6824f4a4 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/prompt_optimization_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/prompt_optimization_jobs.py
@@ -52,9 +52,7 @@ async def run_prompt_optimization_job() -> dict:
     langfuse_client = registry._get_client()
 
     if langfuse_client is None:
-        logger.warning(
-            "Prompt optimization: LangFuse not configured — skipping"
-        )
+        logger.warning("Prompt optimization: LangFuse not configured — skipping")
         return {"skipped": True, "reason": "LangFuse not available"}
 
     total_users = 0
@@ -154,9 +152,7 @@ async def run_prompt_optimization_job() -> dict:
                             "optimized_at": datetime.now(timezone.utc).isoformat(),
                         },
                     )
-                    logger.info(
-                        f"Created new LangFuse prompt '{user_prompt_name}'"
-                    )
+                    logger.info(f"Created new LangFuse prompt '{user_prompt_name}'")
                 except Exception as e:
                     err_msg = str(e).lower()
                     if "already exists" in err_msg or "409" in err_msg:
diff --git a/backends/advanced/src/advanced_omi_backend/workers/speaker_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/speaker_jobs.py
index 0a4192fb..cbeaf9b1 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/speaker_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/speaker_jobs.py
@@ -12,9 +12,7 @@
 from advanced_omi_backend.auth import generate_jwt_for_user
 from advanced_omi_backend.models.conversation import Conversation
 from advanced_omi_backend.models.job import async_job
-from advanced_omi_backend.services.audio_stream import (
-    TranscriptionResultsAggregator,
-)
+from advanced_omi_backend.services.audio_stream import TranscriptionResultsAggregator
 from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
 from advanced_omi_backend.users import get_user_by_id
 
@@ -23,11 +21,7 @@
 
 @async_job(redis=True, beanie=True)
 async def check_enrolled_speakers_job(
-    session_id: str,
-    user_id: str,
-    client_id: str,
-    *,
-    redis_client=None
+    session_id: str, user_id: str, client_id: str, *, redis_client=None
 ) -> Dict[str, Any]:
     """
     Check if any enrolled speakers are present in the current audio stream.
@@ -54,19 +48,23 @@ async def check_enrolled_speakers_job(
 
     # Check for enrolled speakers
     speaker_client = SpeakerRecognitionClient()
-    enrolled_present, speaker_result = await speaker_client.check_if_enrolled_speaker_present(
-        redis_client=redis_client,
-        client_id=client_id,
-        session_id=session_id,
-        user_id=user_id,
-        transcription_results=raw_results
+    enrolled_present, speaker_result = (
+        await speaker_client.check_if_enrolled_speaker_present(
+            redis_client=redis_client,
+            client_id=client_id,
+            session_id=session_id,
+            user_id=user_id,
+            transcription_results=raw_results,
+        )
     )
 
     # Check for errors from speaker service
     if speaker_result and speaker_result.get("error"):
         error_type = speaker_result.get("error")
         error_message = speaker_result.get("message", "Unknown error")
-        logger.error(f"🎤 [SPEAKER CHECK] Speaker service error: {error_type} - {error_message}")
+        logger.error(
+            f"🎤 [SPEAKER CHECK] Speaker service error: {error_type} - {error_message}"
+        )
 
         # For connection failures, assume no enrolled speakers but allow conversation to proceed
         # Speaker filtering is optional - if service is down, conversation should still be created
@@ -82,7 +80,7 @@ async def check_enrolled_speakers_job(
                 "enrolled_present": False,
                 "identified_speakers": [],
                 "skip_reason": f"Speaker service unavailable: {error_type}",
-                "processing_time_seconds": time.time() - start_time
+                "processing_time_seconds": time.time() - start_time,
             }
 
         # For other processing errors, also assume no enrolled speakers
@@ -93,7 +91,7 @@ async def check_enrolled_speakers_job(
             "error_details": error_message,
             "enrolled_present": False,
             "identified_speakers": [],
-            "processing_time_seconds": time.time() - start_time
+            "processing_time_seconds": time.time() - start_time,
         }
 
     # Extract identified speakers
@@ -101,30 +99,39 @@ async def check_enrolled_speakers_job(
     if speaker_result and "segments" in speaker_result:
         for seg in speaker_result["segments"]:
             identified_as = seg.get("identified_as")
-            if identified_as and identified_as != "Unknown" and identified_as not in identified_speakers:
+            if (
+                identified_as
+                and identified_as != "Unknown"
+                and identified_as not in identified_speakers
+            ):
                 identified_speakers.append(identified_as)
 
     processing_time = time.time() - start_time
 
     if enrolled_present:
-        logger.info(f"✅ Enrolled speaker(s) found: {', '.join(identified_speakers)} ({processing_time:.2f}s)")
+        logger.info(
+            f"✅ Enrolled speaker(s) found: {', '.join(identified_speakers)} ({processing_time:.2f}s)"
+        )
     else:
         logger.info(f"⏭️ No enrolled speakers found ({processing_time:.2f}s)")
 
     # Update job metadata for timeline tracking
     from rq import get_current_job
+
     current_job = get_current_job()
     if current_job:
         if not current_job.meta:
             current_job.meta = {}
-        current_job.meta.update({
-            "session_id": session_id,
-            "client_id": client_id,
-            "enrolled_present": enrolled_present,
-            "identified_speakers": identified_speakers,
-            "speaker_count": len(identified_speakers),
-            "processing_time": processing_time
-        })
+        current_job.meta.update(
+            {
+                "session_id": session_id,
+                "client_id": client_id,
+                "enrolled_present": enrolled_present,
+                "identified_speakers": identified_speakers,
+                "speaker_count": len(identified_speakers),
+                "processing_time": processing_time,
+            }
+        )
         current_job.save_meta()
 
     return {
@@ -133,7 +140,7 @@ async def check_enrolled_speakers_job(
         "enrolled_present": enrolled_present,
         "identified_speakers": identified_speakers,
         "speaker_result": speaker_result,
-        "processing_time_seconds": processing_time
+        "processing_time_seconds": processing_time,
     }
 
 
@@ -144,7 +151,7 @@ async def recognise_speakers_job(
     transcript_text: str = "",
     words: list = None,
     *,
-    redis_client=None
+    redis_client=None,
 ) -> Dict[str, Any]:
     """
     RQ job function for identifying speakers in a transcribed conversation.
@@ -168,12 +175,16 @@ async def recognise_speakers_job(
         Dict with processing results
     """
 
-    logger.info(f"🎤 RQ: Starting speaker recognition for conversation {conversation_id}")
+    logger.info(
+        f"🎤 RQ: Starting speaker recognition for conversation {conversation_id}"
+    )
 
     start_time = time.time()
 
     # Get the conversation
-    conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
     if not conversation:
         logger.error(f"Conversation {conversation_id} not found")
         return {"success": False, "error": "Conversation not found"}
@@ -201,7 +212,7 @@ async def recognise_speakers_job(
             "conversation_id": conversation_id,
             "version_id": version_id,
             "speaker_recognition_enabled": False,
-            "processing_time_seconds": 0
+            "processing_time_seconds": 0,
         }
 
     # Get provider capabilities from metadata
@@ -222,7 +233,9 @@ async def recognise_speakers_job(
 
         # If we have existing segments from provider, proceed to identification
         if transcript_version.segments:
-            logger.info(f"🎤 Using {len(transcript_version.segments)} segments from provider")
+            logger.info(
+                f"🎤 Using {len(transcript_version.segments)} segments from provider"
+            )
             # Continue to speaker identification below (after this block)
         else:
             logger.warning(f"🎤 Provider claimed diarization but no segments found")
@@ -237,32 +250,35 @@ async def recognise_speakers_job(
     if not actual_words and transcript_version.words:
         # Convert Word objects to dicts for speaker service API
         actual_words = [
-            {
-                "word": w.word,
-                "start": w.start,
-                "end": w.end,
-                "confidence": w.confidence
-            }
+            {"word": w.word, "start": w.start, "end": w.end, "confidence": w.confidence}
             for w in transcript_version.words
         ]
-        logger.info(f"🔤 Loaded {len(actual_words)} words from transcript version.words field")
+        logger.info(
+            f"🔤 Loaded {len(actual_words)} words from transcript version.words field"
+        )
     # Backward compatibility: Fall back to metadata if words field is empty (old data)
     elif not actual_words and transcript_version.metadata.get("words"):
         actual_words = transcript_version.metadata.get("words", [])
-        logger.info(f"🔤 Loaded {len(actual_words)} words from transcript version metadata (legacy)")
+        logger.info(
+            f"🔤 Loaded {len(actual_words)} words from transcript version metadata (legacy)"
+        )
     # Backward compatibility: Extract from segments if that's all we have (old streaming data)
     elif not actual_words and transcript_version.segments:
         for segment in transcript_version.segments:
             if segment.words:
                 for w in segment.words:
-                    actual_words.append({
-                        "word": w.word,
-                        "start": w.start,
-                        "end": w.end,
-                        "confidence": w.confidence
-                    })
+                    actual_words.append(
+                        {
+                            "word": w.word,
+                            "start": w.start,
+                            "end": w.end,
+                            "confidence": w.confidence,
+                        }
+                    )
         if actual_words:
-            logger.info(f"🔤 Extracted {len(actual_words)} words from segments (legacy)")
+            logger.info(
+                f"🔤 Extracted {len(actual_words)} words from segments (legacy)"
+            )
 
     if not actual_transcript_text:
         logger.warning(f"🎤 No transcript text found in version {version_id}")
@@ -271,7 +287,7 @@ async def recognise_speakers_job(
             "conversation_id": conversation_id,
             "version_id": version_id,
             "error": "No transcript text available",
-            "processing_time_seconds": 0
+            "processing_time_seconds": 0,
         }
 
     # Check if we can run pyannote diarization
@@ -290,7 +306,7 @@ async def recognise_speakers_job(
                 "conversation_id": conversation_id,
                 "version_id": version_id,
                 "error": "No word timestamps and no segments available",
-                "processing_time_seconds": time.time() - start_time
+                "processing_time_seconds": time.time() - start_time,
             }
         # Has existing segments - fall through to run identification on them
         logger.info(
@@ -303,6 +319,7 @@ async def recognise_speakers_job(
     # 1. Config toggle (per_segment_speaker_id) enables per-segment globally
     # 2. Manual reprocess trigger also enables per-segment for that run
     from advanced_omi_backend.config import get_misc_settings
+
     misc_config = get_misc_settings()
     per_segment_config = misc_config.get("per_segment_speaker_id", False)
 
@@ -323,7 +340,11 @@ async def recognise_speakers_job(
             # Have existing segments and can't/shouldn't run pyannote - do identification only
             # Covers: provider already diarized, no word timestamps but segments exist, etc.
             # Only send speech segments for identification; skip event/note segments
-            speech_segments = [s for s in transcript_version.segments if getattr(s, 'segment_type', 'speech') == 'speech']
+            speech_segments = [
+                s
+                for s in transcript_version.segments
+                if getattr(s, "segment_type", "speech") == "speech"
+            ]
             logger.info(
                 f"🎤 Using segment-level speaker identification on {len(speech_segments)} speech segments "
                 f"(skipped {len(transcript_version.segments) - len(speech_segments)} non-speech)"
@@ -341,10 +362,7 @@ async def recognise_speakers_job(
             )
         else:
             # Standard path: full diarization + identification via speaker service
-            transcript_data = {
-                "text": actual_transcript_text,
-                "words": actual_words
-            }
+            transcript_data = {"text": actual_transcript_text, "words": actual_words}
 
             # Generate backend token for speaker service to fetch audio
             try:
@@ -356,35 +374,41 @@ async def recognise_speakers_job(
                         "conversation_id": conversation_id,
                         "version_id": version_id,
                         "error": "User not found",
-                        "processing_time_seconds": time.time() - start_time
+                        "processing_time_seconds": time.time() - start_time,
                     }
 
                 backend_token = generate_jwt_for_user(user_id, user.email)
                 logger.info(f"🔐 Generated backend token for speaker service")
 
             except Exception as token_error:
-                logger.error(f"Failed to generate backend token: {token_error}", exc_info=True)
+                logger.error(
+                    f"Failed to generate backend token: {token_error}", exc_info=True
+                )
                 return {
                     "success": False,
                     "conversation_id": conversation_id,
                     "version_id": version_id,
                     "error": f"Token generation failed: {token_error}",
-                    "processing_time_seconds": time.time() - start_time
+                    "processing_time_seconds": time.time() - start_time,
                 }
 
-            logger.info(f"🎤 Calling speaker recognition service with conversation_id...")
+            logger.info(
+                f"🎤 Calling speaker recognition service with conversation_id..."
+            )
             speaker_result = await speaker_client.diarize_identify_match(
                 conversation_id=conversation_id,
                 backend_token=backend_token,
                 transcript_data=transcript_data,
-                user_id=user_id
+                user_id=user_id,
             )
 
         # Check for errors from speaker service
         if speaker_result.get("error"):
             error_type = speaker_result.get("error")
             error_message = speaker_result.get("message", "Unknown error")
-            logger.error(f"🎤 Speaker recognition service error: {error_type} - {error_message}")
+            logger.error(
+                f"🎤 Speaker recognition service error: {error_type} - {error_message}"
+            )
 
             # Connection/timeout errors → skip gracefully (existing behavior)
             if error_type in ("connection_failed", "timeout", "client_error"):
@@ -401,7 +425,7 @@ async def recognise_speakers_job(
                     "identified_speakers": [],
                     "skip_reason": f"Speaker service unavailable: {error_type}",
                     "error_type": error_type,
-                    "processing_time_seconds": time.time() - start_time
+                    "processing_time_seconds": time.time() - start_time,
                 }
 
             # Validation errors → fail job, don't retry
@@ -414,7 +438,7 @@ async def recognise_speakers_job(
                     "error": f"Validation error: {error_message}",
                     "error_type": error_type,
                     "retryable": False,  # Don't retry validation errors
-                    "processing_time_seconds": time.time() - start_time
+                    "processing_time_seconds": time.time() - start_time,
                 }
 
             # Resource errors → fail job, can retry later
@@ -427,7 +451,7 @@ async def recognise_speakers_job(
                     "error": f"Resource error: {error_message}",
                     "error_type": error_type,
                     "retryable": True,  # Can retry later when resources available
-                    "processing_time_seconds": time.time() - start_time
+                    "processing_time_seconds": time.time() - start_time,
                 }
 
             # Unknown errors → fail job
@@ -439,11 +463,15 @@ async def recognise_speakers_job(
                     "error": f"Speaker recognition failed: {error_type}",
                     "error_details": error_message,
                     "error_type": error_type,
-                    "processing_time_seconds": time.time() - start_time
+                    "processing_time_seconds": time.time() - start_time,
                 }
 
         # Service worked but found no segments (legitimate empty result)
-        if not speaker_result or "segments" not in speaker_result or not speaker_result["segments"]:
+        if (
+            not speaker_result
+            or "segments" not in speaker_result
+            or not speaker_result["segments"]
+        ):
             logger.warning(f"🎤 Speaker recognition returned no segments")
             return {
                 "success": True,
@@ -451,7 +479,7 @@ async def recognise_speakers_job(
                 "version_id": version_id,
                 "speaker_recognition_enabled": True,
                 "identified_speakers": [],
-                "processing_time_seconds": time.time() - start_time
+                "processing_time_seconds": time.time() - start_time,
             }
 
         speaker_segments = speaker_result["segments"]
@@ -486,12 +514,16 @@ async def recognise_speakers_job(
                 continue
 
             # Skip segments with invalid structure
-            if not isinstance(seg.get("start"), (int, float)) or not isinstance(seg.get("end"), (int, float)):
+            if not isinstance(seg.get("start"), (int, float)) or not isinstance(
+                seg.get("end"), (int, float)
+            ):
                 empty_segment_count += 1
                 logger.debug(f"Filtered segment with invalid timing: {seg}")
                 continue
 
-            speaker_name = seg.get("identified_as") or unknown_label_map.get(seg.get("speaker", "Unknown"), "Unknown Speaker")
+            speaker_name = seg.get("identified_as") or unknown_label_map.get(
+                seg.get("speaker", "Unknown"), "Unknown Speaker"
+            )
 
             # Extract words from speaker service response (already matched to this segment)
             words_data = seg.get("words", [])
@@ -500,13 +532,14 @@ async def recognise_speakers_job(
                     word=w.get("word", ""),
                     start=w.get("start", 0.0),
                     end=w.get("end", 0.0),
-                    confidence=w.get("confidence")
+                    confidence=w.get("confidence"),
                 )
                 for w in words_data
             ]
 
             # Classify segment type from content
             from advanced_omi_backend.utils.segment_utils import classify_segment_text
+
             seg_classification = classify_segment_text(text)
             seg_type = "event" if seg_classification == "event" else "speech"
 
@@ -519,18 +552,21 @@ async def recognise_speakers_job(
                     segment_type=seg_type,
                     identified_as=seg.get("identified_as"),
                     confidence=seg.get("confidence"),
-                    words=segment_words  # Use words from speaker service
+                    words=segment_words,  # Use words from speaker service
                 )
             )
 
         if empty_segment_count > 0:
-            logger.info(f"🔇 Filtered out {empty_segment_count} empty segments from speaker recognition")
+            logger.info(
+                f"🔇 Filtered out {empty_segment_count} empty segments from speaker recognition"
+            )
 
         # Re-insert non-speech segments (event/note) that were skipped during identification
         # They need to be merged back into position based on timestamps
         non_speech_segments = [
-            s for s in transcript_version.segments
-            if getattr(s, 'segment_type', 'speech') != 'speech'
+            s
+            for s in transcript_version.segments
+            if getattr(s, "segment_type", "speech") != "speech"
         ]
         if non_speech_segments:
             for ns_seg in non_speech_segments:
@@ -541,7 +577,9 @@ async def recognise_speakers_job(
                         insert_pos = i
                         break
                 updated_segments.insert(insert_pos, ns_seg)
-            logger.info(f"🎤 Re-inserted {len(non_speech_segments)} non-speech segments")
+            logger.info(
+                f"🎤 Re-inserted {len(non_speech_segments)} non-speech segments"
+            )
 
         # Update the transcript version
         transcript_version.segments = updated_segments
@@ -559,24 +597,31 @@ async def recognise_speakers_job(
 
         sr_metadata = {
             "enabled": True,
-            "identification_mode": "per_segment" if use_per_segment else "majority_vote",
+            "identification_mode": (
+                "per_segment" if use_per_segment else "majority_vote"
+            ),
             "identified_speakers": list(identified_speakers),
             "speaker_count": len(identified_speakers),
             "total_segments": len(speaker_segments),
-            "processing_time_seconds": time.time() - start_time
+            "processing_time_seconds": time.time() - start_time,
         }
         if speaker_result.get("partial_errors"):
             sr_metadata["partial_errors"] = speaker_result["partial_errors"]
         transcript_version.metadata["speaker_recognition"] = sr_metadata
 
         # Set diarization source if pyannote ran (provider didn't do diarization)
-        if not provider_has_diarization and transcript_version.diarization_source != "provider":
+        if (
+            not provider_has_diarization
+            and transcript_version.diarization_source != "provider"
+        ):
             transcript_version.diarization_source = "pyannote"
 
         await conversation.save()
 
         processing_time = time.time() - start_time
-        logger.info(f"✅ Speaker recognition completed for {conversation_id} in {processing_time:.2f}s")
+        logger.info(
+            f"✅ Speaker recognition completed for {conversation_id} in {processing_time:.2f}s"
+        )
 
         return {
             "success": True,
@@ -585,7 +630,7 @@ async def recognise_speakers_job(
             "speaker_recognition_enabled": True,
             "identified_speakers": list(identified_speakers),
             "segment_count": len(updated_segments),
-            "processing_time_seconds": processing_time
+            "processing_time_seconds": processing_time,
         }
 
     except asyncio.TimeoutError as e:
@@ -593,13 +638,18 @@ async def recognise_speakers_job(
 
         # Add timeout metadata to job
         from rq import get_current_job
+
         current_job = get_current_job()
         if current_job:
-            current_job.meta.update({
-                "error_type": "timeout",
-                "audio_duration": conversation.audio_total_duration if conversation else None,
-                "timeout_occurred_at": time.time()
-            })
+            current_job.meta.update(
+                {
+                    "error_type": "timeout",
+                    "audio_duration": (
+                        conversation.audio_total_duration if conversation else None
+                    ),
+                    "timeout_occurred_at": time.time(),
+                }
+            )
             current_job.save_meta()
 
         return {
@@ -608,13 +658,16 @@ async def recognise_speakers_job(
             "version_id": version_id,
             "error": "Speaker recognition timeout",
             "error_type": "timeout",
-            "audio_duration": conversation.audio_total_duration if conversation else None,
-            "processing_time_seconds": time.time() - start_time
+            "audio_duration": (
+                conversation.audio_total_duration if conversation else None
+            ),
+            "processing_time_seconds": time.time() - start_time,
         }
 
     except Exception as speaker_error:
         logger.error(f"❌ Speaker recognition failed: {speaker_error}")
         import traceback
+
         logger.debug(traceback.format_exc())
 
         return {
@@ -622,5 +675,5 @@ async def recognise_speakers_job(
             "conversation_id": conversation_id,
             "version_id": version_id,
             "error": str(speaker_error),
-            "processing_time_seconds": time.time() - start_time
+            "processing_time_seconds": time.time() - start_time,
         }
diff --git a/backends/advanced/src/advanced_omi_backend/workers/waveform_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/waveform_jobs.py
index f58387cd..1726d61c 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/waveform_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/waveform_jobs.py
@@ -53,20 +53,24 @@ async def generate_waveform_data(
     waveform_gen_time = 0.0
 
     try:
-        logger.info(f"🎵 Generating waveform for conversation {conversation_id[:12]}... (sample_rate={sample_rate} samples/sec)")
+        logger.info(
+            f"🎵 Generating waveform for conversation {conversation_id[:12]}... (sample_rate={sample_rate} samples/sec)"
+        )
 
         # Retrieve all audio chunks for conversation
         fetch_start = time.time()
         chunks = await retrieve_audio_chunks(conversation_id=conversation_id)
         fetch_time = time.time() - fetch_start
 
-        logger.info(f"📦 Fetched {len(chunks) if chunks else 0} chunks from MongoDB in {fetch_time:.2f}s")
+        logger.info(
+            f"📦 Fetched {len(chunks) if chunks else 0} chunks from MongoDB in {fetch_time:.2f}s"
+        )
 
         if not chunks:
             logger.warning(f"No audio chunks found for conversation {conversation_id}")
             return {
                 "success": False,
-                "error": "No audio chunks found for this conversation"
+                "error": "No audio chunks found for this conversation",
             }
 
         # Get audio format from first chunk
@@ -162,29 +166,30 @@ async def generate_waveform_data(
             samples=waveform_samples,
             sample_rate=sample_rate,
             duration_seconds=total_duration,
-            processing_time_seconds=processing_time
+            processing_time_seconds=processing_time,
         )
 
         await waveform_doc.insert()
 
-        logger.info(f"💾 Saved waveform to MongoDB for conversation {conversation_id[:12]}")
+        logger.info(
+            f"💾 Saved waveform to MongoDB for conversation {conversation_id[:12]}"
+        )
 
         return {
             "success": True,
             "samples": waveform_samples,
             "sample_rate": sample_rate,
             "duration_seconds": total_duration,
-            "processing_time_seconds": processing_time
+            "processing_time_seconds": processing_time,
         }
 
     except Exception as e:
         processing_time = time.time() - start_time
         logger.error(
-            f"❌ Waveform generation failed for {conversation_id}: {e}",
-            exc_info=True
+            f"❌ Waveform generation failed for {conversation_id}: {e}", exc_info=True
         )
         return {
             "success": False,
             "error": str(e),
-            "processing_time_seconds": processing_time
+            "processing_time_seconds": processing_time,
         }
diff --git a/backends/advanced/src/scripts/cleanup_state.py b/backends/advanced/src/scripts/cleanup_state.py
index 49bfd332..ad3aba3f 100644
--- a/backends/advanced/src/scripts/cleanup_state.py
+++ b/backends/advanced/src/scripts/cleanup_state.py
@@ -35,7 +35,13 @@
     from qdrant_client.models import Distance, VectorParams
     from rich.console import Console
     from rich.panel import Panel
-    from rich.progress import BarColumn, Progress, SpinnerColumn, TextColumn, TimeElapsedColumn
+    from rich.progress import (
+        BarColumn,
+        Progress,
+        SpinnerColumn,
+        TextColumn,
+        TimeElapsedColumn,
+    )
     from rich.prompt import Confirm
     from rich.table import Table
     from rich.text import Text
@@ -62,12 +68,18 @@
 # Helpers
 # ---------------------------------------------------------------------------
 
+
 def get_qdrant_collection_name() -> str:
     """Get Qdrant collection name from memory service configuration."""
     try:
         memory_config = build_memory_config_from_env()
-        if hasattr(memory_config, "vector_store_config") and memory_config.vector_store_config:
-            return memory_config.vector_store_config.get("collection_name", "chronicle_memories")
+        if (
+            hasattr(memory_config, "vector_store_config")
+            and memory_config.vector_store_config
+        ):
+            return memory_config.vector_store_config.get(
+                "collection_name", "chronicle_memories"
+            )
     except Exception:
         pass
     return "chronicle_memories"
@@ -93,6 +105,7 @@ def _human_size(nbytes: int) -> str:
 # Stats
 # ---------------------------------------------------------------------------
 
+
 class Stats:
     """Track counts across the system."""
 
@@ -177,7 +190,9 @@ async def gather_stats(
     if langfuse_client:
         try:
             prompts_response = langfuse_client.prompts.list(limit=100)
-            s.langfuse_prompts = len(prompts_response.data) if hasattr(prompts_response, "data") else 0
+            s.langfuse_prompts = (
+                len(prompts_response.data) if hasattr(prompts_response, "data") else 0
+            )
         except Exception:
             pass
 
@@ -205,13 +220,21 @@ def render_stats_table(stats: Stats, title: str = "Current State") -> Table:
     def row(label, value, style="white"):
         table.add_row(label, f"[{style}]{value}[/{style}]")
 
-    row("Conversations", str(stats.conversations), "green" if stats.conversations else "dim")
+    row(
+        "Conversations",
+        str(stats.conversations),
+        "green" if stats.conversations else "dim",
+    )
     row(
         "  with transcripts",
         str(stats.conversations_with_transcript),
         "green" if stats.conversations_with_transcript else "dim",
     )
-    row("Audio Chunks", str(stats.audio_chunks), "green" if stats.audio_chunks else "dim")
+    row(
+        "Audio Chunks",
+        str(stats.audio_chunks),
+        "green" if stats.audio_chunks else "dim",
+    )
     row("Waveforms", str(stats.waveforms), "dim")
     row("Chat Sessions", str(stats.chat_sessions), "dim")
     row("Chat Messages", str(stats.chat_messages), "dim")
@@ -220,7 +243,11 @@ def row(label, value, style="white"):
     row("Memories (Qdrant)", str(stats.memories), "yellow" if stats.memories else "dim")
     row("Neo4j Nodes", str(stats.neo4j_nodes), "dim")
     row("Neo4j Relationships", str(stats.neo4j_relationships), "dim")
-    row("LangFuse Prompts", str(stats.langfuse_prompts), "yellow" if stats.langfuse_prompts else "dim")
+    row(
+        "LangFuse Prompts",
+        str(stats.langfuse_prompts),
+        "yellow" if stats.langfuse_prompts else "dim",
+    )
     table.add_section()
     row("Redis Jobs", str(stats.redis_jobs), "dim")
     row("Legacy WAV Files", str(stats.legacy_wav), "dim")
@@ -234,6 +261,7 @@ def row(label, value, style="white"):
 # Backup
 # ---------------------------------------------------------------------------
 
+
 class BackupResult:
     """Track which backup exports succeeded or failed."""
 
@@ -241,7 +269,13 @@ def __init__(self):
         self.exports: dict[str, dict] = {}  # name -> {ok, path, size, sha256, error}
 
     def record(self, name: str, path: Optional[Path], ok: bool, error: str = ""):
-        entry = {"ok": ok, "error": error, "path": str(path) if path else None, "size": 0, "sha256": ""}
+        entry = {
+            "ok": ok,
+            "error": error,
+            "path": str(path) if path else None,
+            "size": 0,
+            "sha256": "",
+        }
         if ok and path and path.exists():
             entry["size"] = path.stat().st_size
             entry["sha256"] = _file_sha256(path)
@@ -255,10 +289,16 @@ def all_ok(self) -> bool:
     def critical_ok(self) -> bool:
         """conversations, audio_metadata, and annotations are critical."""
         critical = ("conversations", "audio_metadata", "annotations")
-        return all(self.exports.get(n, {}).get("ok", False) for n in critical if n in self.exports)
+        return all(
+            self.exports.get(n, {}).get("ok", False)
+            for n in critical
+            if n in self.exports
+        )
 
     def render_table(self) -> Table:
-        table = Table(title="Backup Verification", border_style="dim", title_style="bold white")
+        table = Table(
+            title="Backup Verification", border_style="dim", title_style="bold white"
+        )
         table.add_column("Export", style="white", min_width=24)
         table.add_column("Status", justify="center", min_width=8)
         table.add_column("Size", justify="right", min_width=10)
@@ -285,7 +325,14 @@ def total_size(self) -> int:
 class BackupManager:
     """Export data to a timestamped backup directory."""
 
-    def __init__(self, backup_dir: str, export_audio: bool, mongo_db: Any, neo4j_driver: Any = None, langfuse_client: Any = None):
+    def __init__(
+        self,
+        backup_dir: str,
+        export_audio: bool,
+        mongo_db: Any,
+        neo4j_driver: Any = None,
+        langfuse_client: Any = None,
+    ):
         self.backup_dir = Path(backup_dir)
         self.export_audio = export_audio
         self.mongo_db = mongo_db
@@ -323,7 +370,9 @@ async def run(
                 steps.append(("audio_wav", self._export_audio_wav))
 
             if qdrant_client:
-                steps.append(("memories", lambda r: self._export_memories(qdrant_client, r)))
+                steps.append(
+                    ("memories", lambda r: self._export_memories(qdrant_client, r))
+                )
 
             if self.neo4j_driver:
                 steps.append(("neo4j_graph", self._export_neo4j))
@@ -336,7 +385,11 @@ async def run(
             for name, func in steps:
                 progress.update(task, description=f"Exporting {name}...")
                 try:
-                    path = await func(result) if asyncio.iscoroutinefunction(func) else func(result)
+                    path = (
+                        await func(result)
+                        if asyncio.iscoroutinefunction(func)
+                        else func(result)
+                    )
                     if not result.exports.get(name):
                         # func didn't record itself - record success
                         result.record(name, path, True)
@@ -384,19 +437,21 @@ async def _export_audio_metadata(self, result: BackupResult) -> Path:
         cursor = collection.find({})
         data = []
         async for chunk in cursor:
-            data.append({
-                "conversation_id": chunk.get("conversation_id"),
-                "chunk_index": chunk.get("chunk_index"),
-                "start_time": chunk.get("start_time"),
-                "end_time": chunk.get("end_time"),
-                "duration": chunk.get("duration"),
-                "original_size": chunk.get("original_size"),
-                "compressed_size": chunk.get("compressed_size"),
-                "sample_rate": chunk.get("sample_rate", 16000),
-                "channels": chunk.get("channels", 1),
-                "has_speech": chunk.get("has_speech"),
-                "created_at": str(chunk.get("created_at", "")),
-            })
+            data.append(
+                {
+                    "conversation_id": chunk.get("conversation_id"),
+                    "chunk_index": chunk.get("chunk_index"),
+                    "start_time": chunk.get("start_time"),
+                    "end_time": chunk.get("end_time"),
+                    "duration": chunk.get("duration"),
+                    "original_size": chunk.get("original_size"),
+                    "compressed_size": chunk.get("compressed_size"),
+                    "sample_rate": chunk.get("sample_rate", 16000),
+                    "channels": chunk.get("channels", 1),
+                    "has_speech": chunk.get("has_speech"),
+                    "created_at": str(chunk.get("created_at", "")),
+                }
+            )
         path = self.backup_path / "audio_chunks_metadata.json"
         with open(path, "w") as f:
             json.dump(data, f, indent=2, default=str)
@@ -417,14 +472,16 @@ async def _export_chat_sessions(self, result: BackupResult) -> Path:
         cursor = collection.find({})
         data = []
         async for session in cursor:
-            data.append({
-                "session_id": session.get("session_id"),
-                "user_id": session.get("user_id"),
-                "title": session.get("title"),
-                "created_at": str(session.get("created_at", "")),
-                "updated_at": str(session.get("updated_at", "")),
-                "metadata": session.get("metadata", {}),
-            })
+            data.append(
+                {
+                    "session_id": session.get("session_id"),
+                    "user_id": session.get("user_id"),
+                    "title": session.get("title"),
+                    "created_at": str(session.get("created_at", "")),
+                    "updated_at": str(session.get("updated_at", "")),
+                    "metadata": session.get("metadata", {}),
+                }
+            )
         path = self.backup_path / "chat_sessions.json"
         with open(path, "w") as f:
             json.dump(data, f, indent=2, default=str)
@@ -436,16 +493,18 @@ async def _export_chat_messages(self, result: BackupResult) -> Path:
         cursor = collection.find({})
         data = []
         async for msg in cursor:
-            data.append({
-                "message_id": msg.get("message_id"),
-                "session_id": msg.get("session_id"),
-                "user_id": msg.get("user_id"),
-                "role": msg.get("role"),
-                "content": msg.get("content"),
-                "timestamp": str(msg.get("timestamp", "")),
-                "memories_used": msg.get("memories_used", []),
-                "metadata": msg.get("metadata", {}),
-            })
+            data.append(
+                {
+                    "message_id": msg.get("message_id"),
+                    "session_id": msg.get("session_id"),
+                    "user_id": msg.get("user_id"),
+                    "role": msg.get("role"),
+                    "content": msg.get("content"),
+                    "timestamp": str(msg.get("timestamp", "")),
+                    "memories_used": msg.get("memories_used", []),
+                    "metadata": msg.get("metadata", {}),
+                }
+            )
         path = self.backup_path / "chat_messages.json"
         with open(path, "w") as f:
             json.dump(data, f, indent=2, default=str)
@@ -479,7 +538,9 @@ async def _export_audio_wav(self, result: BackupResult) -> Optional[Path]:
 
         for conv in conversations:
             try:
-                ok = await self._export_conversation_audio(conv.conversation_id, audio_dir)
+                ok = await self._export_conversation_audio(
+                    conv.conversation_id, audio_dir
+                )
                 if ok:
                     exported += 1
             except Exception as e:
@@ -491,11 +552,17 @@ async def _export_audio_wav(self, result: BackupResult) -> Optional[Path]:
         result.record("audio_wav", audio_dir, ok, error)
         return audio_dir
 
-    async def _export_conversation_audio(self, conversation_id: str, audio_dir: Path) -> bool:
+    async def _export_conversation_audio(
+        self, conversation_id: str, audio_dir: Path
+    ) -> bool:
         """Decode Opus chunks to WAV for a single conversation. Returns True if audio was exported."""
-        chunks = await AudioChunkDocument.find(
-            AudioChunkDocument.conversation_id == conversation_id
-        ).sort("+chunk_index").to_list()
+        chunks = (
+            await AudioChunkDocument.find(
+                AudioChunkDocument.conversation_id == conversation_id
+            )
+            .sort("+chunk_index")
+            .to_list()
+        )
 
         if not chunks:
             return False
@@ -543,7 +610,9 @@ async def _export_conversation_audio(self, conversation_id: str, audio_dir: Path
 
         return True
 
-    async def _export_memories(self, qdrant_client: AsyncQdrantClient, result: BackupResult) -> Path:
+    async def _export_memories(
+        self, qdrant_client: AsyncQdrantClient, result: BackupResult
+    ) -> Path:
         collection_name = get_qdrant_collection_name()
         collections = await qdrant_client.get_collections()
         exists = any(c.name == collection_name for c in collections.collections)
@@ -568,7 +637,9 @@ async def _export_memories(self, qdrant_client: AsyncQdrantClient, result: Backu
             if not points:
                 break
             for pt in points:
-                data.append({"id": str(pt.id), "vector": pt.vector, "payload": pt.payload})
+                data.append(
+                    {"id": str(pt.id), "vector": pt.vector, "payload": pt.payload}
+                )
             if next_offset is None:
                 break
             offset = next_offset
@@ -583,7 +654,9 @@ def _export_neo4j(self, result: BackupResult) -> Path:
         try:
             with self.neo4j_driver.session() as session:
                 nodes_data = []
-                for record in session.run("MATCH (n) RETURN n, labels(n) AS labels, elementId(n) AS eid"):
+                for record in session.run(
+                    "MATCH (n) RETURN n, labels(n) AS labels, elementId(n) AS eid"
+                ):
                     node = dict(record["n"])
                     node["_labels"] = record["labels"]
                     node["_element_id"] = record["eid"]
@@ -594,15 +667,24 @@ def _export_neo4j(self, result: BackupResult) -> Path:
                     "MATCH (a)-[r]->(b) RETURN elementId(a) AS src, type(r) AS rel_type, "
                     "properties(r) AS props, elementId(b) AS dst"
                 ):
-                    rels_data.append({
-                        "source": record["src"],
-                        "type": record["rel_type"],
-                        "properties": dict(record["props"]) if record["props"] else {},
-                        "target": record["dst"],
-                    })
+                    rels_data.append(
+                        {
+                            "source": record["src"],
+                            "type": record["rel_type"],
+                            "properties": (
+                                dict(record["props"]) if record["props"] else {}
+                            ),
+                            "target": record["dst"],
+                        }
+                    )
 
             with open(path, "w") as f:
-                json.dump({"nodes": nodes_data, "relationships": rels_data}, f, indent=2, default=str)
+                json.dump(
+                    {"nodes": nodes_data, "relationships": rels_data},
+                    f,
+                    indent=2,
+                    default=str,
+                )
             result.record("neo4j_graph", path, True)
         except Exception as e:
             result.record("neo4j_graph", None, False, str(e))
@@ -654,6 +736,7 @@ def _export_langfuse_prompts(self, result: BackupResult) -> Path:
 # Cleanup
 # ---------------------------------------------------------------------------
 
+
 class CleanupManager:
     """Delete data across all services."""
 
@@ -768,6 +851,7 @@ def _cleanup_legacy_wav(self, stats: Stats):
 # Connection setup
 # ---------------------------------------------------------------------------
 
+
 async def connect_services():
     """Initialize all service connections. Returns (mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client)."""
     # MongoDB
@@ -777,7 +861,13 @@ async def connect_services():
     mongo_db = mongo_client[mongodb_database]
     await init_beanie(
         database=mongo_db,
-        document_models=[Conversation, AudioChunkDocument, WaveformData, User, Annotation],
+        document_models=[
+            Conversation,
+            AudioChunkDocument,
+            WaveformData,
+            User,
+            Annotation,
+        ],
     )
 
     # Redis
@@ -827,6 +917,7 @@ async def connect_services():
 # Display helpers
 # ---------------------------------------------------------------------------
 
+
 def print_header():
     console.print()
     console.print(
@@ -841,11 +932,19 @@ def print_header():
 
 def print_dry_run(stats: Stats, args):
     console.print()
-    console.print(Panel("[bold yellow]DRY-RUN MODE[/bold yellow] - no changes will be made", border_style="yellow"))
+    console.print(
+        Panel(
+            "[bold yellow]DRY-RUN MODE[/bold yellow] - no changes will be made",
+            border_style="yellow",
+        )
+    )
     console.print()
 
     if args.backup or args.backup_only:
-        console.print("[cyan]Would create backup at:[/cyan]", str(Path(args.backup_dir) / f"backup_..."))
+        console.print(
+            "[cyan]Would create backup at:[/cyan]",
+            str(Path(args.backup_dir) / f"backup_..."),
+        )
         if args.export_audio:
             audio_note = f"(from {stats.conversations_with_transcript} conversations with transcripts)"
             console.print(f"[cyan]Would export audio WAV files[/cyan] {audio_note}")
@@ -887,18 +986,26 @@ def print_confirmation(stats: Stats, args) -> bool:
     console.print()
 
     if args.backup or args.backup_only:
-        console.print(Panel(
-            f"[green]Backup will be created at:[/green] {args.backup_dir}\n"
-            + ("[green]Audio WAV export included[/green]" if args.export_audio else "[dim]Audio WAV export: off[/dim]"),
-            title="Backup",
-            border_style="green",
-        ))
+        console.print(
+            Panel(
+                f"[green]Backup will be created at:[/green] {args.backup_dir}\n"
+                + (
+                    "[green]Audio WAV export included[/green]"
+                    if args.export_audio
+                    else "[dim]Audio WAV export: off[/dim]"
+                ),
+                title="Backup",
+                border_style="green",
+            )
+        )
     elif not args.backup_only:
-        console.print(Panel(
-            "[bold red]No backup will be created![/bold red]\nData will be permanently lost.",
-            title="Warning",
-            border_style="red",
-        ))
+        console.print(
+            Panel(
+                "[bold red]No backup will be created![/bold red]\nData will be permanently lost.",
+                title="Warning",
+                border_style="red",
+            )
+        )
 
     if not args.backup_only:
         items = [
@@ -911,18 +1018,22 @@ def print_confirmation(stats: Stats, args) -> bool:
             f"  {stats.memories} memories",
         ]
         if stats.neo4j_nodes:
-            items.append(f"  {stats.neo4j_nodes} Neo4j nodes + {stats.neo4j_relationships} relationships")
+            items.append(
+                f"  {stats.neo4j_nodes} Neo4j nodes + {stats.neo4j_relationships} relationships"
+            )
         items.append(f"  {stats.redis_jobs} Redis jobs")
         if args.include_wav:
             items.append(f"  {stats.legacy_wav} legacy WAV files")
         if args.delete_users:
             items.append(f"  [bold red]{stats.users} users (DANGEROUS)[/bold red]")
 
-        console.print(Panel(
-            "\n".join(items),
-            title="[bold red]Will Delete[/bold red]",
-            border_style="red",
-        ))
+        console.print(
+            Panel(
+                "\n".join(items),
+                title="[bold red]Will Delete[/bold red]",
+                border_style="red",
+            )
+        )
 
     console.print()
     return Confirm.ask("[bold]Proceed?[/bold]", default=False)
@@ -932,6 +1043,7 @@ def print_confirmation(stats: Stats, args) -> bool:
 # Main
 # ---------------------------------------------------------------------------
 
+
 async def main():
     parser = argparse.ArgumentParser(
         description="Chronicle Cleanup & Backup Tool",
@@ -947,14 +1059,37 @@ async def main():
         """,
     )
 
-    parser.add_argument("--backup", action="store_true", help="Create backup before cleaning")
-    parser.add_argument("--backup-only", action="store_true", help="Create backup WITHOUT cleaning (safe)")
-    parser.add_argument("--export-audio", action="store_true", help="Include audio WAV export in backup (conversations with transcripts only)")
-    parser.add_argument("--include-wav", action="store_true", help="Include legacy WAV file cleanup")
-    parser.add_argument("--dry-run", action="store_true", help="Preview without making changes")
+    parser.add_argument(
+        "--backup", action="store_true", help="Create backup before cleaning"
+    )
+    parser.add_argument(
+        "--backup-only",
+        action="store_true",
+        help="Create backup WITHOUT cleaning (safe)",
+    )
+    parser.add_argument(
+        "--export-audio",
+        action="store_true",
+        help="Include audio WAV export in backup (conversations with transcripts only)",
+    )
+    parser.add_argument(
+        "--include-wav", action="store_true", help="Include legacy WAV file cleanup"
+    )
+    parser.add_argument(
+        "--dry-run", action="store_true", help="Preview without making changes"
+    )
     parser.add_argument("--force", action="store_true", help="Skip confirmation prompt")
-    parser.add_argument("--backup-dir", type=str, default="/app/data/backups", help="Backup directory (default: /app/data/backups)")
-    parser.add_argument("--delete-users", action="store_true", help="DANGEROUS: Also delete user accounts")
+    parser.add_argument(
+        "--backup-dir",
+        type=str,
+        default="/app/data/backups",
+        help="Backup directory (default: /app/data/backups)",
+    )
+    parser.add_argument(
+        "--delete-users",
+        action="store_true",
+        help="DANGEROUS: Also delete user accounts",
+    )
 
     args = parser.parse_args()
 
@@ -968,11 +1103,15 @@ async def main():
 
     # Connect
     with console.status("[bold cyan]Connecting to services...", spinner="dots"):
-        mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client = await connect_services()
+        mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client = (
+            await connect_services()
+        )
 
     # Gather stats
     with console.status("[bold cyan]Gathering statistics...", spinner="dots"):
-        stats = await gather_stats(mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client)
+        stats = await gather_stats(
+            mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client
+        )
 
     console.print()
     console.print(render_stats_table(stats, "Current Backend State"))
@@ -993,7 +1132,9 @@ async def main():
     do_backup = args.backup or args.backup_only
     if do_backup:
         console.print()
-        backup_mgr = BackupManager(args.backup_dir, args.export_audio, mongo_db, neo4j_driver, langfuse_client)
+        backup_mgr = BackupManager(
+            args.backup_dir, args.export_audio, mongo_db, neo4j_driver, langfuse_client
+        )
         result = await backup_mgr.run(qdrant_client, stats)
 
         console.print()
@@ -1006,44 +1147,61 @@ async def main():
 
         if not result.critical_ok:
             console.print()
-            console.print(Panel(
-                "[bold red]Critical backup exports failed![/bold red]\n"
-                "Conversations or audio metadata could not be exported.\n"
-                "Cleanup will NOT proceed to protect your data.",
-                title="Backup Verification Failed",
-                border_style="red",
-            ))
+            console.print(
+                Panel(
+                    "[bold red]Critical backup exports failed![/bold red]\n"
+                    "Conversations or audio metadata could not be exported.\n"
+                    "Cleanup will NOT proceed to protect your data.",
+                    title="Backup Verification Failed",
+                    border_style="red",
+                )
+            )
             sys.exit(1)
 
         if not result.all_ok:
             console.print()
-            console.print("[yellow]Some non-critical exports failed (see table above).[/yellow]")
+            console.print(
+                "[yellow]Some non-critical exports failed (see table above).[/yellow]"
+            )
 
     # If backup-only, we're done
     if args.backup_only:
         console.print()
-        console.print(Panel(
-            "[bold green]Backup completed successfully![/bold green]\n"
-            "No data was deleted.",
-            border_style="green",
-        ))
+        console.print(
+            Panel(
+                "[bold green]Backup completed successfully![/bold green]\n"
+                "No data was deleted.",
+                border_style="green",
+            )
+        )
         return
 
     # Cleanup
     console.print()
     cleanup_mgr = CleanupManager(
-        mongo_db, redis_conn, qdrant_client, args.include_wav, args.delete_users, neo4j_driver
+        mongo_db,
+        redis_conn,
+        qdrant_client,
+        args.include_wav,
+        args.delete_users,
+        neo4j_driver,
     )
     success = await cleanup_mgr.run(stats)
 
     if not success:
-        console.print(Panel("[bold red]Cleanup encountered errors![/bold red]", border_style="red"))
+        console.print(
+            Panel(
+                "[bold red]Cleanup encountered errors![/bold red]", border_style="red"
+            )
+        )
         sys.exit(1)
 
     # Verify
     console.print()
     with console.status("[bold cyan]Verifying cleanup...", spinner="dots"):
-        final_stats = await gather_stats(mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client)
+        final_stats = await gather_stats(
+            mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client
+        )
 
     console.print(render_stats_table(final_stats, "After Cleanup"))
 
diff --git a/backends/advanced/start-k8s.sh b/backends/advanced/start-k8s.sh
index 847e3a6e..2274ed99 100755
--- a/backends/advanced/start-k8s.sh
+++ b/backends/advanced/start-k8s.sh
@@ -289,4 +289,4 @@ echo "⚠️  One service exited, stopping all services..."
 wait
 
 echo "🔄 All services stopped"
-exit 1
\ No newline at end of file
+exit 1
diff --git a/backends/advanced/start.sh b/backends/advanced/start.sh
index b5eaa2a0..d066896f 100755
--- a/backends/advanced/start.sh
+++ b/backends/advanced/start.sh
@@ -70,4 +70,4 @@ echo "⚠️  One service exited, stopping all services..."
 wait
 
 echo "🔄 All services stopped"
-exit 1
\ No newline at end of file
+exit 1
diff --git a/backends/advanced/tests/test_audio_persistence_mongodb.py b/backends/advanced/tests/test_audio_persistence_mongodb.py
index 30b5212e..49e4e889 100644
--- a/backends/advanced/tests/test_audio_persistence_mongodb.py
+++ b/backends/advanced/tests/test_audio_persistence_mongodb.py
@@ -15,26 +15,26 @@
 from pathlib import Path
 
 import pytest
+from beanie import init_beanie
 from bson import Binary
 from motor.motor_asyncio import AsyncIOMotorClient
-from beanie import init_beanie
 
 from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
 from advanced_omi_backend.models.conversation import Conversation
 from advanced_omi_backend.utils.audio_chunk_utils import (
-    encode_pcm_to_opus,
-    decode_opus_to_pcm,
     build_wav_from_pcm,
-    retrieve_audio_chunks,
     concatenate_chunks_to_pcm,
-    reconstruct_wav_from_conversation,
     convert_wav_to_chunks,
+    decode_opus_to_pcm,
+    encode_pcm_to_opus,
+    reconstruct_wav_from_conversation,
+    retrieve_audio_chunks,
     wait_for_audio_chunks,
 )
 
-
 # Test configuration
 
+
 def get_mongodb_url():
     """Get MongoDB URL from environment or pytest args."""
     return os.getenv("MONGODB_URI", "mongodb://localhost:27018")
@@ -66,10 +66,7 @@ async def init_db(mongodb_client):
     """Initialize Beanie with test database."""
     db = mongodb_client[get_test_db_name()]
 
-    await init_beanie(
-        database=db,
-        document_models=[AudioChunkDocument, Conversation]
-    )
+    await init_beanie(database=db, document_models=[AudioChunkDocument, Conversation])
 
     yield db
 
@@ -88,6 +85,7 @@ async def clean_db(init_db):
 
 # Test data generators
 
+
 def generate_pcm_data(duration_seconds=1, sample_rate=16000):
     """Generate sample PCM audio data."""
     num_samples = int(sample_rate * duration_seconds)
@@ -112,6 +110,7 @@ def create_wav_file(pcm_data, output_path, sample_rate=16000):
 
 # Integration Tests
 
+
 @pytest.mark.asyncio
 class TestOpusCodecIntegration:
     """Test Opus encoding/decoding with real data."""
@@ -239,11 +238,7 @@ async def test_retrieve_chunks_with_pagination(self, clean_db):
             await chunk.insert()
 
         # Retrieve chunks 5-7 (3 chunks starting at index 5)
-        chunks = await retrieve_audio_chunks(
-            conversation_id,
-            start_index=5,
-            limit=3
-        )
+        chunks = await retrieve_audio_chunks(conversation_id, start_index=5, limit=3)
 
         assert len(chunks) == 3
         assert chunks[0].chunk_index == 5
@@ -341,7 +336,7 @@ async def test_convert_wav_to_chunks(self, clean_db, tmp_path):
             conversation_id=conversation_id,
             audio_uuid="test-audio-001",
             user_id="test-user",
-            client_id="test-client"
+            client_id="test-client",
         )
         await conversation.insert()
 
@@ -376,7 +371,7 @@ async def test_convert_long_wav_creates_multiple_chunks(self, clean_db, tmp_path
             conversation_id=conversation_id,
             audio_uuid="test-audio-002",
             user_id="test-user",
-            client_id="test-client"
+            client_id="test-client",
         )
         await conversation.insert()
 
@@ -419,10 +414,7 @@ async def test_wait_for_chunks_immediate_success(self, clean_db):
 
     async def test_wait_for_chunks_timeout(self, clean_db):
         """Test wait times out when chunks don't exist."""
-        result = await wait_for_audio_chunks(
-            "nonexistent-conv",
-            max_wait_seconds=1
-        )
+        result = await wait_for_audio_chunks("nonexistent-conv", max_wait_seconds=1)
         assert result is False
 
 
diff --git a/backends/advanced/tests/test_conversation_models.py b/backends/advanced/tests/test_conversation_models.py
index 4652e14a..bd24e105 100644
--- a/backends/advanced/tests/test_conversation_models.py
+++ b/backends/advanced/tests/test_conversation_models.py
@@ -19,7 +19,7 @@ def test_speaker_segment_model(self):
             end=15.8,
             text="Hello, how are you today?",
             speaker="Speaker A",
-            confidence=0.95
+            confidence=0.95,
         )
 
         assert segment.start == 10.5
@@ -31,8 +31,12 @@ def test_speaker_segment_model(self):
     def test_transcript_version_model(self):
         """Test TranscriptVersion model."""
         segments = [
-            Conversation.SpeakerSegment(start=0.0, end=5.0, text="Hello", speaker="Speaker A"),
-            Conversation.SpeakerSegment(start=5.1, end=10.0, text="Hi there", speaker="Speaker B")
+            Conversation.SpeakerSegment(
+                start=0.0, end=5.0, text="Hello", speaker="Speaker A"
+            ),
+            Conversation.SpeakerSegment(
+                start=5.1, end=10.0, text="Hi there", speaker="Speaker B"
+            ),
         ]
 
         version = Conversation.TranscriptVersion(
@@ -43,7 +47,7 @@ def test_transcript_version_model(self):
             model="nova-3",
             created_at=datetime.now(),
             processing_time_seconds=12.5,
-            metadata={"confidence": 0.9}
+            metadata={"confidence": 0.9},
         )
 
         assert version.version_id == "trans-v1"
@@ -64,7 +68,7 @@ def test_memory_version_model(self):
             model="gpt-4o-mini",
             created_at=datetime.now(),
             processing_time_seconds=45.2,
-            metadata={"extraction_quality": "high"}
+            metadata={"extraction_quality": "high"},
         )
 
         assert version.version_id == "mem-v1"
@@ -82,12 +86,7 @@ def test_provider_enums(self):
 
     def test_word_model(self):
         """Test Word model."""
-        word = Conversation.Word(
-            word="hello",
-            start=0.0,
-            end=0.5,
-            confidence=0.98
-        )
+        word = Conversation.Word(word="hello", start=0.0, end=0.5, confidence=0.98)
         assert word.word == "hello"
         assert word.start == 0.0
         assert word.end == 0.5
@@ -96,10 +95,7 @@ def test_word_model(self):
     def test_speaker_segment_defaults(self):
         """Test SpeakerSegment default values."""
         segment = Conversation.SpeakerSegment(
-            start=0.0,
-            end=1.0,
-            text="Test",
-            speaker="Speaker 0"
+            start=0.0, end=1.0, text="Test", speaker="Speaker 0"
         )
         assert segment.confidence is None
         assert segment.identified_as is None
diff --git a/backends/advanced/tests/test_memory_entry.py b/backends/advanced/tests/test_memory_entry.py
index fc8ae223..af46d969 100644
--- a/backends/advanced/tests/test_memory_entry.py
+++ b/backends/advanced/tests/test_memory_entry.py
@@ -4,6 +4,7 @@
 """
 
 import time
+
 from advanced_omi_backend.services.memory.base import MemoryEntry
 
 
@@ -14,10 +15,7 @@ def test_memory_entry_auto_initializes_timestamps(self):
         """Test that MemoryEntry auto-initializes created_at and updated_at when not provided."""
         before_creation = int(time.time())
 
-        entry = MemoryEntry(
-            id="test-123",
-            content="Test memory content"
-        )
+        entry = MemoryEntry(id="test-123", content="Test memory content")
 
         after_creation = int(time.time())
 
@@ -34,24 +32,32 @@ def test_memory_entry_auto_initializes_timestamps(self):
         updated_timestamp = int(entry.updated_at)
 
         # Timestamps should be within reasonable range (during test execution)
-        assert before_creation <= created_timestamp <= after_creation, "created_at should be within test execution time"
-        assert before_creation <= updated_timestamp <= after_creation, "updated_at should be within test execution time"
+        assert (
+            before_creation <= created_timestamp <= after_creation
+        ), "created_at should be within test execution time"
+        assert (
+            before_creation <= updated_timestamp <= after_creation
+        ), "updated_at should be within test execution time"
 
         # Both should be equal since they're created at the same time
-        assert entry.created_at == entry.updated_at, "created_at and updated_at should be equal for new entries"
+        assert (
+            entry.created_at == entry.updated_at
+        ), "created_at and updated_at should be equal for new entries"
 
     def test_memory_entry_with_created_at_only(self):
         """Test that updated_at defaults to created_at when only created_at is provided."""
         custom_timestamp = "1234567890"
 
         entry = MemoryEntry(
-            id="test-123",
-            content="Test memory content",
-            created_at=custom_timestamp
+            id="test-123", content="Test memory content", created_at=custom_timestamp
         )
 
-        assert entry.created_at == custom_timestamp, "created_at should match provided value"
-        assert entry.updated_at == custom_timestamp, "updated_at should default to created_at"
+        assert (
+            entry.created_at == custom_timestamp
+        ), "created_at should match provided value"
+        assert (
+            entry.updated_at == custom_timestamp
+        ), "updated_at should default to created_at"
 
     def test_memory_entry_with_both_timestamps(self):
         """Test that both timestamps are preserved when explicitly provided."""
@@ -62,19 +68,25 @@ def test_memory_entry_with_both_timestamps(self):
             id="test-123",
             content="Test memory content",
             created_at=created_timestamp,
-            updated_at=updated_timestamp
+            updated_at=updated_timestamp,
         )
 
-        assert entry.created_at == created_timestamp, "created_at should match provided value"
-        assert entry.updated_at == updated_timestamp, "updated_at should match provided value"
-        assert entry.created_at != entry.updated_at, "timestamps should be different when explicitly set"
+        assert (
+            entry.created_at == created_timestamp
+        ), "created_at should match provided value"
+        assert (
+            entry.updated_at == updated_timestamp
+        ), "updated_at should match provided value"
+        assert (
+            entry.created_at != entry.updated_at
+        ), "timestamps should be different when explicitly set"
 
     def test_memory_entry_to_dict_includes_timestamps(self):
         """Test that to_dict() serialization includes both timestamp fields."""
         entry = MemoryEntry(
             id="test-123",
             content="Test memory content",
-            metadata={"user_id": "user-456"}
+            metadata={"user_id": "user-456"},
         )
 
         entry_dict = entry.to_dict()
@@ -86,15 +98,25 @@ def test_memory_entry_to_dict_includes_timestamps(self):
         assert "created_at" in entry_dict, "Dict should contain 'created_at'"
         assert "updated_at" in entry_dict, "Dict should contain 'updated_at'"
         assert "metadata" in entry_dict, "Dict should contain 'metadata'"
-        assert "user_id" in entry_dict, "Dict should contain 'user_id' (extracted from metadata)"
+        assert (
+            "user_id" in entry_dict
+        ), "Dict should contain 'user_id' (extracted from metadata)"
 
         # Verify timestamp values are present and correct
-        assert entry_dict["created_at"] == entry.created_at, "Serialized created_at should match entry"
-        assert entry_dict["updated_at"] == entry.updated_at, "Serialized updated_at should match entry"
+        assert (
+            entry_dict["created_at"] == entry.created_at
+        ), "Serialized created_at should match entry"
+        assert (
+            entry_dict["updated_at"] == entry.updated_at
+        ), "Serialized updated_at should match entry"
 
         # Verify frontend compatibility
-        assert entry_dict["memory"] == entry.content, "memory field should match content for frontend"
-        assert entry_dict["content"] == entry.content, "content field should match content"
+        assert (
+            entry_dict["memory"] == entry.content
+        ), "memory field should match content for frontend"
+        assert (
+            entry_dict["content"] == entry.content
+        ), "content field should match content"
 
     def test_memory_entry_with_none_timestamps(self):
         """Test that None timestamps are properly initialized."""
@@ -102,13 +124,19 @@ def test_memory_entry_with_none_timestamps(self):
             id="test-123",
             content="Test memory content",
             created_at=None,
-            updated_at=None
+            updated_at=None,
         )
 
         # Both should be auto-initialized even when explicitly set to None
-        assert entry.created_at is not None, "created_at should be auto-initialized from None"
-        assert entry.updated_at is not None, "updated_at should be auto-initialized from None"
-        assert entry.created_at == entry.updated_at, "Both timestamps should be equal when auto-initialized"
+        assert (
+            entry.created_at is not None
+        ), "created_at should be auto-initialized from None"
+        assert (
+            entry.updated_at is not None
+        ), "updated_at should be auto-initialized from None"
+        assert (
+            entry.created_at == entry.updated_at
+        ), "Both timestamps should be equal when auto-initialized"
 
     def test_memory_entry_with_all_fields(self):
         """Test MemoryEntry with all fields populated."""
@@ -119,7 +147,7 @@ def test_memory_entry_with_all_fields(self):
             embedding=[0.1, 0.2, 0.3],
             score=0.95,
             created_at="1234567890",
-            updated_at="1234567900"
+            updated_at="1234567900",
         )
 
         # Verify all fields are preserved
@@ -138,10 +166,7 @@ def test_memory_entry_with_all_fields(self):
 
     def test_memory_entry_timestamp_format(self):
         """Test that timestamps are in the expected format (Unix timestamp strings)."""
-        entry = MemoryEntry(
-            id="test-123",
-            content="Test memory content"
-        )
+        entry = MemoryEntry(id="test-123", content="Test memory content")
 
         # Timestamps should be strings representing Unix timestamps
         assert entry.created_at.isdigit(), "created_at should be a numeric string"
diff --git a/backends/advanced/tests/test_memory_providers.py b/backends/advanced/tests/test_memory_providers.py
index 945d4eb9..5eb2b6dc 100644
--- a/backends/advanced/tests/test_memory_providers.py
+++ b/backends/advanced/tests/test_memory_providers.py
@@ -5,8 +5,11 @@
 """
 
 import time
-from advanced_omi_backend.services.memory.providers.openmemory_mcp import OpenMemoryMCPService
+
 from advanced_omi_backend.services.memory.base import MemoryEntry
+from advanced_omi_backend.services.memory.providers.openmemory_mcp import (
+    OpenMemoryMCPService,
+)
 
 
 class TestOpenMemoryMCPProviderTimestamps:
@@ -25,7 +28,7 @@ def test_mcp_result_to_memory_entry_with_both_timestamps(self):
             "content": "Test memory content",
             "created_at": "1704067200",  # 2024-01-01 00:00:00 UTC
             "updated_at": "1704153600",  # 2024-01-02 00:00:00 UTC
-            "metadata": {"source": "test"}
+            "metadata": {"source": "test"},
         }
 
         # Convert to MemoryEntry
@@ -64,7 +67,9 @@ def test_mcp_result_to_memory_entry_with_missing_updated_at(self):
         assert entry is not None, "MemoryEntry should be created"
         assert entry.created_at is not None, "created_at should be present"
         assert entry.updated_at is not None, "updated_at should default to created_at"
-        assert entry.created_at == entry.updated_at, "updated_at should equal created_at when missing"
+        assert (
+            entry.created_at == entry.updated_at
+        ), "updated_at should equal created_at when missing"
 
     def test_mcp_result_to_memory_entry_with_alternate_timestamp_fields(self):
         """Test that OpenMemory MCP provider handles alternate timestamp field names."""
@@ -85,9 +90,13 @@ def test_mcp_result_to_memory_entry_with_alternate_timestamp_fields(self):
 
         # Verify conversion handles alternate field names
         assert entry is not None, "MemoryEntry should be created"
-        assert entry.content == "Test memory content", "Should extract from 'memory' field"
+        assert (
+            entry.content == "Test memory content"
+        ), "Should extract from 'memory' field"
         assert entry.created_at == "1704067200", "Should extract from 'timestamp' field"
-        assert entry.updated_at == "1704153600", "Should extract from 'modified_at' field"
+        assert (
+            entry.updated_at == "1704153600"
+        ), "Should extract from 'modified_at' field"
 
     def test_mcp_result_with_no_timestamps(self):
         """Test that OpenMemory MCP provider generates timestamps when none provided."""
@@ -116,8 +125,12 @@ def test_mcp_result_with_no_timestamps(self):
         # Verify timestamps are current (within test execution window)
         created_int = int(entry.created_at)
         updated_int = int(entry.updated_at)
-        assert before_conversion <= created_int <= after_conversion, "Timestamp should be current"
-        assert before_conversion <= updated_int <= after_conversion, "Timestamp should be current"
+        assert (
+            before_conversion <= created_int <= after_conversion
+        ), "Timestamp should be current"
+        assert (
+            before_conversion <= updated_int <= after_conversion
+        ), "Timestamp should be current"
 
 
 class TestProviderTimestampConsistency:
@@ -139,8 +152,18 @@ def test_all_providers_return_memory_entry_with_timestamps(self):
 
         # Verify all return MemoryEntry instances with both timestamp fields
         for entry, provider_name in [(mcp_entry, "OpenMemory MCP")]:
-            assert isinstance(entry, MemoryEntry), f"{provider_name} should return MemoryEntry"
-            assert hasattr(entry, "created_at"), f"{provider_name} entry should have created_at"
-            assert hasattr(entry, "updated_at"), f"{provider_name} entry should have updated_at"
-            assert entry.created_at is not None, f"{provider_name} created_at should not be None"
-            assert entry.updated_at is not None, f"{provider_name} updated_at should not be None"
+            assert isinstance(
+                entry, MemoryEntry
+            ), f"{provider_name} should return MemoryEntry"
+            assert hasattr(
+                entry, "created_at"
+            ), f"{provider_name} entry should have created_at"
+            assert hasattr(
+                entry, "updated_at"
+            ), f"{provider_name} entry should have updated_at"
+            assert (
+                entry.created_at is not None
+            ), f"{provider_name} created_at should not be None"
+            assert (
+                entry.updated_at is not None
+            ), f"{provider_name} updated_at should not be None"
diff --git a/backends/advanced/upload_files.py b/backends/advanced/upload_files.py
index 77a001f3..6943c5eb 100755
--- a/backends/advanced/upload_files.py
+++ b/backends/advanced/upload_files.py
@@ -18,33 +18,36 @@
 # Configure colored logging
 class ColoredFormatter(logging.Formatter):
     """Custom formatter with colors for different log levels."""
-    
+
     # ANSI color codes
     COLORS = {
-        'DEBUG': '\033[36m',    # Cyan
-        'INFO': '\033[32m',     # Green
-        'WARNING': '\033[33m',  # Yellow
-        'ERROR': '\033[31m',    # Red
-        'CRITICAL': '\033[35m', # Magenta
+        "DEBUG": "\033[36m",  # Cyan
+        "INFO": "\033[32m",  # Green
+        "WARNING": "\033[33m",  # Yellow
+        "ERROR": "\033[31m",  # Red
+        "CRITICAL": "\033[35m",  # Magenta
     }
-    RESET = '\033[0m'  # Reset color
-    
+    RESET = "\033[0m"  # Reset color
+
     def format(self, record):
         # Add color to the log level
         if record.levelname in self.COLORS:
-            record.levelname = f"{self.COLORS[record.levelname]}{record.levelname}{self.RESET}"
+            record.levelname = (
+                f"{self.COLORS[record.levelname]}{record.levelname}{self.RESET}"
+            )
         return super().format(record)
 
+
 # Configure logging with colors
 logging.basicConfig(
-    level=logging.INFO, 
-    format='%(asctime)s - %(levelname)s - %(message)s',
-    handlers=[logging.StreamHandler()]
+    level=logging.INFO,
+    format="%(asctime)s - %(levelname)s - %(message)s",
+    handlers=[logging.StreamHandler()],
 )
 
 # Apply colored formatter
 for handler in logging.getLogger().handlers:
-    handler.setFormatter(ColoredFormatter('%(asctime)s - %(levelname)s - %(message)s'))
+    handler.setFormatter(ColoredFormatter("%(asctime)s - %(levelname)s - %(message)s"))
 
 logger = logging.getLogger(__name__)
 
@@ -55,46 +58,43 @@ def load_env_variables() -> Optional[str]:
     if not env_file.exists():
         logger.error(".env file not found. Please create it with ADMIN_PASSWORD.")
         return None
-    
+
     admin_password = None
-    with open(env_file, 'r') as f:
+    with open(env_file, "r") as f:
         for line in f:
             line = line.strip()
-            if line.startswith('ADMIN_PASSWORD='):
-                admin_password = line.split('=', 1)[1].strip('"\'')
+            if line.startswith("ADMIN_PASSWORD="):
+                admin_password = line.split("=", 1)[1].strip("\"'")
                 break
-    
+
     if not admin_password:
         logger.error("ADMIN_PASSWORD not found in .env file.")
         return None
-    
+
     return admin_password
 
 
-def get_admin_token(password: str, base_url: str = "http://localhost:8000") -> Optional[str]:
+def get_admin_token(
+    password: str, base_url: str = "http://localhost:8000"
+) -> Optional[str]:
     """Authenticate and get admin token."""
     logger.info("Requesting admin token...")
-    
+
     auth_url = f"{base_url}/auth/jwt/login"
-    
+
     try:
         response = requests.post(
             auth_url,
-            data={
-                'username': 'admin@example.com',
-                'password': password
-            },
-            headers={
-                'Content-Type': 'application/x-www-form-urlencoded'
-            },
-            timeout=10
+            data={"username": "admin@example.com", "password": password},
+            headers={"Content-Type": "application/x-www-form-urlencoded"},
+            timeout=10,
         )
-        
+
         logger.info(f"Auth response status: {response.status_code}")
-        
+
         if response.status_code == 200:
             data = response.json()
-            token = data.get('access_token')
+            token = data.get("access_token")
             if token:
                 logger.info("Admin token obtained.")
                 return token
@@ -111,7 +111,7 @@ def get_admin_token(password: str, base_url: str = "http://localhost:8000") -> O
                 logger.error(f"Failed to parse error response as JSON: {json_error}")
                 logger.error(f"Response text: {response.text}")
             return None
-            
+
     except requests.exceptions.RequestException as e:
         logger.error(f"Request failed: {e}")
         return None
@@ -132,7 +132,7 @@ def get_audio_duration(file_path: str) -> float:
 
 def validate_audio_format(file_path: str) -> tuple[bool, str]:
     """Validate that audio file is 16kHz, 16-bit mono format.
-    
+
     Returns:
         tuple: (is_valid, error_message)
     """
@@ -141,42 +141,44 @@ def validate_audio_format(file_path: str) -> tuple[bool, str]:
             channels = wav_file.getnchannels()
             sample_rate = wav_file.getframerate()
             sample_width = wav_file.getsampwidth()
-            
+
             errors = []
-            
+
             if channels != 1:
                 errors.append(f"Expected mono (1 channel), got {channels} channels")
-            
+
             if sample_rate != 16000:
                 errors.append(f"Expected 16kHz sample rate, got {sample_rate}Hz")
-            
+
             if sample_width != 2:  # 2 bytes = 16 bits
                 errors.append(f"Expected 16-bit audio, got {sample_width * 8}-bit")
-            
+
             if errors:
                 return False, "; ".join(errors)
-            
+
             return True, ""
-            
+
     except Exception as e:
         return False, f"Error reading WAV file: {e}"
 
 
-def collect_wav_files(audio_dir: str, filter_list: Optional[list[str]] = None) -> list[str]:
+def collect_wav_files(
+    audio_dir: str, filter_list: Optional[list[str]] = None
+) -> list[str]:
     """Collect all .wav files from the specified directory with duration checking."""
     logger.info(f"Collecting .wav files from {audio_dir} ...")
-    
+
     audio_path = Path(audio_dir).expanduser()
     if not audio_path.exists():
         logger.error(f"Directory {audio_path} does not exist.")
         return []
-    
+
     wav_files = list(audio_path.glob("*.wav"))
-    
+
     if not wav_files:
         logger.warning(f"No .wav files found in {audio_path}")
         return []
-    
+
     # Filter files if filter_list is provided, otherwise accept all
     if filter_list is None:
         candidate_files = wav_files
@@ -187,45 +189,57 @@ def collect_wav_files(audio_dir: str, filter_list: Optional[list[str]] = None) -
                 candidate_files.append(f)
             else:
                 logger.info(f"Skipping file (not in filter): {f.name}")
-    
+
     # Check duration and filter out files over 20 minutes
     selected_files = []
     total_duration = 0.0
-    
+
     for file_path in candidate_files:
         # First validate audio format
         is_valid, format_error = validate_audio_format(str(file_path))
         if not is_valid:
-            logger.error(f"🔴 SKIPPING: {file_path.name} - Invalid format: {format_error}")
+            logger.error(
+                f"🔴 SKIPPING: {file_path.name} - Invalid format: {format_error}"
+            )
             continue
-        
+
         duration = get_audio_duration(str(file_path))
         duration_minutes = duration / 60.0
-        
-        
+
         selected_files.append(file_path)
         total_duration += duration
-        logger.info(f"✅ Added file: {file_path.name} (duration: {duration_minutes:.1f} minutes)")
-    
+        logger.info(
+            f"✅ Added file: {file_path.name} (duration: {duration_minutes:.1f} minutes)"
+        )
+
     total_minutes = total_duration / 60.0
-    logger.info(f"📊 Total files to upload: {len(selected_files)} (total duration: {total_minutes:.1f} minutes)")
-    
+    logger.info(
+        f"📊 Total files to upload: {len(selected_files)} (total duration: {total_minutes:.1f} minutes)"
+    )
+
     return [str(f) for f in selected_files]
 
 
-def upload_files_async(files: list[str], token: str, base_url: str = "http://localhost:8000") -> bool:
+def upload_files_async(
+    files: list[str], token: str, base_url: str = "http://localhost:8000"
+) -> bool:
     """Upload files to the backend for async processing with real-time progress tracking."""
     if not files:
         logger.error("No files to upload.")
         return False
-    
+
     logger.info(f"🚀 Starting async upload to {base_url}/api/audio/upload ...")
 
     # Prepare files for upload
     files_data = []
     for file_path in files:
         try:
-            files_data.append(('files', (os.path.basename(file_path), open(file_path, 'rb'), 'audio/wav')))
+            files_data.append(
+                (
+                    "files",
+                    (os.path.basename(file_path), open(file_path, "rb"), "audio/wav"),
+                )
+            )
         except IOError as e:
             logger.error(f"Error opening file {file_path}: {e}")
             continue
@@ -239,17 +253,15 @@ def upload_files_async(files: list[str], token: str, base_url: str = "http://loc
         response = requests.post(
             f"{base_url}/api/audio/upload",
             files=files_data,
-            data={'device_name': 'file_upload_batch'},
-            headers={
-                'Authorization': f'Bearer {token}'
-            },
-            timeout=60  # Short timeout for job submission
+            data={"device_name": "file_upload_batch"},
+            headers={"Authorization": f"Bearer {token}"},
+            timeout=60,  # Short timeout for job submission
         )
-        
+
         # Close all file handles
         for _, file_tuple in files_data:
             file_tuple[1].close()
-        
+
         if response.status_code != 200:
             logger.error(f"Failed to start async processing: {response.status_code}")
             try:
@@ -258,19 +270,19 @@ def upload_files_async(files: list[str], token: str, base_url: str = "http://loc
             except:
                 logger.error(f"Response text: {response.text}")
             return False
-        
+
         # Get job ID
         job_data = response.json()
         job_id = job_data.get("job_id")
         total_files = job_data.get("total_files", 0)
-        
+
         logger.info(f"✅ Job started successfully: {job_id}")
         logger.info(f"📊 Processing {total_files} files...")
         logger.info(f"🔗 Status URL: {job_data.get('status_url', 'N/A')}")
-        
+
         # Poll for job completion
         return poll_job_status(job_id, token, base_url, total_files)
-            
+
     except requests.exceptions.Timeout:
         logger.error("Job submission timed out.")
         return False
@@ -289,38 +301,42 @@ def upload_files_async(files: list[str], token: str, base_url: str = "http://loc
 def poll_job_status(job_id: str, token: str, base_url: str, total_files: int) -> bool:
     """Poll job status until completion with progress updates."""
     status_url = f"{base_url}/api/queue/jobs/{job_id}"
-    headers = {'Authorization': f'Bearer {token}'}
-    
+    headers = {"Authorization": f"Bearer {token}"}
+
     start_time = time.time()
     last_progress = -1
     last_current_file = None
-    
+
     logger.info("🔄 Polling job status...")
-    
+
     while True:
         try:
             response = requests.get(status_url, headers=headers, timeout=30)
-            
+
             if response.status_code != 200:
                 logger.error(f"Failed to get job status: {response.status_code}")
                 return False
-            
+
             job_status = response.json()
             status = job_status.get("status")
             progress = job_status.get("progress_percent", 0)
             current_file = job_status.get("current_file")
             processed_files = job_status.get("processed_files", 0)
-            
+
             # Show progress updates
             if progress != last_progress or current_file != last_current_file:
                 elapsed = time.time() - start_time
                 if current_file:
-                    logger.info(f"📈 Progress: {progress:.1f}% ({processed_files}/{total_files}) - Processing: {current_file} (elapsed: {elapsed:.0f}s)")
+                    logger.info(
+                        f"📈 Progress: {progress:.1f}% ({processed_files}/{total_files}) - Processing: {current_file} (elapsed: {elapsed:.0f}s)"
+                    )
                 else:
-                    logger.info(f"📈 Progress: {progress:.1f}% ({processed_files}/{total_files}) (elapsed: {elapsed:.0f}s)")
+                    logger.info(
+                        f"📈 Progress: {progress:.1f}% ({processed_files}/{total_files}) (elapsed: {elapsed:.0f}s)"
+                    )
                 last_progress = progress
                 last_current_file = current_file
-            
+
             # Check completion status (RQ standard: "finished")
             if status == "finished":
                 elapsed = time.time() - start_time
@@ -331,14 +347,14 @@ def poll_job_status(job_id: str, token: str, base_url: str, total_files: int) ->
                 completed = len([f for f in files if f.get("status") == "finished"])
                 failed = len([f for f in files if f.get("status") == "failed"])
                 skipped = len([f for f in files if f.get("status") == "skipped"])
-                
+
                 logger.info(f"📊 Final Summary:")
                 logger.info(f"   ✅ Completed: {completed}")
                 if failed > 0:
                     logger.error(f"   ❌ Failed: {failed}")
                 if skipped > 0:
                     logger.warning(f"   ⏭️  Skipped: {skipped}")
-                
+
                 # Show failed files
                 for file_info in files:
                     if file_info.get("status") == "failed":
@@ -346,16 +362,18 @@ def poll_job_status(job_id: str, token: str, base_url: str, total_files: int) ->
                         logger.error(f"   ❌ {file_info.get('filename')}: {error_msg}")
                     elif file_info.get("status") == "skipped":
                         error_msg = file_info.get("error_message", "Skipped")
-                        logger.warning(f"   ⏭️  {file_info.get('filename')}: {error_msg}")
-                
+                        logger.warning(
+                            f"   ⏭️  {file_info.get('filename')}: {error_msg}"
+                        )
+
                 return completed > 0  # Success if at least one file completed
-                
+
             elif status == "failed":
                 elapsed = time.time() - start_time
                 error_msg = job_status.get("error_message", "Unknown error")
                 logger.error(f"💥 Job failed after {elapsed:.0f}s: {error_msg}")
                 return False
-                
+
             elif status in ["queued", "processing"]:
                 # Continue polling
                 time.sleep(5)  # Poll every 5 seconds
@@ -364,7 +382,7 @@ def poll_job_status(job_id: str, token: str, base_url: str, total_files: int) ->
                 logger.warning(f"Unknown job status: {status}")
                 time.sleep(5)
                 continue
-                
+
         except requests.exceptions.RequestException as e:
             logger.error(f"Error polling job status: {e}")
             time.sleep(10)  # Wait longer on error
@@ -376,16 +394,18 @@ def poll_job_status(job_id: str, token: str, base_url: str, total_files: int) ->
 
 def parse_args():
     """Parse command line arguments."""
-    parser = argparse.ArgumentParser(description="Upload audio files to Chronicle backend")
+    parser = argparse.ArgumentParser(
+        description="Upload audio files to Chronicle backend"
+    )
     parser.add_argument(
         "files",
         nargs="*",
-        help="Audio files to upload. If none provided, uses default test file."
+        help="Audio files to upload. If none provided, uses default test file.",
     )
     parser.add_argument(
         "--base-url",
         default="http://localhost:8000",
-        help="Backend base URL (default: http://localhost:8000)"
+        help="Backend base URL (default: http://localhost:8000)",
     )
     return parser.parse_args()
 
@@ -393,20 +413,20 @@ def parse_args():
 def main():
     """Main function to orchestrate the upload process."""
     args = parse_args()
-    
+
     logger.info("Chronicle Audio File Upload Tool")
     logger.info("=" * 40)
-    
+
     # Load environment variables
     admin_password = load_env_variables()
     if not admin_password:
         sys.exit(1)
-    
+
     # Get admin token
     token = get_admin_token(admin_password, args.base_url)
     if not token:
         sys.exit(1)
-    
+
     # Determine files to upload
     if args.files:
         # Use provided files
@@ -422,26 +442,33 @@ def main():
     else:
         # Use default test file (committed to git, used in tests)
         project_root = Path(__file__).parent.parent.parent
-        specific_file = project_root / "extras" / "test-audios" / "DIY Experts Glass Blowing_16khz_mono_4min.wav"
-        
+        specific_file = (
+            project_root
+            / "extras"
+            / "test-audios"
+            / "DIY Experts Glass Blowing_16khz_mono_4min.wav"
+        )
+
         if specific_file.exists():
             wav_files = [str(specific_file)]
             logger.info(f"Using default test file: {specific_file}")
         else:
             logger.error(f"Default test file not found: {specific_file}")
-            logger.info("Please provide file paths as arguments or ensure test file exists")
+            logger.info(
+                "Please provide file paths as arguments or ensure test file exists"
+            )
             sys.exit(1)
-    
+
     if not wav_files:
         logger.error("No files to upload")
         sys.exit(1)
-    
+
     logger.info(f"Uploading {len(wav_files)} files:")
     for f in wav_files:
         logger.info(f"- {os.path.basename(f)}")
-    
+
     success = upload_files_async(wav_files, token, args.base_url)
-    
+
     if success:
         logger.info("🎉 Upload process completed successfully!")
         sys.exit(0)
@@ -451,4 +478,4 @@ def main():
 
 
 if __name__ == "__main__":
-    main() 
\ No newline at end of file
+    main()
diff --git a/backends/advanced/webui/nginx.conf b/backends/advanced/webui/nginx.conf
index eee76bad..bc75b9a5 100644
--- a/backends/advanced/webui/nginx.conf
+++ b/backends/advanced/webui/nginx.conf
@@ -6,7 +6,7 @@ server {
 
     # Basic settings
     client_max_body_size 100M;
-    
+
     # Gzip compression
     gzip on;
     gzip_vary on;
@@ -44,4 +44,4 @@ server {
     add_header X-Content-Type-Options nosniff;
     add_header X-XSS-Protection "1; mode=block";
     add_header Referrer-Policy "strict-origin-when-cross-origin";
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/ConversationVersionDropdown.tsx b/backends/advanced/webui/src/components/ConversationVersionDropdown.tsx
index ed21f69c..cfd782d0 100644
--- a/backends/advanced/webui/src/components/ConversationVersionDropdown.tsx
+++ b/backends/advanced/webui/src/components/ConversationVersionDropdown.tsx
@@ -252,4 +252,4 @@ export default function ConversationVersionDropdown({
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/ConversationVersionHeader.tsx b/backends/advanced/webui/src/components/ConversationVersionHeader.tsx
index 55627c4f..4b22cb8a 100644
--- a/backends/advanced/webui/src/components/ConversationVersionHeader.tsx
+++ b/backends/advanced/webui/src/components/ConversationVersionHeader.tsx
@@ -110,4 +110,4 @@ export default function ConversationVersionHeader({ conversationId, versionInfo,
       </div>
     </div>
   );
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/audio/DebugPanel.tsx b/backends/advanced/webui/src/components/audio/DebugPanel.tsx
index a3785f1d..9424a91e 100644
--- a/backends/advanced/webui/src/components/audio/DebugPanel.tsx
+++ b/backends/advanced/webui/src/components/audio/DebugPanel.tsx
@@ -20,14 +20,14 @@ export default function DebugPanel({ recording }: DebugPanelProps) {
             Attempts: {recording.debugStats.connectionAttempts}
           </p>
         </div>
-        
+
         <div>
           <p className="font-medium text-gray-700 dark:text-gray-300">Audio Chunks</p>
           <p className="text-gray-600 dark:text-gray-400">
             Sent: {recording.debugStats.chunksSent}
           </p>
           <p className="text-gray-600 dark:text-gray-400">
-            Rate: {recording.debugStats.chunksSent > 0 && recording.debugStats.sessionStartTime ? 
+            Rate: {recording.debugStats.chunksSent > 0 && recording.debugStats.sessionStartTime ?
               Math.round(recording.debugStats.chunksSent / ((Date.now() - recording.debugStats.sessionStartTime.getTime()) / 1000)) : 0}/s
           </p>
         </div>
@@ -45,7 +45,7 @@ export default function DebugPanel({ recording }: DebugPanelProps) {
         <div>
           <p className="font-medium text-gray-700 dark:text-gray-300">Session</p>
           <p className="text-gray-600 dark:text-gray-400">
-            Duration: {recording.debugStats.sessionStartTime ? 
+            Duration: {recording.debugStats.sessionStartTime ?
               Math.round((Date.now() - recording.debugStats.sessionStartTime.getTime()) / 1000) + 's' : 'N/A'}
           </p>
           <p className="text-gray-600 dark:text-gray-400">
@@ -72,4 +72,4 @@ export default function DebugPanel({ recording }: DebugPanelProps) {
       </div>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/audio/RecordingStatus.tsx b/backends/advanced/webui/src/components/audio/RecordingStatus.tsx
index b208beaa..03a9a19f 100644
--- a/backends/advanced/webui/src/components/audio/RecordingStatus.tsx
+++ b/backends/advanced/webui/src/components/audio/RecordingStatus.tsx
@@ -8,7 +8,7 @@ interface RecordingStatusProps {
 
 export default function RecordingStatus({ recording }: RecordingStatusProps) {
   const { user } = useAuth()
-  
+
   const getStatusIcon = () => {
     switch (recording.connectionStatus) {
       case 'connected':
@@ -51,7 +51,7 @@ export default function RecordingStatus({ recording }: RecordingStatusProps) {
               </p>
             </div>
           </div>
-          
+
           <div className="text-right">
             <p className="text-sm text-gray-600 dark:text-gray-400">
               User: {user?.name || user?.email}
@@ -66,7 +66,7 @@ export default function RecordingStatus({ recording }: RecordingStatusProps) {
       {/* Component Status Indicators */}
       <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6 mb-6">
         <h3 className="text-lg font-medium text-gray-900 dark:text-gray-100 mb-4">📊 Component Status</h3>
-        
+
         <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
           {/* WebSocket Status */}
           <div className="text-center">
@@ -141,4 +141,4 @@ export default function RecordingStatus({ recording }: RecordingStatusProps) {
       </div>
     </>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/audio/SimpleDebugPanel.tsx b/backends/advanced/webui/src/components/audio/SimpleDebugPanel.tsx
index db17d626..febc90c8 100644
--- a/backends/advanced/webui/src/components/audio/SimpleDebugPanel.tsx
+++ b/backends/advanced/webui/src/components/audio/SimpleDebugPanel.tsx
@@ -20,14 +20,14 @@ export default function SimpleDebugPanel({ recording }: SimpleDebugPanelProps) {
             Recording: {recording.isRecording ? 'Yes' : 'No'}
           </p>
         </div>
-        
+
         <div>
           <p className="font-medium text-gray-700 dark:text-gray-300">Audio Chunks</p>
           <p className="text-gray-600 dark:text-gray-400">
             Sent: {recording.debugStats.chunksSent}
           </p>
           <p className="text-gray-600 dark:text-gray-400">
-            Rate: {recording.debugStats.chunksSent > 0 && recording.debugStats.sessionStartTime ? 
+            Rate: {recording.debugStats.chunksSent > 0 && recording.debugStats.sessionStartTime ?
               Math.round(recording.debugStats.chunksSent / ((Date.now() - recording.debugStats.sessionStartTime.getTime()) / 1000)) : 0}/s
           </p>
         </div>
@@ -45,7 +45,7 @@ export default function SimpleDebugPanel({ recording }: SimpleDebugPanelProps) {
         <div>
           <p className="font-medium text-gray-700 dark:text-gray-300">Session</p>
           <p className="text-gray-600 dark:text-gray-400">
-            Duration: {recording.debugStats.sessionStartTime ? 
+            Duration: {recording.debugStats.sessionStartTime ?
               Math.round((Date.now() - recording.debugStats.sessionStartTime.getTime()) / 1000) + 's' : 'N/A'}
           </p>
           <p className="text-gray-600 dark:text-gray-400">
@@ -72,4 +72,4 @@ export default function SimpleDebugPanel({ recording }: SimpleDebugPanelProps) {
       </div>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/audio/StatusDisplay.tsx b/backends/advanced/webui/src/components/audio/StatusDisplay.tsx
index d151ef4d..d6bf8850 100644
--- a/backends/advanced/webui/src/components/audio/StatusDisplay.tsx
+++ b/backends/advanced/webui/src/components/audio/StatusDisplay.tsx
@@ -48,14 +48,14 @@ const getStepStatus = (stepId: RecordingStep, currentStep: RecordingStep, isReco
     if (stepIndex <= currentStepIndex) return 'error'
     return 'pending'
   }
-  
+
   if (isRecording) {
     return 'completed' // All steps completed when recording
   }
-  
+
   const stepIndex = steps.findIndex(s => s.id === stepId)
   const currentStepIndex = steps.findIndex(s => s.id === currentStep)
-  
+
   if (stepIndex < currentStepIndex) return 'completed'
   if (stepIndex === currentStepIndex) return 'current'
   return 'pending'
@@ -84,18 +84,18 @@ export default function StatusDisplay({ recording }: StatusDisplayProps) {
   if (recording.currentStep === 'idle' || recording.isRecording) {
     return null
   }
-  
+
   return (
     <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6 mb-6">
       <h3 className="text-lg font-medium text-gray-900 dark:text-gray-100 mb-4 flex items-center">
         <Radio className="h-5 w-5 mr-2 text-blue-600" />
         Recording Setup Progress
       </h3>
-      
+
       <div className="space-y-3">
         {steps.map((step, index) => {
           const status = getStepStatus(step.id, recording.currentStep, recording.isRecording)
-          
+
           return (
             <div
               key={step.id}
@@ -105,7 +105,7 @@ export default function StatusDisplay({ recording }: StatusDisplayProps) {
               <div className="flex items-center justify-center w-8 h-8 rounded-full bg-white dark:bg-gray-700 mr-3">
                 {step.icon}
               </div>
-              
+
               {/* Step Info */}
               <div className="flex-1">
                 <div className="flex items-center justify-between">
@@ -118,7 +118,7 @@ export default function StatusDisplay({ recording }: StatusDisplayProps) {
                   {step.description}
                 </p>
               </div>
-              
+
               {/* Step Number */}
               <div className="ml-3 text-xs text-gray-500 font-mono">
                 {index + 1}
@@ -127,7 +127,7 @@ export default function StatusDisplay({ recording }: StatusDisplayProps) {
           )
         })}
       </div>
-      
+
       {/* Overall Status */}
       <div className="mt-4 p-3 bg-gray-50 dark:bg-gray-700 rounded-lg">
         <div className="flex items-center justify-between text-sm">
@@ -141,4 +141,4 @@ export default function StatusDisplay({ recording }: StatusDisplayProps) {
       </div>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/layout/Layout.tsx b/backends/advanced/webui/src/components/layout/Layout.tsx
index c98de99c..ae9991f4 100644
--- a/backends/advanced/webui/src/components/layout/Layout.tsx
+++ b/backends/advanced/webui/src/components/layout/Layout.tsx
@@ -56,7 +56,7 @@ export default function Layout() {
                   <span>{user?.name || user?.email}</span>
                 </div>
               </div>
-              
+
               <button
                 onClick={logout}
                 className="flex items-center space-x-2 px-3 py-2 rounded-lg hover:bg-gray-100 dark:hover:bg-gray-700 transition-colors text-gray-600 dark:text-gray-300"
@@ -114,4 +114,4 @@ export default function Layout() {
       </footer>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/contexts/AuthContext.tsx b/backends/advanced/webui/src/contexts/AuthContext.tsx
index d4761358..581118c4 100644
--- a/backends/advanced/webui/src/contexts/AuthContext.tsx
+++ b/backends/advanced/webui/src/contexts/AuthContext.tsx
@@ -33,7 +33,7 @@ export function AuthProvider({ children }: { children: ReactNode }) {
       console.log('🔐 AuthContext: Initializing authentication...')
       const savedToken = localStorage.getItem(getStorageKey('token'))
       console.log('🔐 AuthContext: Saved token exists:', !!savedToken)
-      
+
       if (savedToken) {
         try {
           console.log('🔐 AuthContext: Verifying token with API call...')
@@ -74,11 +74,11 @@ export function AuthProvider({ children }: { children: ReactNode }) {
       return { success: true }
     } catch (error: any) {
       console.error('Login failed:', error)
-      
+
       // Parse structured error response from backend
       let errorMessage = 'Login failed. Please try again.'
       let errorType = 'unknown'
-      
+
       if (error.response?.data) {
         const errorData = error.response.data
         errorMessage = errorData.detail || errorMessage
@@ -87,9 +87,9 @@ export function AuthProvider({ children }: { children: ReactNode }) {
         errorMessage = 'Unable to connect to server. Please check your connection and try again.'
         errorType = 'connection_failure'
       }
-      
-      return { 
-        success: false, 
+
+      return {
+        success: false,
         error: errorMessage,
         errorType: errorType
       }
@@ -115,4 +115,4 @@ export function useAuth() {
     throw new Error('useAuth must be used within an AuthProvider')
   }
   return context
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/hooks/useAudioRecording.ts b/backends/advanced/webui/src/hooks/useAudioRecording.ts
index 164fa9d5..66bec149 100644
--- a/backends/advanced/webui/src/hooks/useAudioRecording.ts
+++ b/backends/advanced/webui/src/hooks/useAudioRecording.ts
@@ -22,30 +22,30 @@ export interface UseAudioRecordingReturn {
   // Connection state
   isWebSocketConnected: boolean
   connectionStatus: 'disconnected' | 'connecting' | 'connected' | 'error'
-  
+
   // Recording state
   isRecording: boolean
   recordingDuration: number
   audioProcessingStarted: boolean
-  
+
   // Component states (direct checks, no sync issues)
   hasValidWebSocket: boolean
   hasValidMicrophone: boolean
   hasValidAudioContext: boolean
   isCurrentlyStreaming: boolean
-  
+
   // Granular test states
   hasMicrophoneAccess: boolean
   hasAudioContext: boolean
   isStreaming: boolean
-  
+
   // Error management
   error: string | null
   componentErrors: ComponentErrors
-  
+
   // Debug information
   debugStats: DebugStats
-  
+
   // Actions
   connectWebSocketOnly: () => Promise<boolean>
   disconnectWebSocketOnly: () => void
@@ -58,7 +58,7 @@ export interface UseAudioRecordingReturn {
   testFullFlowOnly: () => Promise<boolean>
   startRecording: () => Promise<void>
   stopRecording: () => void
-  
+
   // Utilities
   formatDuration: (seconds: number) => string
   canAccessMicrophone: boolean
@@ -72,12 +72,12 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
   const [recordingDuration, setRecordingDuration] = useState(0)
   const [error, setError] = useState<string | null>(null)
   const [audioProcessingStarted, setAudioProcessingStarted] = useState(false)
-  
+
   // Granular testing states
   const [hasMicrophoneAccess, setHasMicrophoneAccess] = useState(false)
   const [hasAudioContext, setHasAudioContext] = useState(false)
   const [isStreaming, setIsStreaming] = useState(false)
-  
+
   // Error tracking
   const [componentErrors, setComponentErrors] = useState<ComponentErrors>({
     websocket: null,
@@ -85,7 +85,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
     audioContext: null,
     streaming: null
   })
-  
+
   // Debug stats
   const [debugStats, setDebugStats] = useState<DebugStats>({
     chunksSent: 0,
@@ -95,7 +95,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
     sessionStartTime: null,
     connectionAttempts: 0
   })
-  
+
   // Refs for direct access (no state sync issues)
   const wsRef = useRef<WebSocket | null>(null)
   const mediaStreamRef = useRef<MediaStream | null>(null)
@@ -107,18 +107,18 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
   const audioProcessingStartedRef = useRef(false)
   const chunkCountRef = useRef(0)
   // Note: Legacy message queue code removed as it was unused
-  
+
   // Check if we're on localhost or using HTTPS
   const isLocalhost = window.location.hostname === 'localhost' || window.location.hostname === '127.0.0.1'
   const isHttps = window.location.protocol === 'https:'
   const canAccessMicrophone = isLocalhost || isHttps
-  
+
   // Direct status checks (no state sync issues)
   const hasValidWebSocket = wsRef.current?.readyState === WebSocket.OPEN
   const hasValidMicrophone = mediaStreamRef.current !== null
   const hasValidAudioContext = audioContextRef.current !== null
   const isCurrentlyStreaming = isStreaming && hasValidWebSocket && hasValidMicrophone
-  
+
   const connectWebSocket = useCallback(async () => {
     if (wsRef.current?.readyState === WebSocket.OPEN) {
       return true
@@ -157,16 +157,16 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           console.log('🎤 WebSocket connected for live recording')
           setConnectionStatus('connected')
           setIsWebSocketConnected(true)
-          
+
           // Add stabilization delay before resolving to prevent protocol violations
           setTimeout(() => {
             wsRef.current = ws
-            setDebugStats(prev => ({ 
-              ...prev, 
+            setDebugStats(prev => ({
+              ...prev,
               sessionStartTime: new Date(),
               connectionAttempts: prev.connectionAttempts + 1
             }))
-            
+
             // Start keepalive ping every 30 seconds
             keepAliveIntervalRef.current = setInterval(() => {
               if (ws.readyState === WebSocket.OPEN) {
@@ -179,7 +179,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
                 }
               }
             }, 30000)
-            
+
             console.log('🔌 WebSocket stabilized and ready for messages')
             resolve(true)
           }, 100) // 100ms stabilization delay
@@ -190,13 +190,13 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           setConnectionStatus('disconnected')
           setIsWebSocketConnected(false)
           wsRef.current = null
-          
+
           // Clear keepalive interval
           if (keepAliveIntervalRef.current) {
             clearInterval(keepAliveIntervalRef.current)
             keepAliveIntervalRef.current = undefined
           }
-          
+
           if (isRecording) {
             stopRecording()
           }
@@ -210,7 +210,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           setComponentErrors(prev => ({ ...prev, websocket: errorMsg }))
           reject(error)
         }
-        
+
         ws.onmessage = (event) => {
           // Handle any messages from the server
           console.log('🎤 Received message from server:', event.data)
@@ -322,7 +322,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
   const requestMicrophoneOnly = async () => {
     try {
       setComponentErrors(prev => ({ ...prev, microphone: null }))
-      
+
       if (!canAccessMicrophone) {
         throw new Error('Microphone access requires HTTPS or localhost')
       }
@@ -336,10 +336,10 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           autoGainControl: true
         }
       })
-      
+
       // Clean up the stream immediately - we just wanted to test permissions
       stream.getTracks().forEach(track => track.stop())
-      
+
       setHasMicrophoneAccess(true)
       console.log('🎤 Microphone access granted')
       return true
@@ -355,7 +355,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
   const createAudioContextOnly = async () => {
     try {
       setComponentErrors(prev => ({ ...prev, audioContext: null }))
-      
+
       if (audioContextRef.current) {
         audioContextRef.current.close()
       }
@@ -363,10 +363,10 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
       const audioContext = new AudioContext({ sampleRate: 16000 })
       const analyser = audioContext.createAnalyser()
       analyser.fftSize = 256
-      
+
       audioContextRef.current = audioContext
       analyserRef.current = analyser
-      
+
       setHasAudioContext(true)
       console.log('📊 Audio context created successfully')
       return true
@@ -382,17 +382,17 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
   const startStreamingOnly = async () => {
     try {
       setComponentErrors(prev => ({ ...prev, streaming: null }))
-      
+
       // Use direct checks instead of state
       if (!wsRef.current || wsRef.current.readyState !== WebSocket.OPEN) {
         throw new Error('WebSocket not connected')
       }
-      
+
       // Check if microphone access was previously tested
       if (!hasMicrophoneAccess) {
         throw new Error('Microphone access test required first - click "Get Mic" button')
       }
-      
+
       // Check if audio context was previously created
       if (!hasAudioContext) {
         throw new Error('Audio context test required first - click "Create Context" button')
@@ -425,7 +425,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           if (!wsRef.current || wsRef.current.readyState !== WebSocket.OPEN) {
             return
           }
-          
+
           if (!audioProcessingStartedRef.current) {
             console.log('🚫 Audio processing not started yet, skipping chunk')
             return
@@ -433,7 +433,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
 
           const inputBuffer = event.inputBuffer
           const inputData = inputBuffer.getChannelData(0)
-          
+
           // Convert float32 to int16 PCM
           const pcmBuffer = new Int16Array(inputData.length)
           for (let i = 0; i < inputData.length; i++) {
@@ -460,14 +460,14 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
 
             wsRef.current.send(JSON.stringify(chunkHeader) + '\n')
             wsRef.current.send(new Uint8Array(pcmBuffer.buffer, pcmBuffer.byteOffset, pcmBuffer.byteLength))
-            
+
             // Update debug stats
             chunkCountRef.current++
             setDebugStats(prev => ({ ...prev, chunksSent: chunkCountRef.current }))
           } catch (error) {
             console.error('Failed to send audio chunk:', error)
-            setDebugStats(prev => ({ 
-              ...prev, 
+            setDebugStats(prev => ({
+              ...prev,
               lastError: error instanceof Error ? error.message : 'Chunk send failed',
               lastErrorTime: new Date()
             }))
@@ -516,46 +516,46 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
     try {
       setError(null)
       console.log('💾 Starting full flow test...')
-      
+
       // Step 1: Connect WebSocket
       const connected = await connectWebSocket()
       if (!connected) {
         throw new Error('WebSocket connection failed')
       }
-      
+
       // Step 2: Get microphone access
       const micAccess = await requestMicrophoneOnly()
       if (!micAccess) {
         throw new Error('Microphone access failed')
       }
-      
+
       // Step 3: Create audio context
       const contextCreated = await createAudioContextOnly()
       if (!contextCreated) {
         throw new Error('Audio context creation failed')
       }
-      
+
       // Step 4: Send audio-start
       const startSent = await sendAudioStartOnly()
       if (!startSent) {
         throw new Error('Audio-start message failed')
       }
-      
+
       // Step 5: Start streaming for 10 seconds
       const streamingStarted = await startStreamingOnly()
       if (!streamingStarted) {
         throw new Error('Audio streaming failed')
       }
-      
+
       console.log('💾 Full flow test running for 10 seconds...')
-      
+
       // Wait 10 seconds
       setTimeout(() => {
         stopStreamingOnly()
         sendAudioStopOnly()
         console.log('💾 Full flow test completed')
       }, 10000)
-      
+
       return true
     } catch (error) {
       console.error('Full flow test failed:', error)
@@ -596,10 +596,10 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
       const audioContext = new AudioContext({ sampleRate: 16000 })
       const analyser = audioContext.createAnalyser()
       const source = audioContext.createMediaStreamSource(stream)
-      
+
       analyser.fftSize = 256
       source.connect(analyser)
-      
+
       audioContextRef.current = audioContext
       analyserRef.current = analyser
 
@@ -636,7 +636,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           if (!wsRef.current || wsRef.current.readyState !== WebSocket.OPEN) {
             return
           }
-          
+
           // Don't send audio chunks until audio-start has been sent and processed
           if (!audioProcessingStartedRef.current) {
             console.log('🚫 Audio processing not started yet, skipping chunk')
@@ -645,7 +645,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
 
           const inputBuffer = event.inputBuffer
           const inputData = inputBuffer.getChannelData(0)
-          
+
           // Convert float32 to int16 PCM
           const pcmBuffer = new Int16Array(inputData.length)
           for (let i = 0; i < inputData.length; i++) {
@@ -675,14 +675,14 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
             wsRef.current.send(JSON.stringify(chunkHeader) + '\n')
             // Send the actual Int16Array buffer, not the underlying ArrayBuffer
             wsRef.current.send(new Uint8Array(pcmBuffer.buffer, pcmBuffer.byteOffset, pcmBuffer.byteLength))
-            
+
             // Update debug stats
             chunkCountRef.current++
             setDebugStats(prev => ({ ...prev, chunksSent: chunkCountRef.current }))
           } catch (error) {
             console.error('Failed to send audio chunk:', error)
-            setDebugStats(prev => ({ 
-              ...prev, 
+            setDebugStats(prev => ({
+              ...prev,
               lastError: error instanceof Error ? error.message : 'Chunk send failed',
               lastErrorTime: new Date()
             }))
@@ -697,7 +697,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
 
       setIsRecording(true)
       setRecordingDuration(0)
-      
+
       // Start duration timer
       durationIntervalRef.current = setInterval(() => {
         setRecordingDuration(prev => prev + 1)
@@ -718,7 +718,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
       setAudioProcessingStarted(false)
       audioProcessingStartedRef.current = false
       console.log('🛑 Audio processing disabled')
-      
+
       // Send Wyoming protocol stop message
       if (wsRef.current && wsRef.current.readyState === WebSocket.OPEN) {
         try {
@@ -792,30 +792,30 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
     // Connection state
     isWebSocketConnected,
     connectionStatus,
-    
+
     // Recording state
     isRecording,
     recordingDuration,
     audioProcessingStarted,
-    
+
     // Direct status checks (no state sync issues)
     hasValidWebSocket,
     hasValidMicrophone,
     hasValidAudioContext,
     isCurrentlyStreaming,
-    
+
     // Granular test states
     hasMicrophoneAccess,
     hasAudioContext,
     isStreaming,
-    
+
     // Error management
     error,
     componentErrors,
-    
+
     // Debug information
     debugStats,
-    
+
     // Actions
     connectWebSocketOnly,
     disconnectWebSocketOnly,
@@ -828,12 +828,12 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
     testFullFlowOnly,
     startRecording,
     stopRecording,
-    
+
     // Utilities
     formatDuration,
     canAccessMicrophone,
-    
+
     // Internal refs for components that need them
     analyserRef
   } as UseAudioRecordingReturn & { analyserRef: React.RefObject<AnalyserNode | null> }
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/pages/Chat.tsx b/backends/advanced/webui/src/pages/Chat.tsx
index f4a8d899..58ff757c 100644
--- a/backends/advanced/webui/src/pages/Chat.tsx
+++ b/backends/advanced/webui/src/pages/Chat.tsx
@@ -478,7 +478,7 @@ export default function Chat() {
                   <Send className="h-5 w-5" />
                 </button>
               </div>
-              
+
               <div className="mt-2 flex items-center">
                 <input
                   type="checkbox"
@@ -549,4 +549,4 @@ export default function Chat() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/pages/Conversations.tsx b/backends/advanced/webui/src/pages/Conversations.tsx
index 872afa21..6c0ddca5 100644
--- a/backends/advanced/webui/src/pages/Conversations.tsx
+++ b/backends/advanced/webui/src/pages/Conversations.tsx
@@ -178,7 +178,7 @@ export default function Conversations() {
   const allSpeakers = useMemo(() => {
     const speakers = [...enrolledSpeakers]
     const existingNames = new Set(speakers.map(s => s.name))
-    
+
     // Add speakers from all diarization annotations
     diarizationAnnotations.forEach((annotations) => {
       annotations.forEach(a => {
@@ -1994,4 +1994,4 @@ export default function Conversations() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/pages/LiveRecord.tsx b/backends/advanced/webui/src/pages/LiveRecord.tsx
index 2f934d8c..69e7e721 100644
--- a/backends/advanced/webui/src/pages/LiveRecord.tsx
+++ b/backends/advanced/webui/src/pages/LiveRecord.tsx
@@ -106,7 +106,7 @@ export default function LiveRecord() {
       <StatusDisplay recording={recording} />
 
       {/* Audio Visualizer - Shows waveform when recording */}
-      <AudioVisualizer 
+      <AudioVisualizer
         isRecording={recording.isRecording}
         analyser={recording.analyser}
       />
@@ -136,4 +136,4 @@ export default function LiveRecord() {
       <SimpleDebugPanel recording={recording} />
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/pages/Queue.tsx b/backends/advanced/webui/src/pages/Queue.tsx
index 3ea93db7..1305c78a 100644
--- a/backends/advanced/webui/src/pages/Queue.tsx
+++ b/backends/advanced/webui/src/pages/Queue.tsx
@@ -2908,4 +2908,4 @@ const Queue: React.FC = () => {
   );
 };
 
-export default Queue;
\ No newline at end of file
+export default Queue;
diff --git a/backends/advanced/webui/src/pages/Users.tsx b/backends/advanced/webui/src/pages/Users.tsx
index a60675bf..67db5216 100644
--- a/backends/advanced/webui/src/pages/Users.tsx
+++ b/backends/advanced/webui/src/pages/Users.tsx
@@ -189,7 +189,7 @@ export default function Users() {
                 />
               </div>
             </div>
-            
+
             <div>
               <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
                 Password {editingUser && "(leave blank to keep current password)"}
@@ -294,7 +294,7 @@ export default function Users() {
                     <div className="flex items-center">
                       {user.is_superuser && <Shield className="h-4 w-4 text-blue-600 mr-1" />}
                       <span className={`px-2 inline-flex text-xs leading-5 font-semibold rounded-full ${
-                        user.is_superuser 
+                        user.is_superuser
                           ? 'bg-blue-100 text-blue-800 dark:bg-blue-900 dark:text-blue-200'
                           : 'bg-gray-100 text-gray-800 dark:bg-gray-700 dark:text-gray-200'
                       }`}>
@@ -304,7 +304,7 @@ export default function Users() {
                   </td>
                   <td className="px-6 py-4 whitespace-nowrap">
                     <span className={`px-2 inline-flex text-xs leading-5 font-semibold rounded-full ${
-                      user.is_active 
+                      user.is_active
                         ? 'bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200'
                         : 'bg-red-100 text-red-800 dark:bg-red-900 dark:text-red-200'
                     }`}>
@@ -342,4 +342,4 @@ export default function Users() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/services/api.ts b/backends/advanced/webui/src/services/api.ts
index bff5986a..ff803e72 100644
--- a/backends/advanced/webui/src/services/api.ts
+++ b/backends/advanced/webui/src/services/api.ts
@@ -300,7 +300,7 @@ export const systemApi = {
   getMiscSettings: () => api.get('/api/misc-settings'),
   saveMiscSettings: (settings: { always_persist_enabled?: boolean; use_provider_segments?: boolean; per_segment_speaker_id?: boolean; transcription_job_timeout_seconds?: number }) =>
     api.post('/api/misc-settings', settings),
-  
+
   // Plugin Configuration Management (YAML-based)
   getPluginsConfigRaw: () => api.get('/api/admin/plugins/config'),
   updatePluginsConfigRaw: (configYaml: string) =>
@@ -464,19 +464,19 @@ export const chatApi = {
   getSession: (sessionId: string) => api.get(`/api/chat/sessions/${sessionId}`),
   updateSession: (sessionId: string, title: string) => api.put(`/api/chat/sessions/${sessionId}`, { title }),
   deleteSession: (sessionId: string) => api.delete(`/api/chat/sessions/${sessionId}`),
-  
+
   // Messages
   getMessages: (sessionId: string, limit = 100) => api.get(`/api/chat/sessions/${sessionId}/messages`, { params: { limit } }),
-  
+
   // Memory extraction
   extractMemories: (sessionId: string) => api.post(`/api/chat/sessions/${sessionId}/extract-memories`),
-  
+
   // Statistics
   getStatistics: () => api.get('/api/chat/statistics'),
-  
+
   // Health check
   getHealth: () => api.get('/api/chat/health'),
-  
+
   // Streaming chat — OpenAI-compatible completions endpoint
   sendMessage: (message: string, sessionId?: string, includeObsidianMemory?: boolean) => {
     const requestBody: Record<string, unknown> = {
diff --git a/backends/advanced/webui/vite.config.ts b/backends/advanced/webui/vite.config.ts
index 5fd3955f..642c0485 100644
--- a/backends/advanced/webui/vite.config.ts
+++ b/backends/advanced/webui/vite.config.ts
@@ -24,4 +24,4 @@ export default defineConfig({
     outDir: 'dist',
     sourcemap: false,
   },
-})
\ No newline at end of file
+})
diff --git a/backends/advanced/worker_orchestrator.py b/backends/advanced/worker_orchestrator.py
index fb4b6a10..35689ad7 100755
--- a/backends/advanced/worker_orchestrator.py
+++ b/backends/advanced/worker_orchestrator.py
@@ -131,7 +131,9 @@ async def startup(self):
         # 6. Setup signal handlers
         loop = asyncio.get_running_loop()
         for sig in (signal.SIGTERM, signal.SIGINT):
-            loop.add_signal_handler(sig, lambda s=sig: asyncio.create_task(self._signal_handler(s)))
+            loop.add_signal_handler(
+                sig, lambda s=sig: asyncio.create_task(self._signal_handler(s))
+            )
 
         logger.info("✅ Signal handlers configured (SIGTERM, SIGINT)")
 
@@ -143,7 +145,9 @@ async def startup(self):
         await self.health_monitor.start()
         logger.info("✅ Health monitor started")
 
-        logger.info("⏳ Workers running - health monitor will auto-restart failed workers")
+        logger.info(
+            "⏳ Workers running - health monitor will auto-restart failed workers"
+        )
 
     def _cleanup_stale_workers(self) -> int:
         """
diff --git a/config.env.template b/config.env.template
index bc7d0ca4..145a9823 100644
--- a/config.env.template
+++ b/config.env.template
@@ -149,16 +149,16 @@ VITE_ALLOWED_HOSTS = localhost 127.0.0.1 $(DOMAIN_PREFIX).$(DOMAIN) $(EXTERNAL_D
 # ========================================
 
 # Groq API (alternative LLM provider)
-GROQ_API_KEY = 
+GROQ_API_KEY =
 
 # Langfuse telemetry
-LANGFUSE_PUBLIC_KEY = 
-LANGFUSE_SECRET_KEY = 
+LANGFUSE_PUBLIC_KEY =
+LANGFUSE_SECRET_KEY =
 LANGFUSE_HOST = http://x.x.x.x:3002
 LANGFUSE_ENABLE_TELEMETRY = false
 
 # Ngrok for external access
-NGROK_AUTHTOKEN = 
+NGROK_AUTHTOKEN =
 
 # Audio processing settings
 # (Managed in config.yml or hardcoded in constants)
@@ -209,7 +209,7 @@ SPEAKER_MEMORY_REQUEST = 2Gi
 # ========================================
 # ADD NEW ENVIRONMENT VARIABLES HERE
 # ========================================
-# 
+#
 # To add a new environment variable:
 # 1. Add it to this file (either as a default value with ?= or computed with =)
 # 2. That's it! It will be automatically available in all generated configs
diff --git a/config_manager.py b/config_manager.py
index 1c5079a2..956d20bb 100644
--- a/config_manager.py
+++ b/config_manager.py
@@ -40,7 +40,9 @@
 class ConfigManager:
     """Manages Chronicle configuration across config.yml and .env files."""
 
-    def __init__(self, service_path: Optional[str] = None, repo_root: Optional[Path] = None):
+    def __init__(
+        self, service_path: Optional[str] = None, repo_root: Optional[Path] = None
+    ):
         """
         Initialize ConfigManager.
 
@@ -63,8 +65,10 @@ def __init__(self, service_path: Optional[str] = None, repo_root: Optional[Path]
         self.config_yml_path = self.repo_root / "config" / "config.yml"
         self.env_path = self.service_path / ".env" if self.service_path else None
 
-        logger.debug(f"ConfigManager initialized: repo_root={self.repo_root}, "
-                    f"service_path={self.service_path}, config_yml={self.config_yml_path}")
+        logger.debug(
+            f"ConfigManager initialized: repo_root={self.repo_root}, "
+            f"service_path={self.service_path}, config_yml={self.config_yml_path}"
+        )
 
     def _find_repo_root(self) -> Path:
         """Find repository root using __file__ location (config_manager.py is always at repo root)."""
@@ -99,7 +103,7 @@ def _load_config_yml(self) -> Dict[str, Any]:
             )
 
         try:
-            with open(self.config_yml_path, 'r') as f:
+            with open(self.config_yml_path, "r") as f:
                 config = _yaml.load(f)
                 if config is None:
                     raise RuntimeError(
@@ -120,12 +124,14 @@ def _save_config_yml(self, config: Dict[str, Any]):
             # Create backup
             if self.config_yml_path.exists():
                 timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
-                backup_path = self.config_yml_path.parent / f"config.yml.backup.{timestamp}"
+                backup_path = (
+                    self.config_yml_path.parent / f"config.yml.backup.{timestamp}"
+                )
                 shutil.copy2(self.config_yml_path, backup_path)
                 logger.info(f"Backed up config.yml to {backup_path.name}")
 
             # Write updated config
-            with open(self.config_yml_path, 'w') as f:
+            with open(self.config_yml_path, "w") as f:
                 _yaml.dump(config, f)
 
             logger.info(f"Saved config.yml to {self.config_yml_path}")
@@ -146,7 +152,7 @@ def _update_env_file(self, key: str, value: str):
 
         try:
             # Read current .env
-            with open(self.env_path, 'r') as f:
+            with open(self.env_path, "r") as f:
                 lines = f.readlines()
 
             # Update or add line
@@ -162,7 +168,9 @@ def _update_env_file(self, key: str, value: str):
 
             # If key wasn't found, add it
             if not key_found:
-                updated_lines.append(f"\n# Auto-updated by ConfigManager\n{key}={value}\n")
+                updated_lines.append(
+                    f"\n# Auto-updated by ConfigManager\n{key}={value}\n"
+                )
 
             # Create backup
             backup_path = f"{self.env_path}.bak"
@@ -170,7 +178,7 @@ def _update_env_file(self, key: str, value: str):
             logger.debug(f"Backed up .env to {backup_path}")
 
             # Write updated file
-            with open(self.env_path, 'w') as f:
+            with open(self.env_path, "w") as f:
                 f.writelines(updated_lines)
 
             # Update environment variable for current process
@@ -248,7 +256,7 @@ def set_memory_provider(self, provider: str) -> Dict[str, Any]:
             "config_yml_path": str(self.config_yml_path),
             "env_path": str(self.env_path) if self.env_path else None,
             "requires_restart": True,
-            "status": "success"
+            "status": "success",
         }
 
     def get_memory_config(self) -> Dict[str, Any]:
diff --git a/extras/asr-services/common/__init__.py b/extras/asr-services/common/__init__.py
index 7abc6af8..95db26ef 100644
--- a/extras/asr-services/common/__init__.py
+++ b/extras/asr-services/common/__init__.py
@@ -7,21 +7,21 @@
 - Response models: Pydantic models for standardized API responses
 """
 
-from common.response_models import (
-    TranscriptionResult,
-    Word,
-    Segment,
-    Speaker,
-    HealthResponse,
-    InfoResponse,
-)
 from common.audio_utils import (
     convert_audio_to_numpy,
-    resample_audio,
     load_audio_file,
+    resample_audio,
     save_audio_file,
 )
 from common.base_service import BaseASRService, create_asr_app
+from common.response_models import (
+    HealthResponse,
+    InfoResponse,
+    Segment,
+    Speaker,
+    TranscriptionResult,
+    Word,
+)
 
 __all__ = [
     # Response models
diff --git a/extras/asr-services/common/audio_utils.py b/extras/asr-services/common/audio_utils.py
index 4dad9bff..e1701d8c 100644
--- a/extras/asr-services/common/audio_utils.py
+++ b/extras/asr-services/common/audio_utils.py
@@ -47,9 +47,7 @@ def convert_audio_to_numpy(
         raise ValueError(f"Unsupported sample width: {sample_width}")
 
 
-def numpy_to_audio_bytes(
-    audio_array: np.ndarray, sample_width: int = 2
-) -> bytes:
+def numpy_to_audio_bytes(audio_array: np.ndarray, sample_width: int = 2) -> bytes:
     """
     Convert numpy float32 array to raw audio bytes.
 
@@ -234,9 +232,7 @@ def get_audio_duration(
     return len(audio_array) / sample_rate
 
 
-def validate_audio_format(
-    sample_rate: int, channels: int, sample_width: int
-) -> None:
+def validate_audio_format(sample_rate: int, channels: int, sample_width: int) -> None:
     """
     Validate audio format parameters.
 
diff --git a/extras/asr-services/common/base_service.py b/extras/asr-services/common/base_service.py
index 2b81df3f..ff1222ca 100644
--- a/extras/asr-services/common/base_service.py
+++ b/extras/asr-services/common/base_service.py
@@ -13,11 +13,7 @@
 from abc import ABC, abstractmethod
 from typing import Optional
 
-from common.response_models import (
-    HealthResponse,
-    InfoResponse,
-    TranscriptionResult,
-)
+from common.response_models import HealthResponse, InfoResponse, TranscriptionResult
 from fastapi import FastAPI, File, Form, HTTPException, UploadFile
 from fastapi.responses import JSONResponse, StreamingResponse
 
@@ -236,14 +232,17 @@ def _ndjson_generator():
                     """Wrap sync generator as NDJSON lines, clean up temp file when done."""
                     try:
                         for event in service.transcribe_with_progress(
-                            tmp_filename, context_info=context_info,
+                            tmp_filename,
+                            context_info=context_info,
                         ):
                             yield json.dumps(event) + "\n"
                     finally:
                         try:
                             os.unlink(tmp_filename)
                         except Exception as e:
-                            logger.warning(f"Failed to delete temp file {tmp_filename}: {e}")
+                            logger.warning(
+                                f"Failed to delete temp file {tmp_filename}: {e}"
+                            )
 
                 return StreamingResponse(
                     _ndjson_generator(),
diff --git a/extras/asr-services/common/batching.py b/extras/asr-services/common/batching.py
index 1c9ac2c5..a27a7acd 100644
--- a/extras/asr-services/common/batching.py
+++ b/extras/asr-services/common/batching.py
@@ -15,8 +15,11 @@
 from typing import List, Optional, Tuple
 
 import numpy as np
-
-from common.audio_utils import STANDARD_SAMPLE_RATE, load_audio_file, numpy_to_audio_bytes
+from common.audio_utils import (
+    STANDARD_SAMPLE_RATE,
+    load_audio_file,
+    numpy_to_audio_bytes,
+)
 from common.response_models import Segment, Speaker, TranscriptionResult, Word
 
 logger = logging.getLogger(__name__)
@@ -85,7 +88,9 @@ def split_audio_file(
             wf.writeframes(audio_bytes)
 
         segments.append((tmp.name, start_time, end_time))
-        logger.info(f"  Window {len(segments)-1}: [{start_time:.1f}s - {end_time:.1f}s]")
+        logger.info(
+            f"  Window {len(segments)-1}: [{start_time:.1f}s - {end_time:.1f}s]"
+        )
 
         # Advance by batch_duration (not window size) so next window overlaps
         offset += batch_samples
@@ -162,11 +167,13 @@ def stitch_transcription_results(
             _, next_start, _ = batch_results[i + 1]
             right_cutoff = next_start + overlap_seconds / 2
             offset_segs = [
-                s for s in offset_segs
+                s
+                for s in offset_segs
                 if _seg_midpoint(s) >= left_cutoff and _seg_midpoint(s) < right_cutoff
             ]
             offset_words = [
-                w for w in offset_words
+                w
+                for w in offset_words
                 if _word_midpoint(w) >= left_cutoff and _word_midpoint(w) < right_cutoff
             ]
 
@@ -180,7 +187,10 @@ def stitch_transcription_results(
                 abs_end = spk.end + batch_start
                 if spk.id in all_speakers:
                     prev_s, prev_e = all_speakers[spk.id]
-                    all_speakers[spk.id] = (min(prev_s, abs_start), max(prev_e, abs_end))
+                    all_speakers[spk.id] = (
+                        min(prev_s, abs_start),
+                        max(prev_e, abs_end),
+                    )
                 else:
                     all_speakers[spk.id] = (abs_start, abs_end)
 
@@ -188,10 +198,14 @@ def stitch_transcription_results(
     text = " ".join(s.text for s in all_segments if s.text.strip())
 
     # Build speaker list
-    speakers = [
-        Speaker(id=spk_id, start=times[0], end=times[1])
-        for spk_id, times in all_speakers.items()
-    ] if all_speakers else None
+    speakers = (
+        [
+            Speaker(id=spk_id, start=times[0], end=times[1])
+            for spk_id, times in all_speakers.items()
+        ]
+        if all_speakers
+        else None
+    )
 
     # Duration from last segment
     duration = max(s.end for s in all_segments) if all_segments else None
diff --git a/extras/asr-services/common/response_models.py b/extras/asr-services/common/response_models.py
index e716fc7f..c15ed236 100644
--- a/extras/asr-services/common/response_models.py
+++ b/extras/asr-services/common/response_models.py
@@ -35,7 +35,9 @@ class Speaker(BaseModel):
     """Speaker information from diarization."""
 
     id: str = Field(..., description="Speaker identifier")
-    label: Optional[str] = Field(default=None, description="Human-readable speaker label")
+    label: Optional[str] = Field(
+        default=None, description="Human-readable speaker label"
+    )
     start: float = Field(..., description="Speaker segment start time")
     end: float = Field(..., description="Speaker segment end time")
 
@@ -53,9 +55,7 @@ class TranscriptionResult(BaseModel):
     speakers: Optional[List[Speaker]] = Field(
         default=None, description="Speaker diarization information (if available)"
     )
-    language: Optional[str] = Field(
-        default=None, description="Detected language code"
-    )
+    language: Optional[str] = Field(default=None, description="Detected language code")
     duration: Optional[float] = Field(
         default=None, description="Audio duration in seconds"
     )
diff --git a/extras/asr-services/providers/faster_whisper/service.py b/extras/asr-services/providers/faster_whisper/service.py
index 03d53a92..03580474 100644
--- a/extras/asr-services/providers/faster_whisper/service.py
+++ b/extras/asr-services/providers/faster_whisper/service.py
@@ -12,7 +12,6 @@
 from typing import Optional
 
 import uvicorn
-
 from common.base_service import BaseASRService, create_asr_app
 from common.response_models import TranscriptionResult
 from providers.faster_whisper.transcriber import FasterWhisperTranscriber
diff --git a/extras/asr-services/providers/faster_whisper/transcriber.py b/extras/asr-services/providers/faster_whisper/transcriber.py
index 0e275dc0..a916e5c6 100644
--- a/extras/asr-services/providers/faster_whisper/transcriber.py
+++ b/extras/asr-services/providers/faster_whisper/transcriber.py
@@ -8,9 +8,8 @@
 import os
 from typing import Optional
 
-from faster_whisper import WhisperModel
-
 from common.response_models import Segment, TranscriptionResult, Word
+from faster_whisper import WhisperModel
 
 logger = logging.getLogger(__name__)
 
@@ -140,7 +139,9 @@ def transcribe(
             f"Transcription complete: {len(full_text)} chars, "
             f"{len(all_words)} words, {len(all_segments)} segments"
         )
-        logger.info(f"Detected language: {info.language} (prob: {info.language_probability:.2f})")
+        logger.info(
+            f"Detected language: {info.language} (prob: {info.language_probability:.2f})"
+        )
 
         return TranscriptionResult(
             text=full_text,
diff --git a/extras/asr-services/providers/nemo/service.py b/extras/asr-services/providers/nemo/service.py
index 5004c7ce..7a29571f 100644
--- a/extras/asr-services/providers/nemo/service.py
+++ b/extras/asr-services/providers/nemo/service.py
@@ -12,7 +12,6 @@
 from typing import Optional
 
 import uvicorn
-
 from common.base_service import BaseASRService, create_asr_app
 from common.response_models import TranscriptionResult
 from providers.nemo.transcriber import NemoTranscriber
diff --git a/extras/asr-services/providers/nemo/transcriber.py b/extras/asr-services/providers/nemo/transcriber.py
index 807edf58..6e4afc1e 100644
--- a/extras/asr-services/providers/nemo/transcriber.py
+++ b/extras/asr-services/providers/nemo/transcriber.py
@@ -11,7 +11,6 @@
 from typing import Optional, cast
 
 import torch
-
 from common.response_models import TranscriptionResult, Word
 
 logger = logging.getLogger(__name__)
diff --git a/extras/asr-services/providers/qwen3_asr/service.py b/extras/asr-services/providers/qwen3_asr/service.py
index 93434fa8..44100b67 100644
--- a/extras/asr-services/providers/qwen3_asr/service.py
+++ b/extras/asr-services/providers/qwen3_asr/service.py
@@ -62,7 +62,9 @@ async def transcribe(
         """Transcribe audio file via vLLM."""
         if self.transcriber is None:
             raise RuntimeError("Service not initialized")
-        return await self.transcriber.transcribe(audio_file_path, context_info=context_info)
+        return await self.transcriber.transcribe(
+            audio_file_path, context_info=context_info
+        )
 
     def get_capabilities(self) -> list[str]:
         capabilities = ["multilingual", "language_detection"]
diff --git a/extras/asr-services/providers/qwen3_asr/streaming_bridge.py b/extras/asr-services/providers/qwen3_asr/streaming_bridge.py
index 42729b14..43af804f 100644
--- a/extras/asr-services/providers/qwen3_asr/streaming_bridge.py
+++ b/extras/asr-services/providers/qwen3_asr/streaming_bridge.py
@@ -96,7 +96,9 @@ def _parse_qwen3_output(raw: str) -> str:
     return text_part.strip()
 
 
-async def _transcribe_vllm(audio_b64: str, client: httpx.AsyncClient, stream: bool = False) -> str:
+async def _transcribe_vllm(
+    audio_b64: str, client: httpx.AsyncClient, stream: bool = False
+) -> str:
     """Send audio to vLLM and return the transcription text.
 
     Args:
@@ -181,7 +183,9 @@ async def websocket_stream(ws: WebSocket):
                     audio_buffer.extend(message["bytes"])
 
                     # Check if we have enough audio for an interim transcription
-                    buffer_duration = len(audio_buffer) / (SAMPLE_RATE * SAMPLE_WIDTH * CHANNELS)
+                    buffer_duration = len(audio_buffer) / (
+                        SAMPLE_RATE * SAMPLE_WIDTH * CHANNELS
+                    )
                     if buffer_duration >= STREAM_INTERVAL:
                         try:
                             wav_b64 = _pcm_to_wav_base64(bytes(audio_buffer))
@@ -189,12 +193,14 @@ async def websocket_stream(ws: WebSocket):
                             text = text.strip()
 
                             if text and text != prev_transcript:
-                                await ws.send_json({
-                                    "type": "interim",
-                                    "text": text,
-                                    "words": [],
-                                    "segments": [],
-                                })
+                                await ws.send_json(
+                                    {
+                                        "type": "interim",
+                                        "text": text,
+                                        "words": [],
+                                        "segments": [],
+                                    }
+                                )
                                 prev_transcript = text
                         except Exception as e:
                             logger.warning(f"Interim transcription failed: {e}")
@@ -220,28 +226,34 @@ async def websocket_stream(ws: WebSocket):
                     text = await _transcribe_vllm(wav_b64, client, stream=False)
                     text = text.strip()
 
-                    await ws.send_json({
-                        "type": "final",
-                        "text": text,
-                        "words": [],
-                        "segments": [],
-                    })
+                    await ws.send_json(
+                        {
+                            "type": "final",
+                            "text": text,
+                            "words": [],
+                            "segments": [],
+                        }
+                    )
                     logger.info(f"Final transcript: {len(text)} chars")
                 except Exception as e:
                     logger.error(f"Final transcription failed: {e}")
-                    await ws.send_json({
+                    await ws.send_json(
+                        {
+                            "type": "final",
+                            "text": prev_transcript,
+                            "words": [],
+                            "segments": [],
+                        }
+                    )
+            else:
+                await ws.send_json(
+                    {
                         "type": "final",
-                        "text": prev_transcript,
+                        "text": "",
                         "words": [],
                         "segments": [],
-                    })
-            else:
-                await ws.send_json({
-                    "type": "final",
-                    "text": "",
-                    "words": [],
-                    "segments": [],
-                })
+                    }
+                )
 
         except WebSocketDisconnect:
             logger.info("Streaming bridge: client disconnected")
diff --git a/extras/asr-services/providers/qwen3_asr/transcriber.py b/extras/asr-services/providers/qwen3_asr/transcriber.py
index e6dda421..65047583 100644
--- a/extras/asr-services/providers/qwen3_asr/transcriber.py
+++ b/extras/asr-services/providers/qwen3_asr/transcriber.py
@@ -58,8 +58,8 @@ def _audio_to_wav_base64(audio_file_path: str) -> str:
         pass
 
     # Not a WAV – use soundfile to convert
-    import soundfile as sf
     import numpy as np
+    import soundfile as sf
 
     data, sr = sf.read(audio_file_path, dtype="int16")
 
@@ -131,7 +131,9 @@ def fix_pattern_repeats(s: str, thresh: int, max_len: int = 20) -> str:
 
                 if valid:
                     end_index = i + thresh * k
-                    while end_index + k <= n and s[end_index : end_index + k] == pattern:
+                    while (
+                        end_index + k <= n and s[end_index : end_index + k] == pattern
+                    ):
                         end_index += k
                     result.append(pattern)
                     result.append(fix_pattern_repeats(s[end_index:], thresh, max_len))
@@ -212,7 +214,9 @@ class Qwen3ASRTranscriber:
 
     def __init__(self, model_id: Optional[str] = None, vllm_url: Optional[str] = None):
         self.model_id = model_id or os.getenv("ASR_MODEL", "Qwen/Qwen3-ASR-1.7B")
-        self.vllm_url = (vllm_url or os.getenv("QWEN3_VLLM_URL", "http://localhost:8000")).rstrip("/")
+        self.vllm_url = (
+            vllm_url or os.getenv("QWEN3_VLLM_URL", "http://localhost:8000")
+        ).rstrip("/")
         self._client = httpx.AsyncClient(timeout=VLLM_TIMEOUT)
         self._aligner = None
 
@@ -224,7 +228,9 @@ def __init__(self, model_id: Optional[str] = None, vllm_url: Optional[str] = Non
 
                 device = "cuda" if torch.cuda.is_available() else "cpu"
                 dtype = torch.bfloat16 if device == "cuda" else torch.float32
-                logger.info(f"Loading ForcedAligner: model={aligner_model}, device={device}, dtype={dtype}")
+                logger.info(
+                    f"Loading ForcedAligner: model={aligner_model}, device={device}, dtype={dtype}"
+                )
                 self._aligner = Qwen3ForcedAligner.from_pretrained(
                     aligner_model, device_map=device, dtype=dtype
                 )
@@ -311,7 +317,9 @@ async def transcribe(
                 words = await self._run_aligner(audio_file_path, text, language)
                 logger.info(f"ForcedAligner produced {len(words)} word timestamps")
             except Exception as e:
-                logger.warning(f"ForcedAligner failed, returning without timestamps: {e}")
+                logger.warning(
+                    f"ForcedAligner failed, returning without timestamps: {e}"
+                )
 
         return TranscriptionResult(
             text=text,
@@ -320,7 +328,9 @@ async def transcribe(
             language=language or None,
         )
 
-    async def _run_aligner(self, audio_file_path: str, text: str, language: str) -> list[Word]:
+    async def _run_aligner(
+        self, audio_file_path: str, text: str, language: str
+    ) -> list[Word]:
         """Run ForcedAligner in a thread executor (it's sync/blocking).
 
         Returns list of Word objects with start/end timestamps.
@@ -339,6 +349,8 @@ async def _run_aligner(self, audio_file_path: str, text: str, language: str) ->
             # align() returns List[ForcedAlignResult], each has .items: List[ForcedAlignItem]
             for result in align_results:
                 for item in result.items:
-                    words.append(Word(word=item.text, start=item.start_time, end=item.end_time))
+                    words.append(
+                        Word(word=item.text, start=item.start_time, end=item.end_time)
+                    )
 
         return words
diff --git a/extras/asr-services/providers/transformers/service.py b/extras/asr-services/providers/transformers/service.py
index be40450d..b553e5c3 100644
--- a/extras/asr-services/providers/transformers/service.py
+++ b/extras/asr-services/providers/transformers/service.py
@@ -70,7 +70,9 @@ async def warmup(self) -> None:
             try:
                 await loop.run_in_executor(
                     None,
-                    lambda: self.transcriber.transcribe(tmp_path, return_timestamps=False),
+                    lambda: self.transcriber.transcribe(
+                        tmp_path, return_timestamps=False
+                    ),
                 )
             finally:
                 os.unlink(tmp_path)
diff --git a/extras/asr-services/providers/transformers/transcriber.py b/extras/asr-services/providers/transformers/transcriber.py
index 78656b40..cc4f1cbe 100644
--- a/extras/asr-services/providers/transformers/transcriber.py
+++ b/extras/asr-services/providers/transformers/transcriber.py
@@ -10,7 +10,6 @@
 from typing import Optional
 
 import torch
-
 from common.response_models import Segment, TranscriptionResult, Word
 
 logger = logging.getLogger(__name__)
@@ -38,8 +37,12 @@ def __init__(self, model_id: Optional[str] = None):
             model_id: Model identifier. If None, reads from ASR_MODEL env var.
         """
         self.model_id = model_id or os.getenv("ASR_MODEL", "openai/whisper-large-v3")
-        self.use_flash_attn = os.getenv("USE_FLASH_ATTENTION", "false").lower() == "true"
-        self.device = os.getenv("DEVICE", "cuda" if torch.cuda.is_available() else "cpu")
+        self.use_flash_attn = (
+            os.getenv("USE_FLASH_ATTENTION", "false").lower() == "true"
+        )
+        self.device = os.getenv(
+            "DEVICE", "cuda" if torch.cuda.is_available() else "cpu"
+        )
         self.torch_dtype_str = os.getenv("TORCH_DTYPE", "float16")
 
         # Determine torch dtype
@@ -172,7 +175,9 @@ def transcribe(
                 )
             )
 
-        logger.info(f"Transcription complete: {len(text)} chars, {len(all_words)} words")
+        logger.info(
+            f"Transcription complete: {len(text)} chars, {len(all_words)} words"
+        )
 
         return TranscriptionResult(
             text=text,
diff --git a/extras/asr-services/providers/vibevoice/service.py b/extras/asr-services/providers/vibevoice/service.py
index 085af599..5779ef86 100644
--- a/extras/asr-services/providers/vibevoice/service.py
+++ b/extras/asr-services/providers/vibevoice/service.py
@@ -117,7 +117,8 @@ def transcribe_with_progress(self, audio_file_path: str, context_info=None):
         if self.transcriber is None:
             raise RuntimeError("Service not initialized")
         yield from self.transcriber._transcribe_batched_with_progress(
-            audio_file_path, hotwords=context_info,
+            audio_file_path,
+            hotwords=context_info,
         )
 
 
@@ -149,12 +150,16 @@ def _run_lora_training(
 
         finetune_script = vibevoice_dir / "finetuning-asr" / "lora_finetune.py"
         if not finetune_script.exists():
-            raise FileNotFoundError(f"VibeVoice LoRA fine-tuning script not found at {finetune_script}")
+            raise FileNotFoundError(
+                f"VibeVoice LoRA fine-tuning script not found at {finetune_script}"
+            )
 
         # Use importlib to load the script as a module
         import importlib.util
 
-        spec = importlib.util.spec_from_file_location("lora_finetune", str(finetune_script))
+        spec = importlib.util.spec_from_file_location(
+            "lora_finetune", str(finetune_script)
+        )
         lora_module = importlib.util.module_from_spec(spec)
         spec.loader.exec_module(lora_module)
 
@@ -172,12 +177,16 @@ def _run_lora_training(
         _finetune_state["status"] = "completed"
         _finetune_state["progress"] = "done"
         _finetune_state["last_completed_job_id"] = job_id
-        logger.info(f"LoRA fine-tuning completed: job_id={job_id}, adapter at {adapter_output_dir}")
+        logger.info(
+            f"LoRA fine-tuning completed: job_id={job_id}, adapter at {adapter_output_dir}"
+        )
 
     except Exception as e:
         _finetune_state["status"] = "failed"
         _finetune_state["error"] = str(e)
-        logger.error(f"LoRA fine-tuning failed: job_id={job_id}, error={e}", exc_info=True)
+        logger.error(
+            f"LoRA fine-tuning failed: job_id={job_id}, error={e}", exc_info=True
+        )
 
 
 def add_finetune_routes(app, service: VibeVoiceService) -> None:
@@ -228,12 +237,14 @@ async def start_finetune(
         adapter_output_dir = str(adapter_base_dir / "latest")
 
         # Update state and launch training in background thread
-        _finetune_state.update({
-            "status": "training",
-            "job_id": job_id,
-            "progress": "queued",
-            "error": None,
-        })
+        _finetune_state.update(
+            {
+                "status": "training",
+                "job_id": job_id,
+                "progress": "queued",
+                "error": None,
+            }
+        )
 
         loop = asyncio.get_event_loop()
         loop.run_in_executor(
@@ -247,11 +258,13 @@ async def start_finetune(
             job_id,
         )
 
-        return JSONResponse(content={
-            "job_id": job_id,
-            "status": "training_started",
-            "adapter_output_dir": adapter_output_dir,
-        })
+        return JSONResponse(
+            content={
+                "job_id": job_id,
+                "status": "training_started",
+                "adapter_output_dir": adapter_output_dir,
+            }
+        )
 
     @app.get("/fine-tune/status")
     async def finetune_status():
@@ -279,10 +292,12 @@ async def reload_adapter(adapter_path: Optional[str] = Form(None)):
                 service.transcriber.load_lora_adapter,
                 path,
             )
-            return JSONResponse(content={
-                "status": "adapter_loaded",
-                "adapter_path": path,
-            })
+            return JSONResponse(
+                content={
+                    "status": "adapter_loaded",
+                    "adapter_path": path,
+                }
+            )
         except Exception as e:
             logger.error(f"Failed to reload adapter: {e}", exc_info=True)
             raise HTTPException(status_code=500, detail=f"Failed to load adapter: {e}")
diff --git a/extras/asr-services/providers/vibevoice/transcriber.py b/extras/asr-services/providers/vibevoice/transcriber.py
index 55947d31..2cd53bc0 100644
--- a/extras/asr-services/providers/vibevoice/transcriber.py
+++ b/extras/asr-services/providers/vibevoice/transcriber.py
@@ -37,13 +37,13 @@
 
 import torch
 from common.audio_utils import STANDARD_SAMPLE_RATE, load_audio_file
-from omegaconf import OmegaConf
 from common.batching import (
     extract_context_tail,
     split_audio_file,
     stitch_transcription_results,
 )
 from common.response_models import Segment, Speaker, TranscriptionResult
+from omegaconf import OmegaConf
 
 logger = logging.getLogger(__name__)
 
@@ -103,7 +103,9 @@ def __init__(self, model_id: Optional[str] = None):
         self.model_id = model_id or os.getenv("ASR_MODEL", "microsoft/VibeVoice-ASR")
         self.llm_model = os.getenv("VIBEVOICE_LLM_MODEL", "Qwen/Qwen2.5-7B")
         self.attn_impl = os.getenv("VIBEVOICE_ATTN_IMPL", "sdpa")
-        self.device = os.getenv("DEVICE", "cuda" if torch.cuda.is_available() else "cpu")
+        self.device = os.getenv(
+            "DEVICE", "cuda" if torch.cuda.is_available() else "cpu"
+        )
         self.max_new_tokens = int(os.getenv("MAX_NEW_TOKENS", "8192"))
 
         # Quantization config: "4bit", "8bit", or "" (none)
@@ -121,19 +123,21 @@ def __init__(self, model_id: Optional[str] = None):
         # Batching config: config.yml > env vars > hardcoded defaults
         config = load_vibevoice_config()
         self.batch_threshold = float(
-            os.getenv("BATCH_THRESHOLD_SECONDS") or config.get("batch_threshold_seconds", 300)
+            os.getenv("BATCH_THRESHOLD_SECONDS")
+            or config.get("batch_threshold_seconds", 300)
         )
         self.batch_duration = float(
-            os.getenv("BATCH_DURATION_SECONDS") or config.get("batch_duration_seconds", 240)
+            os.getenv("BATCH_DURATION_SECONDS")
+            or config.get("batch_duration_seconds", 240)
         )
         self.batch_overlap = float(
-            os.getenv("BATCH_OVERLAP_SECONDS") or config.get("batch_overlap_seconds", 30)
+            os.getenv("BATCH_OVERLAP_SECONDS")
+            or config.get("batch_overlap_seconds", 30)
         )
 
         # LoRA adapter path (auto-loaded after base model if set)
         self.lora_adapter_path = os.getenv("LORA_ADAPTER_PATH") or None
 
-
         # Model components (initialized in load_model)
         self.model = None
         self.processor = None
@@ -204,7 +208,9 @@ def _build_quantization_config(self):
             logger.info("Using 8-bit quantization (bitsandbytes)")
             return BitsAndBytesConfig(load_in_8bit=True)
         else:
-            logger.warning(f"Unknown quantization '{self.quantization}', loading without quantization")
+            logger.warning(
+                f"Unknown quantization '{self.quantization}', loading without quantization"
+            )
             return None
 
     def load_model(self) -> None:
@@ -304,7 +310,6 @@ def load_lora_adapter(self, adapter_path: str) -> None:
         self._has_lora = True
         logger.info("LoRA adapter loaded successfully")
 
-
     def transcribe(
         self,
         audio_file_path: str,
@@ -330,7 +335,9 @@ def transcribe(
 
         # Check duration to decide whether to batch
 
-        audio_array, sr = load_audio_file(audio_file_path, target_rate=STANDARD_SAMPLE_RATE)
+        audio_array, sr = load_audio_file(
+            audio_file_path, target_rate=STANDARD_SAMPLE_RATE
+        )
         duration = len(audio_array) / sr
 
         if duration > self.batch_threshold:
@@ -346,7 +353,10 @@ def transcribe(
             return self._transcribe_single(audio_file_path, context_info=context_info)
 
     def _transcribe_single(
-        self, audio_file_path: str, context: Optional[str] = None, context_info: Optional[str] = None
+        self,
+        audio_file_path: str,
+        context: Optional[str] = None,
+        context_info: Optional[str] = None,
     ) -> TranscriptionResult:
         """
         Transcribe a single audio file (or batch window).
@@ -363,7 +373,9 @@ def _transcribe_single(
         """
         logger.info(f"Transcribing: {audio_file_path}")
         if context:
-            logger.info(f"With batch context ({len(context)} chars): ...{context[-80:]}")
+            logger.info(
+                f"With batch context ({len(context)} chars): ...{context[-80:]}"
+            )
         if context_info:
             logger.info(f"With hot words context: {context_info[:120]}")
 
@@ -417,7 +429,9 @@ def _transcribe_single(
         generated_ids = output_ids[0, input_length:]
 
         # Remove eos tokens
-        eos_positions = (generated_ids == self.processor.tokenizer.eos_token_id).nonzero(as_tuple=True)[0]
+        eos_positions = (
+            generated_ids == self.processor.tokenizer.eos_token_id
+        ).nonzero(as_tuple=True)[0]
         if len(eos_positions) > 0:
             generated_ids = generated_ids[: eos_positions[0] + 1]
 
@@ -483,7 +497,9 @@ def _transcribe_batched(
             finally:
                 os.unlink(temp_path)
 
-        return stitch_transcription_results(batch_results, overlap_seconds=self.batch_overlap)
+        return stitch_transcription_results(
+            batch_results, overlap_seconds=self.batch_overlap
+        )
 
     def _transcribe_batched_with_progress(
         self,
@@ -527,7 +543,9 @@ def _transcribe_batched_with_progress(
 
             yield {"type": "progress", "current": i + 1, "total": len(windows)}
 
-        final = stitch_transcription_results(batch_results, overlap_seconds=self.batch_overlap)
+        final = stitch_transcription_results(
+            batch_results, overlap_seconds=self.batch_overlap
+        )
         yield {"type": "result", **final.to_dict()}
 
     def supports_batch_progress(self, audio_duration: float) -> bool:
@@ -555,13 +573,17 @@ def _parse_vibevoice_output(self, raw_output: str) -> dict:
         # Extract JSON array from assistant response
         # Strategy: Find the outermost [ ] that contains valid JSON
         # Look for array starting with [{ which indicates segment objects
-        json_match = re.search(r'\[\s*\{.*\}\s*\]', raw_output, re.DOTALL)
+        json_match = re.search(r"\[\s*\{.*\}\s*\]", raw_output, re.DOTALL)
 
         if not json_match:
-            logger.warning("Could not find JSON array in output, returning raw text only")
-            logger.warning(f"Output does not match pattern [{{...}}], checking for other formats...")
+            logger.warning(
+                "Could not find JSON array in output, returning raw text only"
+            )
+            logger.warning(
+                f"Output does not match pattern [{{...}}], checking for other formats..."
+            )
             # Try alternate pattern: just find any array
-            json_match = re.search(r'\[.*\]', raw_output, re.DOTALL)
+            json_match = re.search(r"\[.*\]", raw_output, re.DOTALL)
 
         if not json_match:
             logger.warning("No JSON array found in output")
@@ -574,12 +596,14 @@ def _parse_vibevoice_output(self, raw_output: str) -> dict:
             # Convert to our expected format
             segments = []
             for seg in segments_raw:
-                segments.append({
-                    "text": seg.get("Content", ""),
-                    "start": float(seg.get("Start", 0.0)),
-                    "end": float(seg.get("End", 0.0)),
-                    "speaker": seg.get("Speaker", 0),
-                })
+                segments.append(
+                    {
+                        "text": seg.get("Content", ""),
+                        "start": float(seg.get("Start", 0.0)),
+                        "end": float(seg.get("End", 0.0)),
+                        "speaker": seg.get("Speaker", 0),
+                    }
+                )
 
             return {"raw_text": raw_output, "segments": segments}
 
@@ -644,7 +668,11 @@ def _map_to_result(self, processed: dict, raw_output: str) -> TranscriptionResul
         ]
 
         # Use raw text if no segments parsed
-        full_text = " ".join(text_parts) if text_parts else processed.get("raw_text", raw_output)
+        full_text = (
+            " ".join(text_parts)
+            if text_parts
+            else processed.get("raw_text", raw_output)
+        )
 
         # Calculate total duration
         duration = None
diff --git a/extras/asr-services/scripts/convert_to_ct2.py b/extras/asr-services/scripts/convert_to_ct2.py
index 750c175e..003b01d6 100644
--- a/extras/asr-services/scripts/convert_to_ct2.py
+++ b/extras/asr-services/scripts/convert_to_ct2.py
@@ -48,10 +48,15 @@ def convert_model(
     # Build conversion command
     cmd = [
         "ct2-transformers-converter",
-        "--model", hf_model,
-        "--output_dir", str(output_path),
-        "--quantization", quantization,
-        "--copy_files", "tokenizer.json", "preprocessor_config.json",
+        "--model",
+        hf_model,
+        "--output_dir",
+        str(output_path),
+        "--quantization",
+        quantization,
+        "--copy_files",
+        "tokenizer.json",
+        "preprocessor_config.json",
     ]
 
     if force:
diff --git a/extras/asr-services/tests/test_batching.py b/extras/asr-services/tests/test_batching.py
index e9962f6e..faa57c1d 100644
--- a/extras/asr-services/tests/test_batching.py
+++ b/extras/asr-services/tests/test_batching.py
@@ -34,7 +34,6 @@
 )
 from common.response_models import Segment, Speaker, TranscriptionResult, Word
 
-
 # ---------------------------------------------------------------------------
 # Unit tests for stitching logic (no GPU)
 # ---------------------------------------------------------------------------
@@ -46,9 +45,7 @@ def _make_result(segments, words=None, text=None):
         Segment(text=s[0], start=s[1], end=s[2], speaker=s[3] if len(s) > 3 else None)
         for s in segments
     ]
-    word_objs = [
-        Word(word=w[0], start=w[1], end=w[2]) for w in (words or [])
-    ]
+    word_objs = [Word(word=w[0], start=w[1], end=w[2]) for w in (words or [])]
     return TranscriptionResult(
         text=text or " ".join(s.text for s in seg_objs),
         words=word_objs,
@@ -93,20 +90,28 @@ class TestStitchWithOverlap:
 
     def test_overlap_deduplication(self):
         # Batch 1: [0-70s] with segments throughout
-        r1 = _make_result([
-            ("seg A", 0.0, 20.0),
-            ("seg B", 20.0, 40.0),
-            ("seg C", 40.0, 60.0),   # overlap region: 50-70
-            ("seg D", 60.0, 70.0),   # midpoint=65, overlap midpoint=50+10/2=55 -> 65 >= 55? yes for batch 1 cutoff
-        ])
+        r1 = _make_result(
+            [
+                ("seg A", 0.0, 20.0),
+                ("seg B", 20.0, 40.0),
+                ("seg C", 40.0, 60.0),  # overlap region: 50-70
+                (
+                    "seg D",
+                    60.0,
+                    70.0,
+                ),  # midpoint=65, overlap midpoint=50+10/2=55 -> 65 >= 55? yes for batch 1 cutoff
+            ]
+        )
 
         # Batch 2: [50-120s] with segments throughout
-        r2 = _make_result([
-            ("seg C'", 0.0, 10.0),   # absolute: 50-60, midpoint=55 >= cutoff
-            ("seg D'", 10.0, 20.0),  # absolute: 60-70, midpoint=65 >= cutoff
-            ("seg E", 20.0, 40.0),   # absolute: 70-90
-            ("seg F", 40.0, 70.0),   # absolute: 90-120
-        ])
+        r2 = _make_result(
+            [
+                ("seg C'", 0.0, 10.0),  # absolute: 50-60, midpoint=55 >= cutoff
+                ("seg D'", 10.0, 20.0),  # absolute: 60-70, midpoint=65 >= cutoff
+                ("seg E", 20.0, 40.0),  # absolute: 70-90
+                ("seg F", 40.0, 70.0),  # absolute: 90-120
+            ]
+        )
 
         stitched = stitch_transcription_results(
             [(r1, 0.0, 70.0), (r2, 50.0, 120.0)],
@@ -159,10 +164,12 @@ def test_empty_result(self):
         assert tail == ""
 
     def test_multiple_segments(self):
-        result = _make_result([
-            ("first segment", 0.0, 5.0),
-            ("second segment", 5.0, 10.0),
-        ])
+        result = _make_result(
+            [
+                ("first segment", 0.0, 5.0),
+                ("second segment", 5.0, 10.0),
+            ]
+        )
         tail = extract_context_tail(result, max_chars=20)
         assert "second segment" in tail
 
@@ -291,7 +298,9 @@ class TestBatchedTranscriptionQuality:
 
     _DEFAULT_AUDIO = (
         Path(__file__).resolve().parent.parent.parent.parent
-        / "tests" / "test_assets" / "DIY_Experts_Glass_Blowing_16khz_mono_4min.wav"
+        / "tests"
+        / "test_assets"
+        / "DIY_Experts_Glass_Blowing_16khz_mono_4min.wav"
     )
     TEST_AUDIO = os.getenv("TEST_AUDIO_FILE") or str(_DEFAULT_AUDIO)
 
@@ -321,9 +330,7 @@ def test_batched_matches_direct(self, transcriber, direct_result):
         reference_text = " ".join(s.text for s in reference_segments)
 
         # Batched: use small windows (60s batch, 15s overlap) to force multiple batches
-        windows = split_audio_file(
-            self.TEST_AUDIO, batch_duration=60, overlap=15
-        )
+        windows = split_audio_file(self.TEST_AUDIO, batch_duration=60, overlap=15)
         batch_results = []
         prev_context = None
         for temp_path, start, end in windows:
@@ -341,11 +348,13 @@ def test_batched_matches_direct(self, transcriber, direct_result):
         stitched_text = " ".join(s.text for s in stitched_first_2min)
 
         # Compare
-        similarity = difflib.SequenceMatcher(None, reference_text, stitched_text).ratio()
+        similarity = difflib.SequenceMatcher(
+            None, reference_text, stitched_text
+        ).ratio()
 
-        assert len(stitched_first_2min) >= len(reference_segments) - 2, (
-            f"Batched has too few segments: {len(stitched_first_2min)} vs {len(reference_segments)}"
-        )
+        assert (
+            len(stitched_first_2min) >= len(reference_segments) - 2
+        ), f"Batched has too few segments: {len(stitched_first_2min)} vs {len(reference_segments)}"
         assert similarity > 0.7, f"Text similarity too low: {similarity:.2f}"
 
         # Verify no timestamp gaps > 5s in stitched output
@@ -355,9 +364,7 @@ def test_batched_matches_direct(self, transcriber, direct_result):
 
     def test_batched_covers_full_duration(self, transcriber):
         """Batched transcription should cover the full audio duration."""
-        windows = split_audio_file(
-            self.TEST_AUDIO, batch_duration=60, overlap=15
-        )
+        windows = split_audio_file(self.TEST_AUDIO, batch_duration=60, overlap=15)
         batch_results = []
         prev_context = None
         for temp_path, start, end in windows:
@@ -372,6 +379,6 @@ def test_batched_covers_full_duration(self, transcriber):
 
         # Should cover most of the ~4 minute audio
         assert stitched.duration is not None
-        assert stitched.duration > 200.0, (
-            f"Stitched duration {stitched.duration:.1f}s seems too short for ~4min audio"
-        )
+        assert (
+            stitched.duration > 200.0
+        ), f"Stitched duration {stitched.duration:.1f}s seems too short for ~4min audio"
diff --git a/extras/friend-lite-sdk/friend_lite/bluetooth.py b/extras/friend-lite-sdk/friend_lite/bluetooth.py
index 20f8d374..30ce69b3 100644
--- a/extras/friend-lite-sdk/friend_lite/bluetooth.py
+++ b/extras/friend-lite-sdk/friend_lite/bluetooth.py
@@ -80,6 +80,7 @@ async def subscribe_battery(self, callback: Callable[[int], None]) -> None:
         *callback* receives a single int (0-100) each time the device
         reports an updated level.
         """
+
         def _on_notify(_sender: int, data: bytearray) -> None:
             if data:
                 callback(data[0])
@@ -91,7 +92,9 @@ def _on_notify(_sender: int, data: bytearray) -> None:
     async def subscribe_audio(self, callback: Callable[[int, bytearray], None]) -> None:
         await self.subscribe(OMI_AUDIO_CHAR_UUID, callback)
 
-    async def subscribe(self, uuid: str, callback: Callable[[int, bytearray], None]) -> None:
+    async def subscribe(
+        self, uuid: str, callback: Callable[[int, bytearray], None]
+    ) -> None:
         if self._client is None:
             raise RuntimeError("Not connected to device")
         await self._client.start_notify(uuid, callback)
@@ -106,7 +109,9 @@ async def wait_until_disconnected(self, timeout: float | None = None) -> None:
 class OmiConnection(WearableConnection):
     """OMI device with button and WiFi sync support."""
 
-    async def subscribe_button(self, callback: Callable[[int, bytearray], None]) -> None:
+    async def subscribe_button(
+        self, callback: Callable[[int, bytearray], None]
+    ) -> None:
         await self.subscribe(OMI_BUTTON_CHAR_UUID, callback)
 
     # -- Haptic ------------------------------------------------------------
@@ -120,7 +125,9 @@ async def play_haptic(self, pattern: int = 1) -> None:
             raise RuntimeError("Not connected to device")
         if pattern not in (1, 2, 3):
             raise ValueError("pattern must be 1 (100ms), 2 (300ms), or 3 (500ms)")
-        await self._client.write_gatt_char(HAPTIC_CHAR_UUID, bytes([pattern]), response=True)
+        await self._client.write_gatt_char(
+            HAPTIC_CHAR_UUID, bytes([pattern]), response=True
+        )
 
     async def is_haptic_supported(self) -> bool:
         """Check whether the device has a haptic motor."""
@@ -161,7 +168,9 @@ def _on_notify(_sender: int, data: bytearray) -> None:
 
         await self._client.start_notify(STORAGE_WIFI_CHAR_UUID, _on_notify)
         try:
-            await self._client.write_gatt_char(STORAGE_WIFI_CHAR_UUID, payload, response=True)
+            await self._client.write_gatt_char(
+                STORAGE_WIFI_CHAR_UUID, payload, response=True
+            )
             await asyncio.wait_for(response_event.wait(), timeout=timeout)
         finally:
             await self._client.stop_notify(STORAGE_WIFI_CHAR_UUID)
@@ -172,7 +181,12 @@ async def setup_wifi(self, ssid: str, password: str) -> int:
         """Send WiFi AP credentials to device. Returns response code (0=success)."""
         ssid_bytes = ssid.encode("utf-8")
         pwd_bytes = password.encode("utf-8")
-        payload = bytes([0x01, len(ssid_bytes)]) + ssid_bytes + bytes([len(pwd_bytes)]) + pwd_bytes
+        payload = (
+            bytes([0x01, len(ssid_bytes)])
+            + ssid_bytes
+            + bytes([len(pwd_bytes)])
+            + pwd_bytes
+        )
         return await self._wifi_command(payload)
 
     async def start_wifi(self) -> int:
@@ -204,9 +218,13 @@ async def start_storage_read(self, file_num: int = 0, offset: int = 0) -> None:
         if self._client is None:
             raise RuntimeError("Not connected to device")
         payload = bytes([0x00, file_num]) + offset.to_bytes(4, byteorder="big")
-        await self._client.write_gatt_char(STORAGE_DATA_STREAM_CHAR_UUID, payload, response=True)
+        await self._client.write_gatt_char(
+            STORAGE_DATA_STREAM_CHAR_UUID, payload, response=True
+        )
 
-    async def subscribe_storage_data(self, callback: Callable[[int, bytearray], None]) -> None:
+    async def subscribe_storage_data(
+        self, callback: Callable[[int, bytearray], None]
+    ) -> None:
         """Subscribe to storage data stream notifications (for BLE storage reads)."""
         if self._client is None:
             raise RuntimeError("Not connected to device")
diff --git a/extras/friend-lite-sdk/friend_lite/decoder.py b/extras/friend-lite-sdk/friend_lite/decoder.py
index 75a109f7..5067e803 100644
--- a/extras/friend-lite-sdk/friend_lite/decoder.py
+++ b/extras/friend-lite-sdk/friend_lite/decoder.py
@@ -7,7 +7,7 @@ def __init__(self):
 
     def decode_packet(self, data: bytes, strip_header: bool = True):
         if len(data) <= 3:
-            return b''
+            return b""
 
         # Remove 3-byte header
         if strip_header:
@@ -21,4 +21,4 @@ def decode_packet(self, data: bytes, strip_header: bool = True):
             return pcm
         except Exception as e:
             print("Opus decode error:", e)
-            return b''
+            return b""
diff --git a/extras/friend-lite-sdk/friend_lite/discover_characteristics.py b/extras/friend-lite-sdk/friend_lite/discover_characteristics.py
index 7a77785f..eb679c48 100644
--- a/extras/friend-lite-sdk/friend_lite/discover_characteristics.py
+++ b/extras/friend-lite-sdk/friend_lite/discover_characteristics.py
@@ -1,8 +1,10 @@
 import asyncio
+
 from bleak import BleakClient
 
 OMI_MAC = "7F52EC55-50C9-D1B9-E8D7-19B83217C97D"  # Replace with your actual MAC
 
+
 async def main():
     async with BleakClient(OMI_MAC) as client:
         services = client.services
@@ -16,4 +18,5 @@ async def main():
                 if "notify" in char.properties:
                     print("    ✅ Notifiable (can stream data)")
 
+
 asyncio.run(main())
diff --git a/extras/friend-lite-sdk/friend_lite/transcribe.py b/extras/friend-lite-sdk/friend_lite/transcribe.py
index 9d896010..949ecd94 100644
--- a/extras/friend-lite-sdk/friend_lite/transcribe.py
+++ b/extras/friend-lite-sdk/friend_lite/transcribe.py
@@ -26,18 +26,19 @@
 SAMPLE_RATE = 16000
 SAMPLE_WIDTH = 2  # Bytes per sample (16-bit)
 CHANNELS = 1
-WINDOW_SECONDS = 10 # Send stop/start every 10 seconds
-READ_TIMEOUT_SECONDS = 15.0 # Timeout for waiting for transcript after AudioStop # Edited value
+WINDOW_SECONDS = 10  # Send stop/start every 10 seconds
+READ_TIMEOUT_SECONDS = (
+    15.0  # Timeout for waiting for transcript after AudioStop # Edited value
+)
+
 
 async def transcribe(audio_queue: Queue, api_key: str):
     url = "wss://api.deepgram.com/v1/listen?punctuate=true&model=nova&language=en-US&encoding=linear16&sample_rate=16000&channels=1"
-    headers = {
-        "Authorization": f"Token {api_key}"
-    }
+    headers = {"Authorization": f"Token {api_key}"}
 
     while True:
         try:
-            async with websockets.connect(url, extra_headers=headers) as ws: # type: ignore
+            async with websockets.connect(url, extra_headers=headers) as ws:  # type: ignore
                 print("Connected to Deepgram WebSocket")
 
                 async def send_audio():
@@ -59,15 +60,20 @@ async def receive_transcripts():
                                     continue
 
                                 # Extract transcript from the response
-                                if "channel" in response and "alternatives" in response["channel"]:
-                                    transcript = response["channel"]["alternatives"][0].get("transcript", "")
+                                if (
+                                    "channel" in response
+                                    and "alternatives" in response["channel"]
+                                ):
+                                    transcript = response["channel"]["alternatives"][
+                                        0
+                                    ].get("transcript", "")
                                     if transcript and transcript.strip():
                                         print("\nTranscript:", transcript.strip())
                             except json.JSONDecodeError as e:
                                 print(f"Error decoding response: {e}")
                             except Exception as e:
                                 print(f"Error processing transcript: {e}")
-                    except websockets.exceptions.ConnectionClosed: # type: ignore
+                    except websockets.exceptions.ConnectionClosed:  # type: ignore
                         print("Connection to Deepgram closed")
                     except Exception as e:
                         print(f"Error in receive_transcripts: {e}")
@@ -82,15 +88,16 @@ async def receive_transcripts():
             print("Retrying connection in 5 seconds...")
             await asyncio.sleep(5)
 
+
 async def transcribe_wyoming(audio_queue: Queue, wyoming_url: str):
     """
     Connects to a Wyoming server, sends audio from a queue, handles transcripts per segment.
     Connects and disconnects for each audio segment (window).
     """
-    while True: # Loop for handling audio segments (and potential queue termination)
+    while True:  # Loop for handling audio segments (and potential queue termination)
         client = None
         segment_has_audio = False
-        chunk = None # Initialize chunk to handle potential early exit
+        chunk = None  # Initialize chunk to handle potential early exit
 
         try:
             # 1. Connect to the server
@@ -101,18 +108,24 @@ async def transcribe_wyoming(audio_queue: Queue, wyoming_url: str):
             # 2. Tell the server what we intend to do
             logger.debug("Wyoming: Sending Transcribe intent...")
             await client.write_event(
-                Transcribe(name="large-v3", language="en").event()   # or name="large-v3"
+                Transcribe(name="large-v3", language="en").event()  # or name="large-v3"
             )
             logger.debug("Wyoming: Transcribe intent sent.")
 
             # 3. Start Audio Segment
             logger.debug("Wyoming: Sending AudioStart for new segment...")
-            await client.write_event(AudioStart(rate=SAMPLE_RATE, width=SAMPLE_WIDTH, channels=CHANNELS).event())
+            await client.write_event(
+                AudioStart(
+                    rate=SAMPLE_RATE, width=SAMPLE_WIDTH, channels=CHANNELS
+                ).event()
+            )
             logger.debug("Wyoming: AudioStart sent.")
             last_start_time = time.monotonic()
 
             # 4. Send Audio Chunks for WINDOW_SECONDS
-            logger.debug(f"Wyoming: Sending audio chunks for {WINDOW_SECONDS} seconds...")
+            logger.debug(
+                f"Wyoming: Sending audio chunks for {WINDOW_SECONDS} seconds..."
+            )
             while True:
                 current_time = time.monotonic()
                 time_elapsed = current_time - last_start_time
@@ -124,31 +137,46 @@ async def transcribe_wyoming(audio_queue: Queue, wyoming_url: str):
 
                 try:
                     # Calculate remaining time in window for timeout
-                    timeout = max(0.1, WINDOW_SECONDS - time_elapsed) # Use small minimum timeout
+                    timeout = max(
+                        0.1, WINDOW_SECONDS - time_elapsed
+                    )  # Use small minimum timeout
                     # Get chunk with timeout to prevent blocking indefinitely if queue is empty
                     chunk = await asyncio.wait_for(audio_queue.get(), timeout=timeout)
 
-                    if chunk is None: # Handle queue termination signal
-                        logger.info("Audio queue finished during chunk sending. Exiting.")
+                    if chunk is None:  # Handle queue termination signal
+                        logger.info(
+                            "Audio queue finished during chunk sending. Exiting."
+                        )
                         # No need to send AudioStop if queue ended before window completion
-                        return # Exit the entire function if queue is done
+                        return  # Exit the entire function if queue is done
 
                     # Send audio chunk
                     logger.debug(f"Wyoming: Sending AudioChunk ({len(chunk)} bytes)...")
-                    await client.write_event(AudioChunk(audio=chunk, rate=SAMPLE_RATE, width=SAMPLE_WIDTH, channels=CHANNELS).event())
-                    segment_has_audio = True # Mark that we sent audio in this segment
+                    await client.write_event(
+                        AudioChunk(
+                            audio=chunk,
+                            rate=SAMPLE_RATE,
+                            width=SAMPLE_WIDTH,
+                            channels=CHANNELS,
+                        ).event()
+                    )
+                    segment_has_audio = True  # Mark that we sent audio in this segment
                     logger.debug("Wyoming: AudioChunk sent.")
 
                 except asyncio.TimeoutError:
                     # Expected if no audio comes within the window's remaining time
-                    logger.debug("Timeout waiting for audio chunk, window likely finished.")
-                    break # Exit chunk sending loop
+                    logger.debug(
+                        "Timeout waiting for audio chunk, window likely finished."
+                    )
+                    break  # Exit chunk sending loop
                 except asyncio.CancelledError:
                     logger.info("Chunk sending task cancelled.")
-                    raise # Re-raise cancellation
+                    raise  # Re-raise cancellation
                 except Exception as e:
-                    logger.error(f"Error getting/sending audio chunk: {e}", exc_info=True)
-                    raise # Re-raise other exceptions to break segment processing
+                    logger.error(
+                        f"Error getting/sending audio chunk: {e}", exc_info=True
+                    )
+                    raise  # Re-raise other exceptions to break segment processing
 
             # 5. Stop Audio Segment (only if audio was sent in this window)
             if segment_has_audio:
@@ -157,71 +185,110 @@ async def transcribe_wyoming(audio_queue: Queue, wyoming_url: str):
                 logger.debug("Wyoming: AudioStop sent.")
 
                 # 6. Read Transcript for the Segment
-                logger.debug(f"Wyoming: Reading events for transcript (timeout={READ_TIMEOUT_SECONDS}s)...")
+                logger.debug(
+                    f"Wyoming: Reading events for transcript (timeout={READ_TIMEOUT_SECONDS}s)..."
+                )
                 try:
-                    while True: # Loop to read events until transcript or timeout/error
-                        event = await asyncio.wait_for(client.read_event(), timeout=READ_TIMEOUT_SECONDS)
+                    while True:  # Loop to read events until transcript or timeout/error
+                        event = await asyncio.wait_for(
+                            client.read_event(), timeout=READ_TIMEOUT_SECONDS
+                        )
 
                         if event is None:
-                            logger.warning("Wyoming connection closed by server unexpectedly while waiting for transcript.")
+                            logger.warning(
+                                "Wyoming connection closed by server unexpectedly while waiting for transcript."
+                            )
                             # Server might close connection after sending transcript/error, treat as end of segment read
                             break
 
-                        logger.debug(f"Wyoming: Received event raw: {event}") # DEBUG
-                        logger.debug(f"Wyoming: Received event type: {type(event)}") # DEBUG
-                        if hasattr(event, 'data'):
-                           logger.debug(f"Wyoming: Received event data: {event.data}") # DEBUG
+                        logger.debug(f"Wyoming: Received event raw: {event}")  # DEBUG
+                        logger.debug(
+                            f"Wyoming: Received event type: {type(event)}"
+                        )  # DEBUG
+                        if hasattr(event, "data"):
+                            logger.debug(
+                                f"Wyoming: Received event data: {event.data}"
+                            )  # DEBUG
 
                         # Check for transcription event
-                        if isinstance(event, Event) and event.type == 'transcript' and 'text' in event.data:
-                            transcript = event.data['text']
+                        if (
+                            isinstance(event, Event)
+                            and event.type == "transcript"
+                            and "text" in event.data
+                        ):
+                            transcript = event.data["text"]
                             if transcript and transcript.strip():
                                 logger.info(f"Transcript: {transcript.strip()}")
                             # Assume one transcript per segment, break after receiving it
-                            logger.debug("Breaking read loop after receiving transcript.")
+                            logger.debug(
+                                "Breaking read loop after receiving transcript."
+                            )
                             break
-                        elif isinstance(event, Event) and event.type == 'error':
+                        elif isinstance(event, Event) and event.type == "error":
                             logger.error(f"Wyoming server error event: {event.data}")
                             # Break on error, segment finished (with error)
                             break
                         else:
-                            logger.debug(f"Received non-transcript/non-error event: type={type(event)}")
+                            logger.debug(
+                                f"Received non-transcript/non-error event: type={type(event)}"
+                            )
                             # Continue reading other events until transcript/error or timeout
 
                 except asyncio.TimeoutError:
-                    logger.warning(f"Timeout waiting for transcript after {READ_TIMEOUT_SECONDS}s.")
+                    logger.warning(
+                        f"Timeout waiting for transcript after {READ_TIMEOUT_SECONDS}s."
+                    )
                     # Continue to the next segment even if no transcript was received
-                except (ConnectionClosedOK, ConnectionClosedError, ConnectionResetError) as close_err:
-                     logger.info(f"Wyoming connection closed gracefully/expectedly after sending audio: {close_err}")
-                     # This is expected if the server closes after sending the transcript/error
+                except (
+                    ConnectionClosedOK,
+                    ConnectionClosedError,
+                    ConnectionResetError,
+                ) as close_err:
+                    logger.info(
+                        f"Wyoming connection closed gracefully/expectedly after sending audio: {close_err}"
+                    )
+                    # This is expected if the server closes after sending the transcript/error
                 except asyncio.CancelledError:
-                     logger.info("Transcript reading task cancelled.")
-                     raise # Re-raise cancellation
+                    logger.info("Transcript reading task cancelled.")
+                    raise  # Re-raise cancellation
                 except Exception as e:
                     logger.error(f"Error reading transcript event: {e}", exc_info=True)
                     # Depending on the error, might want to raise or just log and continue
                     # For now, log and continue to the finally block/next segment
             else:
-                logger.info("Skipping AudioStop and transcript read as no audio was sent in this window.")
+                logger.info(
+                    "Skipping AudioStop and transcript read as no audio was sent in this window."
+                )
 
-        except (ConnectionRefusedError, ConnectionResetError, ConnectionError, WebSocketException) as conn_err:
-            logger.error(f"Wyoming connection/websocket error during segment: {conn_err}")
+        except (
+            ConnectionRefusedError,
+            ConnectionResetError,
+            ConnectionError,
+            WebSocketException,
+        ) as conn_err:
+            logger.error(
+                f"Wyoming connection/websocket error during segment: {conn_err}"
+            )
             # Connection error for a segment, wait before retrying the *next* segment
             await asyncio.sleep(5)
         except asyncio.CancelledError:
-             logger.info("Main transcription task cancelled during segment processing.")
-             break # Exit outer loop if cancelled
+            logger.info("Main transcription task cancelled during segment processing.")
+            break  # Exit outer loop if cancelled
         except Exception as e:
-            logger.error(f"Unexpected error during segment processing: {e}", exc_info=True)
+            logger.error(
+                f"Unexpected error during segment processing: {e}", exc_info=True
+            )
             # Log unexpected error and wait before next segment attempt
             await asyncio.sleep(5)
         finally:
-            if client: # Check if client was successfully created
-                logger.info("Attempting to disconnect from Wyoming server for this segment...")
-                with suppress(Exception): # Suppress errors during cleanup disconnect
+            if client:  # Check if client was successfully created
+                logger.info(
+                    "Attempting to disconnect from Wyoming server for this segment..."
+                )
+                with suppress(Exception):  # Suppress errors during cleanup disconnect
                     await client.disconnect()
                     logger.info("Disconnected from Wyoming server for this segment.")
-            client = None # Ensure client is reset for the next loop iteration
+            client = None  # Ensure client is reset for the next loop iteration
 
         # Check if the task was cancelled before potentially sleeping/looping
         task = asyncio.current_task()
@@ -231,5 +298,6 @@ async def transcribe_wyoming(audio_queue: Queue, wyoming_url: str):
 
     logger.info("Exiting transcribe_wyoming function.")
 
+
 # Ensure logging is configured if this module is run directly or imported early
 # logging.basicConfig(level=logging.DEBUG)
diff --git a/extras/havpe-relay/docker-compose.yml b/extras/havpe-relay/docker-compose.yml
index 055f6492..20516991 100644
--- a/extras/havpe-relay/docker-compose.yml
+++ b/extras/havpe-relay/docker-compose.yml
@@ -21,8 +21,8 @@ services:
       timeout: 10s
       retries: 3
       start_period: 10s
-    command: ["uv", "run", "python3", "main.py"] 
+    command: ["uv", "run", "python3", "main.py"]
     extra_hosts:
       - "host.docker.internal:host-gateway"
     volumes:
-      - ./audio_chunks:/app/audio_chunks
\ No newline at end of file
+      - ./audio_chunks:/app/audio_chunks
diff --git a/extras/havpe-relay/main.py b/extras/havpe-relay/main.py
index 36002be3..1534ebcd 100644
--- a/extras/havpe-relay/main.py
+++ b/extras/havpe-relay/main.py
@@ -6,20 +6,19 @@
 - Forwards audio to backend
 """
 
-import os
 import argparse
 import asyncio
 import logging
+import os
 import pathlib
-from typing import Optional
 import random
+from typing import Optional
 
-import numpy as np
 import httpx
-from wyoming.audio import AudioChunk
-
+import numpy as np
 from easy_audio_interfaces import RollingFileSink
-from easy_audio_interfaces.network.network_interfaces import TCPServer, SocketClient
+from easy_audio_interfaces.network.network_interfaces import SocketClient, TCPServer
+from wyoming.audio import AudioChunk
 from wyoming.client import AsyncClient
 
 DEFAULT_PORT = 8989
@@ -28,7 +27,7 @@
 SAMP_WIDTH = 2  # bytes (16-bit)
 RECONNECT_DELAY = 5  # seconds
 
-# Authentication configuration 
+# Authentication configuration
 # The below two are deliberately different so that someone who wants to skip auth with simple-backend can do so
 BACKEND_URL = "http://host.docker.internal:8000"  # Backend API URL
 BACKEND_WS_URL = "ws://host.docker.internal:8000"  # Backend WebSocket URL
@@ -40,16 +39,18 @@
 logger = logging.getLogger(__name__)
 
 
-async def exponential_backoff_sleep(attempt: int, base_delay: float = 1.0, max_delay: float = 30.0) -> None:
+async def exponential_backoff_sleep(
+    attempt: int, base_delay: float = 1.0, max_delay: float = 30.0
+) -> None:
     """
     Sleep with exponential backoff and jitter.
-    
+
     Args:
         attempt: Current attempt number (0-based)
         base_delay: Base delay in seconds
         max_delay: Maximum delay in seconds
     """
-    delay = min(base_delay * (2 ** attempt), max_delay)
+    delay = min(base_delay * (2**attempt), max_delay)
     # Add jitter to prevent thundering herd
     jitter = random.uniform(0.1, 0.3) * delay
     total_delay = delay + jitter
@@ -57,32 +58,34 @@ async def exponential_backoff_sleep(attempt: int, base_delay: float = 1.0, max_d
     await asyncio.sleep(total_delay)
 
 
-async def get_jwt_token(username: str, password: str, backend_url: str) -> Optional[str]:
+async def get_jwt_token(
+    username: str, password: str, backend_url: str
+) -> Optional[str]:
     """
     Get JWT token from backend using username and password.
-    
+
     Args:
         username: User email/username
         password: User password
         backend_url: Backend API URL
-        
+
     Returns:
         JWT token string or None if authentication failed
     """
     try:
         logger.info(f"🔐 Authenticating with backend as: {username}")
-        
+
         async with httpx.AsyncClient(timeout=10.0) as client:
             response = await client.post(
                 f"{backend_url}/auth/jwt/login",
-                data={'username': username, 'password': password},
-                headers={'Content-Type': 'application/x-www-form-urlencoded'}
+                data={"username": username, "password": password},
+                headers={"Content-Type": "application/x-www-form-urlencoded"},
             )
-        
+
         if response.status_code == 200:
             auth_data = response.json()
-            token = auth_data.get('access_token')
-            
+            token = auth_data.get("access_token")
+
             if token:
                 logger.info("✅ JWT authentication successful")
                 return token
@@ -93,12 +96,12 @@ async def get_jwt_token(username: str, password: str, backend_url: str) -> Optio
             error_msg = "Invalid credentials"
             try:
                 error_data = response.json()
-                error_msg = error_data.get('detail', error_msg)
+                error_msg = error_data.get("detail", error_msg)
             except:
                 pass
             logger.error(f"❌ Authentication failed: {error_msg}")
             return None
-            
+
     except httpx.TimeoutException:
         logger.error("❌ Authentication request timed out")
         return None
@@ -110,15 +113,17 @@ async def get_jwt_token(username: str, password: str, backend_url: str) -> Optio
         return None
 
 
-def create_authenticated_websocket_uri(base_ws_url: str, client_id: str, jwt_token: str) -> str:
+def create_authenticated_websocket_uri(
+    base_ws_url: str, client_id: str, jwt_token: str
+) -> str:
     """
     Create WebSocket URI with JWT authentication.
-    
+
     Args:
         base_ws_url: Base WebSocket URL (e.g., "ws://localhost:8000")
         client_id: Client ID for the connection (not used in URL anymore)
         jwt_token: JWT token for authentication
-        
+
     Returns:
         Authenticated WebSocket URI
     """
@@ -126,33 +131,34 @@ def create_authenticated_websocket_uri(base_ws_url: str, client_id: str, jwt_tok
 
 
 async def get_authenticated_socket_client(
-    backend_url: str, 
-    backend_ws_url: str, 
-    username: str, 
-    password: str
+    backend_url: str, backend_ws_url: str, username: str, password: str
 ) -> Optional[SocketClient]:
     """
     Create an authenticated WebSocket client for the backend.
-    
+
     Args:
         backend_url: Backend API URL for authentication
         backend_ws_url: Backend WebSocket URL
         username: Authentication username (email or user_id)
         password: Authentication password
-        
+
     Returns:
         Authenticated SocketClient or None if authentication failed
     """
     # Get JWT token
     jwt_token = await get_jwt_token(username, password, backend_url)
     if not jwt_token:
-        logger.error("Failed to get JWT token, cannot create authenticated WebSocket client")
+        logger.error(
+            "Failed to get JWT token, cannot create authenticated WebSocket client"
+        )
         return None
-    
+
     # Create authenticated WebSocket URI (client_id will be generated by backend)
     ws_uri = create_authenticated_websocket_uri(backend_ws_url, "", jwt_token)
-    logger.info(f"🔗 Creating WebSocket connection to: {backend_ws_url}/ws?codec=pcm&token={jwt_token[:20]}...&device_name={DEVICE_NAME}")
-    
+    logger.info(
+        f"🔗 Creating WebSocket connection to: {backend_ws_url}/ws?codec=pcm&token={jwt_token[:20]}...&device_name={DEVICE_NAME}"
+    )
+
     # Create socket client
     return SocketClient(uri=ws_uri)
 
@@ -241,7 +247,9 @@ async def ensure_socket_connection(socket_client: SocketClient) -> bool:
     max_retries = 3
     for attempt in range(max_retries):
         try:
-            logger.info(f"Attempting to connect to authenticated WebSocket (attempt {attempt + 1}/{max_retries})...")
+            logger.info(
+                f"Attempting to connect to authenticated WebSocket (attempt {attempt + 1}/{max_retries})..."
+            )
             await socket_client.open()
             logger.info("✅ Authenticated WebSocket connection established")
             return True
@@ -260,18 +268,18 @@ async def create_and_connect_socket_client() -> Optional[SocketClient]:
     if not AUTH_USERNAME:
         logger.error("❌ AUTH_USERNAME is required for authentication")
         return None
-    
+
     socket_client = await get_authenticated_socket_client(
         backend_url=BACKEND_URL,
         backend_ws_url=BACKEND_WS_URL,
         username=str(AUTH_USERNAME),
-        password=str(AUTH_PASSWORD)
+        password=str(AUTH_PASSWORD),
     )
-    
+
     if not socket_client:
         logger.error("❌ Failed to create authenticated socket client")
         return None
-    
+
     # Try to connect
     if await ensure_socket_connection(socket_client):
         return socket_client
@@ -280,10 +288,12 @@ async def create_and_connect_socket_client() -> Optional[SocketClient]:
         return None
 
 
-async def send_with_retry(socket_client: SocketClient, chunk: AudioChunk) -> tuple[bool, bool]:
+async def send_with_retry(
+    socket_client: SocketClient, chunk: AudioChunk
+) -> tuple[bool, bool]:
     """
     Send chunk with retry logic.
-    
+
     Returns:
         Tuple of (success, needs_reconnect)
         - success: True if chunk was sent successfully
@@ -296,34 +306,36 @@ async def send_with_retry(socket_client: SocketClient, chunk: AudioChunk) -> tup
             return True, False  # Success, no reconnect needed
         except Exception as e:
             error_str = str(e).lower()
-            
+
             # Check for authentication-related errors
-            if any(auth_err in error_str for auth_err in ['401', 'unauthorized', 'forbidden', 'authentication']):
+            if any(
+                auth_err in error_str
+                for auth_err in ["401", "unauthorized", "forbidden", "authentication"]
+            ):
                 logger.warning(f"❌ Authentication error detected: {e}")
                 return False, True  # Failed, needs new auth token
-            
+
             logger.warning(f"⚠️ Failed to send chunk (attempt {attempt + 1}): {e}")
             if attempt < max_retries - 1:
                 if await ensure_socket_connection(socket_client):
                     continue  # Try again with reconnected client
                 else:
-                    logger.warning("🔄 Connection failed, will need fresh authentication")
+                    logger.warning(
+                        "🔄 Connection failed, will need fresh authentication"
+                    )
                     return False, True  # Connection failed, try new auth
             else:
                 logger.error("❌ Failed to send chunk after all retries")
                 return False, True  # Failed after retries, try new auth
-    
-    return False, True
-
-
 
+    return False, True
 
 
 async def process_esp32_audio(
-    esp32_server: ESP32TCPServer, 
+    esp32_server: ESP32TCPServer,
     socket_client: Optional[SocketClient] = None,
     asr_client: Optional[AsyncClient] = None,
-    file_sink: Optional[RollingFileSink] = None
+    file_sink: Optional[RollingFileSink] = None,
 ):
     """Process audio chunks from ESP32 server, save to file sink and send to authenticated backend."""
     if (not socket_client) and (not asr_client):
@@ -331,24 +343,29 @@ async def process_esp32_audio(
 
     try:
         import time
+
         start_time = time.time()
         logger.info("🎵 Starting to process ESP32 audio with authentication...")
         chunk_count = 0
         failed_sends = 0
         auth_failures = 0
         successful_sends = 0
-        
+
         async for chunk in esp32_server:
             chunk_count += 1
-            
+
             # Health logging every 1000 chunks (~30 seconds at 16kHz)
             if chunk_count % 1000 == 0:
                 elapsed = time.time() - start_time
                 uptime_mins = elapsed / 60
-                success_rate = (successful_sends / chunk_count * 100) if chunk_count > 0 else 0
-                logger.info(f"💓 Health: {uptime_mins:.1f}min uptime, {chunk_count} chunks, "
-                          f"{success_rate:.1f}% success, {auth_failures} auth failures")
-            
+                success_rate = (
+                    (successful_sends / chunk_count * 100) if chunk_count > 0 else 0
+                )
+                logger.info(
+                    f"💓 Health: {uptime_mins:.1f}min uptime, {chunk_count} chunks, "
+                    f"{success_rate:.1f}% success, {auth_failures} auth failures"
+                )
+
             if chunk_count % 100 == 1:  # Log every 100th chunk to reduce spam
                 logger.debug(
                     f"📦 Processed {chunk_count} chunks from ESP32, current chunk size: {len(chunk.audio)} bytes"
@@ -364,43 +381,55 @@ async def process_esp32_audio(
             # Send to authenticated backend
             if socket_client:
                 success, needs_reconnect = await send_with_retry(socket_client, chunk)
-                
+
                 if success:
                     successful_sends += 1
                     failed_sends = 0
                     auth_failures = 0
                 elif needs_reconnect:
                     auth_failures += 1
-                    logger.warning(f"🔄 Need to re-authenticate (failure #{auth_failures})")
-                    
+                    logger.warning(
+                        f"🔄 Need to re-authenticate (failure #{auth_failures})"
+                    )
+
                     # Create new authenticated client
                     new_socket_client = await create_and_connect_socket_client()
                     if new_socket_client:
                         socket_client = new_socket_client
                         logger.info("✅ Successfully re-authenticated and reconnected")
                         auth_failures = 0
-                        
+
                         # Retry sending this chunk with new client
                         retry_success, _ = await send_with_retry(socket_client, chunk)
                         if retry_success:
                             successful_sends += 1
-                            logger.debug("✅ Chunk sent successfully after re-authentication")
+                            logger.debug(
+                                "✅ Chunk sent successfully after re-authentication"
+                            )
                         else:
-                            logger.warning("⚠️ Failed to send chunk even after re-authentication")
+                            logger.warning(
+                                "⚠️ Failed to send chunk even after re-authentication"
+                            )
                     else:
-                        logger.error("❌ Failed to re-authenticate, will retry on next chunk")
+                        logger.error(
+                            "❌ Failed to re-authenticate, will retry on next chunk"
+                        )
                         if auth_failures > 5:
-                            logger.error("❌ Too many authentication failures, stopping audio processor")
+                            logger.error(
+                                "❌ Too many authentication failures, stopping audio processor"
+                            )
                             break
                 else:
                     failed_sends += 1
                     if failed_sends > 20:
-                        logger.error("❌ Too many consecutive send failures, stopping audio processor")
+                        logger.error(
+                            "❌ Too many consecutive send failures, stopping audio processor"
+                        )
                         break
 
             # Send to ASR (if implemented)
             # await asr_client.write_event(chunk.event())
-            
+
     except asyncio.CancelledError:
         logger.info("🛑 ESP32 audio processor cancelled")
         raise
@@ -429,10 +458,12 @@ async def run_audio_processor(args, esp32_file_sink):
             logger.info(f"🌐 Backend WebSocket: {BACKEND_WS_URL}")
             logger.info(f"👤 Auth Username: {AUTH_USERNAME}")
             logger.info(f"🔧 Device: {DEVICE_NAME}")
-            
+
             socket_client = await create_and_connect_socket_client()
             if not socket_client:
-                logger.error("❌ Failed to create authenticated WebSocket client, retrying...")
+                logger.error(
+                    "❌ Failed to create authenticated WebSocket client, retrying..."
+                )
                 await exponential_backoff_sleep(retry_attempt)
                 retry_attempt += 1
                 continue
@@ -444,14 +475,16 @@ async def run_audio_processor(args, esp32_file_sink):
             # Start ESP32 server
             async with esp32_server:
                 logger.info(f"🎧 ESP32 server listening on {args.host}:{args.port}")
-                logger.info("🎵 Starting authenticated audio recording and processing...")
+                logger.info(
+                    "🎵 Starting authenticated audio recording and processing..."
+                )
 
                 # Start audio processing task
                 await process_esp32_audio(
                     esp32_server,
                     socket_client,
                     asr_client=None,
-                    file_sink=esp32_file_sink
+                    file_sink=esp32_file_sink,
                 )
                 logger.info("🏁 Audio processing session ended")
 
@@ -468,8 +501,10 @@ async def run_audio_processor(args, esp32_file_sink):
 async def main():
     # Override global constants with command line arguments
     global BACKEND_URL, BACKEND_WS_URL, AUTH_USERNAME, AUTH_PASSWORD
-    
-    parser = argparse.ArgumentParser(description="TCP WAV recorder with ESP32 I²S swap detection and backend authentication")
+
+    parser = argparse.ArgumentParser(
+        description="TCP WAV recorder with ESP32 I²S swap detection and backend authentication"
+    )
     parser.add_argument(
         "--port",
         type=int,
@@ -512,18 +547,24 @@ async def main():
         default=BACKEND_WS_URL,
         help=f"Backend WebSocket URL (default: {BACKEND_WS_URL})",
     )
-    parser.add_argument("-v", "--verbose", action="count", default=0, help="-v: INFO, -vv: DEBUG")
-    parser.add_argument("--debug-audio", action="store_true", help="Debug audio recording")
+    parser.add_argument(
+        "-v", "--verbose", action="count", default=0, help="-v: INFO, -vv: DEBUG"
+    )
+    parser.add_argument(
+        "--debug-audio", action="store_true", help="Debug audio recording"
+    )
     args = parser.parse_args()
-    
+
     BACKEND_URL = args.backend_url
     BACKEND_WS_URL = args.backend_ws_url
     AUTH_USERNAME = args.username
     AUTH_PASSWORD = args.password
 
     loglevel = logging.WARNING - (10 * min(args.verbose, 2))
-    logging.basicConfig(format="%(asctime)s  %(levelname)s  %(message)s", level=loglevel)
-    
+    logging.basicConfig(
+        format="%(asctime)s  %(levelname)s  %(message)s", level=loglevel
+    )
+
     # Print startup banner with authentication info
     logger.info("🎵 ========================================")
     logger.info("🎵 Chronicle HAVPE Relay with Authentication")
@@ -535,20 +576,24 @@ async def main():
     logger.info(f"🔧 Device: {DEVICE_NAME}")
     logger.info(f"🔧 Debug Audio: {'Enabled' if args.debug_audio else 'Disabled'}")
     logger.info("🎵 ========================================")
-    
+
     # Test authentication on startup
     logger.info("🔐 Testing backend authentication...")
     try:
         if not AUTH_USERNAME or not AUTH_PASSWORD:
             logger.error("❌ Missing authentication credentials")
-            logger.error("💡 Set AUTH_USERNAME and AUTH_PASSWORD environment variables or use command line arguments")
+            logger.error(
+                "💡 Set AUTH_USERNAME and AUTH_PASSWORD environment variables or use command line arguments"
+            )
             return
         test_token = await get_jwt_token(AUTH_USERNAME, AUTH_PASSWORD, BACKEND_URL)
         if test_token:
             logger.info("✅ Authentication test successful! Ready to start.")
         else:
             logger.error("❌ Authentication test failed! Please check credentials.")
-            logger.error("💡 Update AUTH_USERNAME and AUTH_PASSWORD constants or use command line arguments")
+            logger.error(
+                "💡 Update AUTH_USERNAME and AUTH_PASSWORD constants or use command line arguments"
+            )
             return
     except Exception as e:
         logger.error(f"❌ Authentication test error: {e}")
@@ -563,7 +608,6 @@ async def main():
         esp32_recordings = recordings / "esp32_raw"
         esp32_recordings.mkdir(exist_ok=True, parents=True)
 
-
     # Create rolling file sink for ESP32 data
     if args.debug_audio:
         logger.info("Debug audio recording enabled")
diff --git a/extras/langfuse/init.py b/extras/langfuse/init.py
index 4a1208e6..ffa36562 100644
--- a/extras/langfuse/init.py
+++ b/extras/langfuse/init.py
@@ -29,11 +29,7 @@
 def print_header(title: str):
     """Print a colorful header"""
     console.print()
-    panel = Panel(
-        Text(title, style="cyan bold"),
-        style="cyan",
-        expand=False
-    )
+    panel = Panel(Text(title, style="cyan bold"), style="cyan", expand=False)
     console.print(panel)
     console.print()
 
@@ -52,7 +48,9 @@ def backup_existing_env():
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
         backup_path = f".env.backup.{timestamp}"
         shutil.copy2(env_path, backup_path)
-        console.print(f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}")
+        console.print(
+            f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}"
+        )
 
 
 def generate_secret(length: int = 32) -> str:
@@ -81,20 +79,32 @@ def run(args):
         console.print(f"[green][GENERATED][/green] LANGFUSE_SALT: {mask_value(salt)}")
 
     existing_enc_key = read_env_value(".env", "LANGFUSE_ENCRYPTION_KEY")
-    if existing_enc_key and existing_enc_key != "0000000000000000000000000000000000000000000000000000000000000000":
+    if (
+        existing_enc_key
+        and existing_enc_key
+        != "0000000000000000000000000000000000000000000000000000000000000000"
+    ):
         enc_key = existing_enc_key
-        console.print(f"[green][PRESERVED][/green] LANGFUSE_ENCRYPTION_KEY: {mask_value(enc_key)}")
+        console.print(
+            f"[green][PRESERVED][/green] LANGFUSE_ENCRYPTION_KEY: {mask_value(enc_key)}"
+        )
     else:
         enc_key = generate_secret(32)
-        console.print(f"[green][GENERATED][/green] LANGFUSE_ENCRYPTION_KEY: {mask_value(enc_key)}")
+        console.print(
+            f"[green][GENERATED][/green] LANGFUSE_ENCRYPTION_KEY: {mask_value(enc_key)}"
+        )
 
     existing_nextauth = read_env_value(".env", "LANGFUSE_NEXTAUTH_SECRET")
     if existing_nextauth and existing_nextauth != "mysecret":
         nextauth_secret = existing_nextauth
-        console.print(f"[green][PRESERVED][/green] LANGFUSE_NEXTAUTH_SECRET: {mask_value(nextauth_secret)}")
+        console.print(
+            f"[green][PRESERVED][/green] LANGFUSE_NEXTAUTH_SECRET: {mask_value(nextauth_secret)}"
+        )
     else:
         nextauth_secret = generate_secret(32)
-        console.print(f"[green][GENERATED][/green] LANGFUSE_NEXTAUTH_SECRET: {mask_value(nextauth_secret)}")
+        console.print(
+            f"[green][GENERATED][/green] LANGFUSE_NEXTAUTH_SECRET: {mask_value(nextauth_secret)}"
+        )
 
     # --- Project API keys (auto-generate if not already set) ---
     print_section("Project API Keys")
@@ -102,24 +112,32 @@ def run(args):
     existing_pub_key = read_env_value(".env", "LANGFUSE_INIT_PROJECT_PUBLIC_KEY")
     if existing_pub_key:
         public_key = existing_pub_key
-        console.print(f"[green][PRESERVED][/green] Public key: {mask_value(public_key)}")
+        console.print(
+            f"[green][PRESERVED][/green] Public key: {mask_value(public_key)}"
+        )
     else:
         public_key = f"pk-lf-{secrets.token_hex(16)}"
-        console.print(f"[green][GENERATED][/green] Public key: {mask_value(public_key)}")
+        console.print(
+            f"[green][GENERATED][/green] Public key: {mask_value(public_key)}"
+        )
 
     existing_sec_key = read_env_value(".env", "LANGFUSE_INIT_PROJECT_SECRET_KEY")
     if existing_sec_key:
         secret_key = existing_sec_key
-        console.print(f"[green][PRESERVED][/green] Secret key: {mask_value(secret_key)}")
+        console.print(
+            f"[green][PRESERVED][/green] Secret key: {mask_value(secret_key)}"
+        )
     else:
         secret_key = f"sk-lf-{secrets.token_hex(16)}"
-        console.print(f"[green][GENERATED][/green] Secret key: {mask_value(secret_key)}")
+        console.print(
+            f"[green][GENERATED][/green] Secret key: {mask_value(secret_key)}"
+        )
 
     # --- Admin user credentials ---
     print_section("Admin User")
 
-    admin_email = getattr(args, 'admin_email', None) or ""
-    admin_password = getattr(args, 'admin_password', None) or ""
+    admin_email = getattr(args, "admin_email", None) or ""
+    admin_password = getattr(args, "admin_password", None) or ""
 
     if admin_email:
         console.print(f"[green][FROM WIZARD][/green] Admin email: {admin_email}")
@@ -130,11 +148,13 @@ def run(args):
             existing_value=existing_email,
             placeholders=[""],
             is_password=False,
-            default="admin@example.com"
+            default="admin@example.com",
         )
 
     if admin_password:
-        console.print(f"[green][FROM WIZARD][/green] Admin password: {mask_value(admin_password)}")
+        console.print(
+            f"[green][FROM WIZARD][/green] Admin password: {mask_value(admin_password)}"
+        )
     else:
         existing_password = read_env_value(".env", "LANGFUSE_INIT_USER_PASSWORD")
         admin_password = prompt_with_existing_masked(
@@ -142,7 +162,7 @@ def run(args):
             existing_value=existing_password,
             placeholders=[""],
             is_password=True,
-            default=""
+            default="",
         )
 
     # --- Write .env file ---
diff --git a/extras/local-wearable-client/backend_sender.py b/extras/local-wearable-client/backend_sender.py
index f5b37625..44d0924f 100644
--- a/extras/local-wearable-client/backend_sender.py
+++ b/extras/local-wearable-client/backend_sender.py
@@ -105,7 +105,11 @@ async def receive_handler(websocket, logger) -> None:
                 if msg_type == "interim_transcript":
                     text = data.get("data", {}).get("text", "")[:50]
                     is_final = data.get("data", {}).get("is_final", False)
-                    logger.debug("Interim transcript (%s): %s...", "FINAL" if is_final else "partial", text)
+                    logger.debug(
+                        "Interim transcript (%s): %s...",
+                        "FINAL" if is_final else "partial",
+                        text,
+                    )
                 elif msg_type == "ready":
                     logger.info("Backend ready message: %s", data.get("message"))
                 else:
diff --git a/extras/local-wearable-client/main.py b/extras/local-wearable-client/main.py
index ad89b827..5c123661 100644
--- a/extras/local-wearable-client/main.py
+++ b/extras/local-wearable-client/main.py
@@ -56,7 +56,9 @@
 def check_config() -> bool:
     """Check that required configuration is present. Returns True if backend streaming is possible."""
     if not os.path.exists(ENV_PATH):
-        logger.warning("No .env file found — copy .env.template to .env and fill in your settings")
+        logger.warning(
+            "No .env file found — copy .env.template to .env and fill in your settings"
+        )
         logger.warning("Audio will be saved locally but NOT streamed to the backend")
         return False
 
@@ -116,21 +118,25 @@ async def scan_all_devices(config: dict) -> list[dict]:
     for d, adv in discovered.values():
         if d.address in known:
             entry = known[d.address]
-            devices.append({
-                "mac": d.address,
-                "name": entry.get("name", d.name or "Unknown"),
-                "type": entry.get("type", detect_device_type(d.name or "")),
-                "rssi": adv.rssi,
-            })
+            devices.append(
+                {
+                    "mac": d.address,
+                    "name": entry.get("name", d.name or "Unknown"),
+                    "type": entry.get("type", detect_device_type(d.name or "")),
+                    "rssi": adv.rssi,
+                }
+            )
         elif auto_discover and d.name:
             lower = d.name.casefold()
             if "omi" in lower or "neo" in lower or "friend" in lower:
-                devices.append({
-                    "mac": d.address,
-                    "name": d.name,
-                    "type": detect_device_type(d.name),
-                    "rssi": adv.rssi,
-                })
+                devices.append(
+                    {
+                        "mac": d.address,
+                        "name": d.name,
+                        "type": detect_device_type(d.name),
+                        "rssi": adv.rssi,
+                    }
+                )
 
     devices.sort(key=lambda x: x.get("rssi", -999), reverse=True)
     return devices
@@ -148,7 +154,9 @@ def prompt_device_selection(devices: list[dict]) -> dict | None:
     print(f"  {'#':<4} {'Name':<20} {'MAC':<20} {'Type':<8} {'RSSI'}")
     print("  " + "-" * 60)
     for i, d in enumerate(devices, 1):
-        print(f"  {i:<4} {d['name']:<20} {d['mac']:<20} {d['type']:<8} {d.get('rssi', '?')}")
+        print(
+            f"  {i:<4} {d['name']:<20} {d['mac']:<20} {d['type']:<8} {d.get('rssi', '?')}"
+        )
 
     print()
     while True:
@@ -284,19 +292,29 @@ def _on_battery(level: int) -> None:
                     asyncio.create_task(process_audio(), name="process_audio"),
                 ]
                 if backend_enabled:
-                    worker_tasks.append(asyncio.create_task(backend_stream_wrapper(), name="backend_stream"))
+                    worker_tasks.append(
+                        asyncio.create_task(
+                            backend_stream_wrapper(), name="backend_stream"
+                        )
+                    )
 
                 disconnect_task = asyncio.create_task(
                     conn.wait_until_disconnected(), name="disconnect"
                 )
 
-                logger.info("Streaming audio from %s [%s]%s", device_name, device["mac"],
-                            "" if backend_enabled else " (local-only, backend disabled)")
+                logger.info(
+                    "Streaming audio from %s [%s]%s",
+                    device_name,
+                    device["mac"],
+                    "" if backend_enabled else " (local-only, backend disabled)",
+                )
 
                 # Wait for disconnect or any worker to fail
                 all_tasks = [disconnect_task] + worker_tasks
                 try:
-                    done, pending = await asyncio.wait(all_tasks, return_when=asyncio.FIRST_COMPLETED)
+                    done, pending = await asyncio.wait(
+                        all_tasks, return_when=asyncio.FIRST_COMPLETED
+                    )
                 except asyncio.CancelledError:
                     # External cancellation (e.g. user disconnect) — clean up all workers
                     for task in all_tasks:
@@ -388,7 +406,11 @@ async def wifi_sync(
             logger.info("Configuring device WiFi AP (SSID=%s)...", ssid)
             rc = await conn.setup_wifi(ssid, password)
             if rc != WifiErrorCode.SUCCESS:
-                error_name = WifiErrorCode(rc).name if rc in WifiErrorCode._value2member_map_ else f"0x{rc:02X}"
+                error_name = (
+                    WifiErrorCode(rc).name
+                    if rc in WifiErrorCode._value2member_map_
+                    else f"0x{rc:02X}"
+                )
                 logger.error("WiFi setup failed: %s", error_name)
                 return
 
@@ -403,9 +425,12 @@ def on_tcp_data(data: bytes) -> None:
                 bytes_written[0] += len(data)
                 # Progress update every ~1MB
                 if bytes_written[0] % (1024 * 1024) < len(data):
-                    logger.info("Received %d / %d bytes (%.1f%%)",
-                                bytes_written[0], file_size,
-                                bytes_written[0] / file_size * 100 if file_size else 0)
+                    logger.info(
+                        "Received %d / %d bytes (%.1f%%)",
+                        bytes_written[0],
+                        file_size,
+                        bytes_written[0] / file_size * 100 if file_size else 0,
+                    )
 
             # Tell device to start WiFi AP (creates the network)
             logger.info("Starting device WiFi AP...")
@@ -413,7 +438,11 @@ def on_tcp_data(data: bytes) -> None:
             if rc == WifiErrorCode.SESSION_ALREADY_RUNNING:
                 logger.info("WiFi AP already running, continuing...")
             elif rc != WifiErrorCode.SUCCESS:
-                error_name = WifiErrorCode(rc).name if rc in WifiErrorCode._value2member_map_ else f"0x{rc:02X}"
+                error_name = (
+                    WifiErrorCode(rc).name
+                    if rc in WifiErrorCode._value2member_map_
+                    else f"0x{rc:02X}"
+                )
                 logger.error("WiFi start failed: %s", error_name)
                 output_file.close()
                 return
@@ -448,13 +477,25 @@ def on_tcp_data(data: bytes) -> None:
                     break
                 if attempt == 10 and not prompted_manual:
                     prompted_manual = True
-                    logger.info(">>> Auto-join may have failed. Please manually join WiFi '%s' (password: %s) <<<", ssid, password)
+                    logger.info(
+                        ">>> Auto-join may have failed. Please manually join WiFi '%s' (password: %s) <<<",
+                        ssid,
+                        password,
+                    )
                 elif attempt % 10 == 0:
-                    logger.info("Waiting for connection to '%s' AP... (current IP: %s)", ssid, local_ip)
+                    logger.info(
+                        "Waiting for connection to '%s' AP... (current IP: %s)",
+                        ssid,
+                        local_ip,
+                    )
                 await asyncio.sleep(1)
 
             if not local_ip or not local_ip.startswith("192.168.1."):
-                logger.error("Failed to get IP on device AP network (got: %s). Is your WiFi connected to '%s'?", local_ip, ssid)
+                logger.error(
+                    "Failed to get IP on device AP network (got: %s). Is your WiFi connected to '%s'?",
+                    local_ip,
+                    ssid,
+                )
                 await receiver.stop()
                 output_file.close()
                 if original_wifi:
@@ -501,7 +542,11 @@ def on_tcp_data(data: bytes) -> None:
             except asyncio.CancelledError:
                 pass
 
-            logger.info("Transfer complete: %d bytes written to %s", bytes_written[0], output_path)
+            logger.info(
+                "Transfer complete: %d bytes written to %s",
+                bytes_written[0],
+                output_path,
+            )
 
             # Reconnect BLE to send cleanup commands
             logger.info("Reconnecting BLE for cleanup...")
@@ -547,9 +592,16 @@ async def run(target_mac: str | None = None) -> None:
         device = None
         if target_mac:
             # --device flag: connect to specific MAC
-            device = next((d for d in devices if d["mac"].casefold() == target_mac.casefold()), None)
+            device = next(
+                (d for d in devices if d["mac"].casefold() == target_mac.casefold()),
+                None,
+            )
             if not device:
-                logger.debug("Target device %s not found, retrying in %ds...", target_mac, scan_interval)
+                logger.debug(
+                    "Target device %s not found, retrying in %ds...",
+                    target_mac,
+                    scan_interval,
+                )
         elif len(devices) == 1:
             device = devices[0]
         elif len(devices) > 1:
@@ -559,7 +611,12 @@ async def run(target_mac: str | None = None) -> None:
                 return
 
         if device:
-            logger.info("Connecting to %s [%s] (type=%s)", device["name"], device["mac"], device["type"])
+            logger.info(
+                "Connecting to %s [%s] (type=%s)",
+                device["name"],
+                device["mac"],
+                device["type"],
+            )
             await connect_and_stream(device, backend_enabled=backend_enabled)
             logger.info("Device disconnected, resuming scan...")
         else:
@@ -581,23 +638,27 @@ async def scan_and_print() -> None:
     for d, adv in discovered.values():
         if d.address in known:
             entry = known[d.address]
-            devices.append({
-                "mac": d.address,
-                "name": entry.get("name", d.name or "Unknown"),
-                "type": entry.get("type", detect_device_type(d.name or "")),
-                "rssi": adv.rssi,
-                "known": True,
-            })
+            devices.append(
+                {
+                    "mac": d.address,
+                    "name": entry.get("name", d.name or "Unknown"),
+                    "type": entry.get("type", detect_device_type(d.name or "")),
+                    "rssi": adv.rssi,
+                    "known": True,
+                }
+            )
         elif auto_discover and d.name:
             lower = d.name.casefold()
             if "omi" in lower or "neo" in lower or "friend" in lower:
-                devices.append({
-                    "mac": d.address,
-                    "name": d.name,
-                    "type": detect_device_type(d.name),
-                    "rssi": adv.rssi,
-                    "known": False,
-                })
+                devices.append(
+                    {
+                        "mac": d.address,
+                        "name": d.name,
+                        "type": detect_device_type(d.name),
+                        "rssi": adv.rssi,
+                        "known": False,
+                    }
+                )
 
     if not devices:
         print("No wearable devices found.")
@@ -609,7 +670,9 @@ async def scan_and_print() -> None:
     print(f"{'Name':<20} {'MAC':<20} {'Type':<8} {'RSSI':<8} {'Known'}")
     print("-" * 70)
     for d in devices:
-        print(f"{d['name']:<20} {d['mac']:<20} {d['type']:<8} {d['rssi']:<8} {'yes' if d['known'] else 'auto'}")
+        print(
+            f"{d['name']:<20} {d['mac']:<20} {d['type']:<8} {d['rssi']:<8} {'yes' if d['known'] else 'auto'}"
+        )
 
 
 def build_parser() -> argparse.ArgumentParser:
@@ -620,15 +683,35 @@ def build_parser() -> argparse.ArgumentParser:
     sub = parser.add_subparsers(dest="command")
 
     sub.add_parser("menu", help="Launch menu bar app (default)")
-    run_parser = sub.add_parser("run", help="Headless mode — scan, connect, and stream (for launchd)")
-    run_parser.add_argument("--device", metavar="MAC", help="Connect to a specific device by MAC address")
+    run_parser = sub.add_parser(
+        "run", help="Headless mode — scan, connect, and stream (for launchd)"
+    )
+    run_parser.add_argument(
+        "--device", metavar="MAC", help="Connect to a specific device by MAC address"
+    )
     sub.add_parser("scan", help="One-shot scan — print nearby devices and exit")
-    wifi_parser = sub.add_parser("wifi-sync", help="Download stored audio from device via WiFi sync")
-    wifi_parser.add_argument("--device", metavar="MAC", help="Connect to a specific device by MAC address")
-    wifi_parser.add_argument("--ssid", default="Friend", help="WiFi AP SSID (default: Friend)")
-    wifi_parser.add_argument("--password", default="12345678", help="WiFi AP password (default: 12345678)")
-    wifi_parser.add_argument("--interface", metavar="IFACE", help="WiFi interface to use (e.g. en1 for USB adapter)")
-    wifi_parser.add_argument("--output-dir", default="./wifi_audio", help="Output directory (default: ./wifi_audio)")
+    wifi_parser = sub.add_parser(
+        "wifi-sync", help="Download stored audio from device via WiFi sync"
+    )
+    wifi_parser.add_argument(
+        "--device", metavar="MAC", help="Connect to a specific device by MAC address"
+    )
+    wifi_parser.add_argument(
+        "--ssid", default="Friend", help="WiFi AP SSID (default: Friend)"
+    )
+    wifi_parser.add_argument(
+        "--password", default="12345678", help="WiFi AP password (default: 12345678)"
+    )
+    wifi_parser.add_argument(
+        "--interface",
+        metavar="IFACE",
+        help="WiFi interface to use (e.g. en1 for USB adapter)",
+    )
+    wifi_parser.add_argument(
+        "--output-dir",
+        default="./wifi_audio",
+        help="Output directory (default: ./wifi_audio)",
+    )
 
     sub.add_parser("install", help="Install macOS launchd agent (auto-start on login)")
     sub.add_parser("uninstall", help="Remove macOS launchd agent")
@@ -645,19 +728,22 @@ def main() -> None:
     command = args.command or "menu"  # Default to menu mode
 
     if command == "wifi-sync":
-        asyncio.run(wifi_sync(
-            target_mac=getattr(args, "device", None),
-            ssid=args.ssid,
-            password=args.password,
-            interface=args.interface,
-            output_dir=args.output_dir,
-        ))
+        asyncio.run(
+            wifi_sync(
+                target_mac=getattr(args, "device", None),
+                ssid=args.ssid,
+                password=args.password,
+                interface=args.interface,
+                output_dir=args.output_dir,
+            )
+        )
 
     elif command == "run":
         asyncio.run(run(target_mac=getattr(args, "device", None)))
 
     elif command == "menu":
         from menu_app import run_menu_app
+
         run_menu_app()
 
     elif command == "scan":
@@ -665,22 +751,27 @@ def main() -> None:
 
     elif command == "install":
         from service import install
+
         install()
 
     elif command == "uninstall":
         from service import uninstall
+
         uninstall()
 
     elif command == "kickstart":
         from service import kickstart
+
         kickstart()
 
     elif command == "status":
         from service import status
+
         status()
 
     elif command == "logs":
         from service import logs
+
         logs()
 
 
diff --git a/extras/local-wearable-client/menu_app.py b/extras/local-wearable-client/menu_app.py
index a7a785f7..754bd75e 100644
--- a/extras/local-wearable-client/menu_app.py
+++ b/extras/local-wearable-client/menu_app.py
@@ -13,11 +13,17 @@
 
 import rumps
 import yaml
+from backend_sender import stream_to_backend
 from bleak import BleakScanner
 from dotenv import load_dotenv
-
-from backend_sender import stream_to_backend
-from main import CONFIG_PATH, check_config, connect_and_stream, create_connection, detect_device_type, load_config
+from main import (
+    CONFIG_PATH,
+    check_config,
+    connect_and_stream,
+    create_connection,
+    detect_device_type,
+    load_config,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -26,6 +32,7 @@
 
 # --- Shared state -----------------------------------------------------------
 
+
 @dataclass
 class SharedState:
     """Thread-safe state shared between the rumps UI and the asyncio BLE thread."""
@@ -33,7 +40,9 @@ class SharedState:
     _lock: threading.Lock = field(default_factory=threading.Lock, repr=False)
     status: str = "idle"  # idle | scanning | connecting | connected | error
     connected_device: Optional[dict] = None  # {name, mac, type}
-    nearby_devices: list[dict] = field(default_factory=list)  # [{name, mac, type, rssi}]
+    nearby_devices: list[dict] = field(
+        default_factory=list
+    )  # [{name, mac, type, rssi}]
     error: Optional[str] = None
     chunks_sent: int = 0
     battery_level: int = -1  # -1 = unknown
@@ -42,7 +51,9 @@ def snapshot(self) -> dict:
         with self._lock:
             return {
                 "status": self.status,
-                "connected_device": self.connected_device.copy() if self.connected_device else None,
+                "connected_device": (
+                    self.connected_device.copy() if self.connected_device else None
+                ),
                 "nearby_devices": [d.copy() for d in self.nearby_devices],
                 "error": self.error,
                 "chunks_sent": self.chunks_sent,
@@ -57,6 +68,7 @@ def update(self, **kwargs) -> None:
 
 # --- Asyncio background thread ----------------------------------------------
 
+
 class AsyncioThread:
     """Runs an asyncio event loop in a daemon thread."""
 
@@ -83,6 +95,7 @@ def run_coro(self, coro):
 
 # --- BLE manager (runs in the asyncio thread) --------------------------------
 
+
 class BLEManager:
     """Manages BLE scanning and device connections in the background asyncio thread."""
 
@@ -99,7 +112,9 @@ def __init__(self, state: SharedState, bg: AsyncioThread) -> None:
         self._backoff_seconds: float = 0  # 0 = no backoff active
         self._BACKOFF_INITIAL: float = 10.0
         self._BACKOFF_MAX: float = 300.0  # 5 minutes
-        self._MIN_HEALTHY_DURATION: float = 30.0  # connections shorter than this trigger backoff
+        self._MIN_HEALTHY_DURATION: float = (
+            30.0  # connections shorter than this trigger backoff
+        )
 
         # Restore last connected device for auto-connect
         last = self.config.get("last_connected")
@@ -138,7 +153,10 @@ async def _scan_loop(self) -> None:
             # If we have a target and not already connecting/connected, try connecting
             if self._target_mac and not self._connecting:
                 snap = self.state.snapshot()
-                match = next((d for d in snap["nearby_devices"] if d["mac"] == self._target_mac), None)
+                match = next(
+                    (d for d in snap["nearby_devices"] if d["mac"] == self._target_mac),
+                    None,
+                )
                 if match:
                     await self._connect(match)
 
@@ -168,29 +186,35 @@ async def _do_scan(self) -> None:
             # Check if known device
             if d.address in known:
                 entry = known[d.address]
-                devices.append({
-                    "mac": d.address,
-                    "name": entry.get("name", d.name or "Unknown"),
-                    "type": entry.get("type", detect_device_type(d.name or "")),
-                    "rssi": adv.rssi,
-                })
+                devices.append(
+                    {
+                        "mac": d.address,
+                        "name": entry.get("name", d.name or "Unknown"),
+                        "type": entry.get("type", detect_device_type(d.name or "")),
+                        "rssi": adv.rssi,
+                    }
+                )
                 continue
 
             # Auto-discover recognized names
             if auto_discover and d.name:
                 lower = d.name.casefold()
                 if "omi" in lower or "neo" in lower or "friend" in lower:
-                    devices.append({
-                        "mac": d.address,
-                        "name": d.name,
-                        "type": detect_device_type(d.name),
-                        "rssi": adv.rssi,
-                    })
+                    devices.append(
+                        {
+                            "mac": d.address,
+                            "name": d.name,
+                            "type": detect_device_type(d.name),
+                            "rssi": adv.rssi,
+                        }
+                    )
 
         # Sort by signal strength (strongest first)
         devices.sort(key=lambda x: x.get("rssi", -999), reverse=True)
 
-        new_status = "idle" if self.state.snapshot()["status"] != "connected" else "connected"
+        new_status = (
+            "idle" if self.state.snapshot()["status"] != "connected" else "connected"
+        )
         self.state.update(nearby_devices=devices, status=new_status, error=None)
         logger.info("Scan found %d device(s)", len(devices))
 
@@ -237,9 +261,15 @@ async def _connect(self, device: dict) -> None:
                 if self._backoff_seconds == 0:
                     self._backoff_seconds = self._BACKOFF_INITIAL
                 else:
-                    self._backoff_seconds = min(self._backoff_seconds * 2, self._BACKOFF_MAX)
-                logger.info("Connection lasted %.1fs (< %.0fs), backoff %.0fs before next attempt",
-                            elapsed, self._MIN_HEALTHY_DURATION, self._backoff_seconds)
+                    self._backoff_seconds = min(
+                        self._backoff_seconds * 2, self._BACKOFF_MAX
+                    )
+                logger.info(
+                    "Connection lasted %.1fs (< %.0fs), backoff %.0fs before next attempt",
+                    elapsed,
+                    self._MIN_HEALTHY_DURATION,
+                    self._backoff_seconds,
+                )
             else:
                 # Healthy connection — reset backoff
                 self._backoff_seconds = 0
@@ -290,6 +320,7 @@ def request_scan(self) -> None:
 
 # --- rumps menu bar app -------------------------------------------------------
 
+
 class WearableMenuApp(rumps.App):
     """macOS menu bar app for Chronicle wearable client."""
 
@@ -344,7 +375,9 @@ def refresh_ui(self, _sender) -> None:
             dev = snap["connected_device"]
             bat = snap["battery_level"]
             bat_str = f" 🔋{bat}%" if bat >= 0 else ""
-            self.status_item.title = f"Connected: {dev['name']} [{dev['mac'][-8:]}]{bat_str}"
+            self.status_item.title = (
+                f"Connected: {dev['name']} [{dev['mac'][-8:]}]{bat_str}"
+            )
         elif status == "connecting":
             self.status_item.title = "Connecting..."
         elif status == "scanning":
@@ -357,7 +390,9 @@ def refresh_ui(self, _sender) -> None:
         # Update device list
         self._rebuild_device_menu(snap["nearby_devices"], snap["connected_device"])
 
-    def _rebuild_device_menu(self, devices: list[dict], connected: Optional[dict]) -> None:
+    def _rebuild_device_menu(
+        self, devices: list[dict], connected: Optional[dict]
+    ) -> None:
         """Replace the device submenu items with fresh MenuItem instances."""
         connected_mac = connected["mac"] if connected else None
 
@@ -414,11 +449,13 @@ def on_disconnect(self, _sender) -> None:
 
 # --- Entry point --------------------------------------------------------------
 
+
 def run_menu_app() -> None:
     """Launch the menu bar app with background BLE thread."""
     # Register as accessory app so macOS allows menu bar icons
     # (non-bundled Python processes default to no-UI policy on Sequoia)
     from AppKit import NSApplication
+
     NSApplication.sharedApplication().setActivationPolicy_(1)  # Accessory
 
     logging.basicConfig(
diff --git a/extras/local-wearable-client/service.py b/extras/local-wearable-client/service.py
index e6831773..825657a0 100644
--- a/extras/local-wearable-client/service.py
+++ b/extras/local-wearable-client/service.py
@@ -30,11 +30,12 @@ def _find_uv() -> str:
     ]:
         if candidate.exists():
             return str(candidate)
-    print("Error: could not find 'uv' binary. Install it: curl -LsSf https://astral.sh/uv/install.sh | sh")
+    print(
+        "Error: could not find 'uv' binary. Install it: curl -LsSf https://astral.sh/uv/install.sh | sh"
+    )
     sys.exit(1)
 
 
-
 def _opus_dyld_path() -> str:
     """Get DYLD_LIBRARY_PATH for opuslib on macOS."""
     try:
@@ -58,7 +59,8 @@ def _create_app_bundle() -> None:
     applescript = f'do shell script "launchctl kickstart gui/" & (do shell script "id -u") & "/{LABEL}"'
     result = subprocess.run(
         ["osacompile", "-o", str(APP_BUNDLE), "-e", applescript],
-        capture_output=True, text=True,
+        capture_output=True,
+        text=True,
     )
     if result.returncode != 0:
         print(f"osacompile failed: {result.stderr.strip()}")
@@ -68,14 +70,16 @@ def _create_app_bundle() -> None:
     info_plist = APP_BUNDLE / "Contents" / "Info.plist"
     with open(info_plist, "rb") as f:
         info = plistlib.load(f)
-    info.update({
-        "CFBundleName": "Chronicle Wearable",
-        "CFBundleDisplayName": "Chronicle Wearable",
-        "CFBundleIdentifier": LABEL,
-        "CFBundleVersion": "1.0",
-        "CFBundleShortVersionString": "1.0",
-        "LSUIElement": True,  # No dock icon
-    })
+    info.update(
+        {
+            "CFBundleName": "Chronicle Wearable",
+            "CFBundleDisplayName": "Chronicle Wearable",
+            "CFBundleIdentifier": LABEL,
+            "CFBundleVersion": "1.0",
+            "CFBundleShortVersionString": "1.0",
+            "LSUIElement": True,  # No dock icon
+        }
+    )
     with open(info_plist, "wb") as f:
         plistlib.dump(info, f)
 
@@ -108,9 +112,13 @@ def _build_plist() -> dict:
     plist = {
         "Label": LABEL,
         "ProgramArguments": [
-            uv, "run",
-            "--project", str(PROJECT_DIR),
-            "python", str(PROJECT_DIR / "main.py"), "menu",
+            uv,
+            "run",
+            "--project",
+            str(PROJECT_DIR),
+            "python",
+            str(PROJECT_DIR / "main.py"),
+            "menu",
         ],
         "WorkingDirectory": str(PROJECT_DIR),
         "RunAtLoad": True,
@@ -146,7 +154,8 @@ def install() -> None:
 
     result = subprocess.run(
         ["launchctl", "bootstrap", f"gui/{os.getuid()}", str(PLIST_PATH)],
-        capture_output=True, text=True,
+        capture_output=True,
+        text=True,
     )
     if result.returncode == 0:
         print(f"Service '{LABEL}' installed and loaded.")
@@ -168,7 +177,8 @@ def uninstall() -> None:
 
     result = subprocess.run(
         ["launchctl", "bootout", f"gui/{os.getuid()}", str(PLIST_PATH)],
-        capture_output=True, text=True,
+        capture_output=True,
+        text=True,
     )
     if result.returncode == 0:
         print(f"Service '{LABEL}' unloaded.")
@@ -188,7 +198,8 @@ def kickstart() -> None:
 
     result = subprocess.run(
         ["launchctl", "kickstart", f"gui/{os.getuid()}/{LABEL}"],
-        capture_output=True, text=True,
+        capture_output=True,
+        text=True,
     )
     if result.returncode == 0:
         print(f"Service '{LABEL}' started.")
@@ -204,13 +215,16 @@ def status() -> None:
 
     result = subprocess.run(
         ["launchctl", "print", f"gui/{os.getuid()}/{LABEL}"],
-        capture_output=True, text=True,
+        capture_output=True,
+        text=True,
     )
     if result.returncode == 0:
         # Extract key info from launchctl print output
         for line in result.stdout.splitlines():
             stripped = line.strip()
-            if any(k in stripped.lower() for k in ["state", "pid", "last exit", "runs"]):
+            if any(
+                k in stripped.lower() for k in ["state", "pid", "last exit", "runs"]
+            ):
                 print(stripped)
     else:
         print(f"Service '{LABEL}' is not running.")
diff --git a/extras/speaker-recognition/README.md b/extras/speaker-recognition/README.md
index e3d114db..678ccde8 100644
--- a/extras/speaker-recognition/README.md
+++ b/extras/speaker-recognition/README.md
@@ -125,10 +125,10 @@ docker compose --profile gpu down
 ## 🛠️ System Architecture
 
 - **Multi-user Support**: Each user manages their own speaker data
-- **SQLite Database**: Local storage for annotations, speakers, and sessions  
+- **SQLite Database**: Local storage for annotations, speakers, and sessions
 - **Quality Assessment**: Automatic audio quality scoring with recommendations
 - **CPU/GPU Support**: Flexible deployment with dedicated dependency groups
-- **Export Formats**: 
+- **Export Formats**:
   - Concatenated audio (max 10min per file)
   - Segmented files: `./exported_data/speaker-1/audio001.wav`
   - Metadata and annotations as JSON
@@ -155,7 +155,7 @@ The system offers multiple processing modes for different use cases:
 - **Output**: Timestamped segments with generic speaker labels
 - **Requirements**: Audio file only
 
-#### 🔹 Speaker Identification  
+#### 🔹 Speaker Identification
 - **What it does**: Separates speakers AND identifies enrolled speakers by name
 - **Best for**: Identifying known speakers in meetings or conversations
 - **Output**: Timestamped segments with actual speaker names
@@ -194,7 +194,7 @@ The modern React interface provides an enhanced user experience with:
 
 ### Key Features
 - **Recording Support**: Direct microphone recording with WebM to WAV conversion
-- **Enrollment Options**: 
+- **Enrollment Options**:
   - Create new speaker enrollment
   - Append to existing speaker (weighted embedding averaging)
   - Direct enrollment from annotation segments
@@ -271,7 +271,7 @@ segments = processor.extract_segments_from_deepgram(deepgram_response)
 
 # Format for display
 transcript_text = processor.format_transcript_text(
-    segments, 
+    segments,
     include_timestamps=True,
     speaker_names={0: "John", 1: "Jane"}
 )
@@ -329,7 +329,7 @@ When working with Deepgram responses, you'll encounter different data structures
 - **Use**: Most accurate for speaker boundaries and timing
 - **Example**: `{"word": "hello", "start": 1.23, "end": 1.45, "speaker": 0}`
 
-#### Segments  
+#### Segments
 - **What**: Groups of consecutive words from the same speaker
 - **Use**: Natural speech chunks for annotation and training
 - **Generated by**: DeepgramParser groups words by speaker changes
@@ -369,14 +369,14 @@ Environment variables:
 # Required
 HF_TOKEN="your_token"                    # Required: Hugging Face token for PyAnnote models
 
-# Speaker Service Configuration  
+# Speaker Service Configuration
 SPEAKER_SERVICE_HOST="0.0.0.0"          # Speaker service bind host
 SPEAKER_SERVICE_PORT="8085"             # Speaker service port (default: 8085)
 SPEAKER_SERVICE_URL="http://speaker-service:8085"  # URL for internal Docker communication
 SIMILARITY_THRESHOLD="0.15"             # Speaker similarity threshold (0.1-0.3 typical for ECAPA-TDNN)
 
 # React Web UI Configuration
-REACT_UI_HOST="0.0.0.0"                # Web UI bind host  
+REACT_UI_HOST="0.0.0.0"                # Web UI bind host
 REACT_UI_PORT="5173"                    # Web UI port (default: 5173)
 REACT_UI_HTTPS="true"                   # Enable HTTPS for microphone access (default: true)
 
@@ -445,7 +445,7 @@ For local development without Docker:
 uv sync
 uv run python speaker_service.py
 
-# Terminal 2 - React Web UI  
+# Terminal 2 - React Web UI
 cd webui && npm run dev
 ```
 
@@ -472,7 +472,7 @@ Content-Type: multipart/form-data
 **Form Fields:**
 - `file`: Audio file (WAV/FLAC, max 3 minutes)
 - `speaker_id`: Unique speaker identifier
-- `speaker_name`: Speaker display name  
+- `speaker_name`: Speaker display name
 - `start`: Start time in seconds (optional)
 - `end`: End time in seconds (optional)
 
@@ -699,11 +699,11 @@ The system provides **complete Deepgram API compatibility** with clearly separat
 
 #### Core Processing Endpoints
 - `POST /v1/listen` - Deepgram-compatible file transcription with speaker enhancement
-- `POST /v1/transcribe-and-diarize` - Hybrid mode: Deepgram transcription + internal speaker identification  
+- `POST /v1/transcribe-and-diarize` - Hybrid mode: Deepgram transcription + internal speaker identification
 - `POST /v1/diarize-only` - Pure speaker diarization without transcription
 - `POST /diarize-and-identify` - Internal speaker identification with diarization
 
-#### Streaming Endpoints  
+#### Streaming Endpoints
 - `WSS /v1/ws_listen` - Deepgram-compatible WebSocket streaming with speaker identification
 - `GET /v1/listen/info` - API documentation and capability information
 
@@ -715,7 +715,7 @@ The system provides **complete Deepgram API compatibility** with clearly separat
 - `DELETE /speakers/{speaker_id}` - Remove speaker
 - `POST /speakers/reset` - Reset all speakers
 
-#### Health & Configuration  
+#### Health & Configuration
 - `GET /health` - Service health check
 - `GET /deepgram/config` - Get Deepgram API key for frontend
 
@@ -741,7 +741,7 @@ const ws = new WebSocket(url, protocols)
 }
 ```
 
-##### `utterance_boundary` 
+##### `utterance_boundary`
 Server-side VAD detected speech segment with speaker identification:
 ```json
 {
@@ -755,7 +755,7 @@ Server-side VAD detected speech segment with speaker identification:
   "transcript": "Hello world",
   "speaker_identification": {
     "speaker_id": "john_doe",
-    "speaker_name": "John Doe", 
+    "speaker_name": "John Doe",
     "confidence": 0.892,
     "status": "identified"
   }
@@ -780,7 +780,7 @@ All Deepgram API responses forwarded transparently:
 ##### `error`
 ```json
 {
-  "type": "error", 
+  "type": "error",
   "message": "Error description"
 }
 ```
@@ -788,7 +788,7 @@ All Deepgram API responses forwarded transparently:
 #### Features
 
 - **Speaker Change Detection**: Server-side VAD using Pyannote
-- **Real-time Speaker ID**: Identify enrolled speakers automatically  
+- **Real-time Speaker ID**: Identify enrolled speakers automatically
 - **Complete Deepgram Access**: All Deepgram events forwarded via `raw_deepgram`
 - **Debug Recording**: Server creates WAV files for troubleshooting
 - **HTTPS/WSS Support**: Full browser microphone compatibility
@@ -898,7 +898,7 @@ source .env && export HF_TOKEN && uv run pytest tests/test_speaker_service_integ
 
 #### What the Tests Cover
 1. **Service Health**: Verifies Docker containers start and service is accessible
-2. **Speaker Enrollment**: Batch enrollment of multiple speakers with audio files  
+2. **Speaker Enrollment**: Batch enrollment of multiple speakers with audio files
 3. **Database Persistence**: Confirms speakers are stored correctly
 4. **Individual Identification**: Tests single-speaker identification accuracy
 5. **Conversation Processing**: Full conversation analysis with speaker diarization
@@ -932,4 +932,4 @@ The advanced backend communicates with this service through the `client.py` modu
 ### General Performance
 - Audio files should be accessible from both services (use shared volumes)
 - Microphone recording dynamically detects browser sample rate (typically 44.1kHz or 48kHz) for optimal compatibility
-- Microphone recording requires `pyaudio` and proper audio device setup 
\ No newline at end of file
+- Microphone recording requires `pyaudio` and proper audio device setup
diff --git a/extras/speaker-recognition/docker-compose.yml b/extras/speaker-recognition/docker-compose.yml
index d0574f4f..e583fe72 100644
--- a/extras/speaker-recognition/docker-compose.yml
+++ b/extras/speaker-recognition/docker-compose.yml
@@ -59,7 +59,7 @@ services:
       default:
         aliases:
           - speaker-service
-  
+
   # Strix Halo / AMD ROCm Profile Configuration
   speaker-service-strixhalo:
     <<: *base-speaker-service
diff --git a/extras/speaker-recognition/init.py b/extras/speaker-recognition/init.py
index 6e678686..af150044 100755
--- a/extras/speaker-recognition/init.py
+++ b/extras/speaker-recognition/init.py
@@ -35,11 +35,7 @@ def __init__(self, args=None):
     def print_header(self, title: str):
         """Print a colorful header"""
         self.console.print()
-        panel = Panel(
-            Text(title, style="cyan bold"),
-            style="cyan",
-            expand=False
-        )
+        panel = Panel(Text(title, style="cyan bold"), style="cyan", expand=False)
         self.console.print(panel)
         self.console.print()
 
@@ -66,7 +62,9 @@ def prompt_password(self, prompt: str) -> str:
                     return password
                 self.console.print("[yellow][WARNING][/yellow] Token is required")
             except (EOFError, KeyboardInterrupt):
-                self.console.print("[red][ERROR][/red] Token is required for speaker recognition")
+                self.console.print(
+                    "[red][ERROR][/red] Token is required for speaker recognition"
+                )
                 sys.exit(1)
 
     def read_existing_env_value(self, key: str) -> str:
@@ -77,7 +75,9 @@ def mask_api_key(self, key: str, show_chars: int = 5) -> str:
         """Mask API key (delegates to shared utility)"""
         return mask_value(key, show_chars)
 
-    def prompt_choice(self, prompt: str, choices: Dict[str, str], default: str = "1") -> str:
+    def prompt_choice(
+        self, prompt: str, choices: Dict[str, str], default: str = "1"
+    ) -> str:
         """Prompt for a choice from options"""
         self.console.print(prompt)
         for key, desc in choices.items():
@@ -89,7 +89,9 @@ def prompt_choice(self, prompt: str, choices: Dict[str, str], default: str = "1"
                 choice = Prompt.ask("Enter choice", default=default)
                 if choice in choices:
                     return choice
-                self.console.print(f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]")
+                self.console.print(
+                    f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]"
+                )
             except EOFError:
                 self.console.print(f"Using default choice: {default}")
                 return default
@@ -101,7 +103,9 @@ def backup_existing_env(self):
             timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
             backup_path = f".env.backup.{timestamp}"
             shutil.copy2(env_path, backup_path)
-            self.console.print(f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}")
+            self.console.print(
+                f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}"
+            )
 
     def setup_hf_token(self):
         """Configure Hugging Face token"""
@@ -111,15 +115,22 @@ def setup_hf_token(self):
         self.console.print()
 
         # Check if provided via command line
-        if hasattr(self.args, 'hf_token') and self.args.hf_token:
+        if hasattr(self.args, "hf_token") and self.args.hf_token:
             self.config["HF_TOKEN"] = self.args.hf_token
-            self.console.print("[green][SUCCESS][/green] HF Token configured from command line")
+            self.console.print(
+                "[green][SUCCESS][/green] HF Token configured from command line"
+            )
         else:
             # Check for existing token
             existing_token = self.read_existing_env_value("HF_TOKEN")
-            if existing_token and existing_token not in ['your_huggingface_token_here', 'your-hf-token-here']:
+            if existing_token and existing_token not in [
+                "your_huggingface_token_here",
+                "your-hf-token-here",
+            ]:
                 masked_token = self.mask_api_key(existing_token)
-                self.console.print(f"[blue][INFO][/blue] Found existing token: {masked_token}")
+                self.console.print(
+                    f"[blue][INFO][/blue] Found existing token: {masked_token}"
+                )
                 try:
                     reuse = Confirm.ask("Use existing HF Token?", default=True)
                 except EOFError:
@@ -127,7 +138,9 @@ def setup_hf_token(self):
 
                 if reuse:
                     self.config["HF_TOKEN"] = existing_token
-                    self.console.print("[green][SUCCESS][/green] HF Token configured (reused)")
+                    self.console.print(
+                        "[green][SUCCESS][/green] HF Token configured (reused)"
+                    )
                 else:
                     hf_token = self.prompt_password("HF Token")
                     self.config["HF_TOKEN"] = hf_token
@@ -146,28 +159,34 @@ def setup_compute_mode(self):
         self.print_section("Compute Mode Configuration")
 
         # Detect macOS (Darwin) and auto-default to CPU
-        is_macos = platform.system() == 'Darwin'
+        is_macos = platform.system() == "Darwin"
 
         # Check if provided via command line
-        if hasattr(self.args, 'compute_mode') and self.args.compute_mode:
+        if hasattr(self.args, "compute_mode") and self.args.compute_mode:
             compute_mode = self.args.compute_mode
-            self.console.print(f"[green][SUCCESS][/green] Compute mode configured from command line: {compute_mode}")
+            self.console.print(
+                f"[green][SUCCESS][/green] Compute mode configured from command line: {compute_mode}"
+            )
         elif is_macos:
             # Auto-default to CPU on macOS
             compute_mode = "cpu"
-            self.console.print("[blue][INFO][/blue] Detected macOS - GPU acceleration not available (Apple Silicon/Intel)")
+            self.console.print(
+                "[blue][INFO][/blue] Detected macOS - GPU acceleration not available (Apple Silicon/Intel)"
+            )
             self.console.print("[green][SUCCESS][/green] Using CPU mode")
         else:
             # Pre-detect NVIDIA GPU to set smart default
             has_nvidia = shutil.which("nvidia-smi") is not None
             default_choice = "2" if has_nvidia else "1"
             if has_nvidia:
-                self.console.print("[blue][INFO][/blue] Detected NVIDIA GPU - defaulting to GPU acceleration")
+                self.console.print(
+                    "[blue][INFO][/blue] Detected NVIDIA GPU - defaulting to GPU acceleration"
+                )
 
             choices = {
                 "1": "CPU-only (works everywhere)",
                 "2": "GPU acceleration (requires NVIDIA+CUDA)",
-                "3": "AMD Strix Halo (NPU acceleration)"
+                "3": "AMD Strix Halo (NPU acceleration)",
             }
             choice = self.prompt_choice("Choose compute mode:", choices, default_choice)
 
@@ -188,36 +207,30 @@ def setup_compute_mode(self):
             detected_cuda = self.detect_cuda_version()
 
             # Map to default choice number
-            cuda_to_choice = {
-                "cu121": "1",
-                "cu126": "2",
-                "cu128": "3"
-            }
+            cuda_to_choice = {"cu121": "1", "cu126": "2", "cu128": "3"}
             default_choice = cuda_to_choice.get(detected_cuda, "2")
 
             self.console.print()
-            self.console.print(f"[blue][INFO][/blue] Detected CUDA version: {detected_cuda}")
+            self.console.print(
+                f"[blue][INFO][/blue] Detected CUDA version: {detected_cuda}"
+            )
             self.console.print()
 
             cuda_choices = {
                 "1": "CUDA 12.1 (cu121)",
                 "2": "CUDA 12.6 (cu126)",
-                "3": "CUDA 12.8 (cu128)"
+                "3": "CUDA 12.8 (cu128)",
             }
             cuda_choice = self.prompt_choice(
-                "Choose CUDA version for PyTorch:",
-                cuda_choices,
-                default_choice
+                "Choose CUDA version for PyTorch:", cuda_choices, default_choice
             )
 
-            choice_to_cuda = {
-                "1": "cu121",
-                "2": "cu126",
-                "3": "cu128"
-            }
+            choice_to_cuda = {"1": "cu121", "2": "cu126", "3": "cu128"}
             self.config["PYTORCH_CUDA_VERSION"] = choice_to_cuda[cuda_choice]
 
-        self.console.print(f"[blue][INFO][/blue] Using {compute_mode.upper()} mode with PyTorch CUDA version: {self.config['PYTORCH_CUDA_VERSION']}")
+        self.console.print(
+            f"[blue][INFO][/blue] Using {compute_mode.upper()} mode with PyTorch CUDA version: {self.config['PYTORCH_CUDA_VERSION']}"
+        )
 
         # Set service host and port defaults
         self.config["SPEAKER_SERVICE_HOST"] = "0.0.0.0"
@@ -227,17 +240,21 @@ def setup_compute_mode(self):
     def setup_deepgram(self):
         """Configure Deepgram API key if provided"""
         # Only set if provided via command line
-        if hasattr(self.args, 'deepgram_api_key') and self.args.deepgram_api_key:
+        if hasattr(self.args, "deepgram_api_key") and self.args.deepgram_api_key:
             self.config["DEEPGRAM_API_KEY"] = self.args.deepgram_api_key
-            self.console.print("[green][SUCCESS][/green] Deepgram API key configured from command line")
+            self.console.print(
+                "[green][SUCCESS][/green] Deepgram API key configured from command line"
+            )
 
     def setup_https(self):
         """Configure HTTPS settings"""
         # Check if HTTPS configuration provided via command line
-        if hasattr(self.args, 'enable_https') and self.args.enable_https:
+        if hasattr(self.args, "enable_https") and self.args.enable_https:
             enable_https = True
-            server_ip = getattr(self.args, 'server_ip', 'localhost')
-            self.console.print(f"[green][SUCCESS][/green] HTTPS configured via command line: {server_ip}")
+            server_ip = getattr(self.args, "server_ip", "localhost")
+            self.console.print(
+                f"[green][SUCCESS][/green] HTTPS configured via command line: {server_ip}"
+            )
         else:
             # Interactive configuration
             self.print_section("HTTPS Configuration (Optional)")
@@ -246,17 +263,23 @@ def setup_https(self):
 
             choices = {
                 "1": "HTTP mode (development, localhost only)",
-                "2": "HTTPS mode with SSL (production, remote access, microphone access)"
+                "2": "HTTPS mode with SSL (production, remote access, microphone access)",
             }
             choice = self.prompt_choice("Choose connection mode:", choices, "1")
-            enable_https = (choice == "2")
+            enable_https = choice == "2"
 
             if enable_https:
                 self.console.print()
-                self.console.print("[blue][INFO][/blue] For distributed deployments, use your Tailscale IP")
-                self.console.print("[blue][INFO][/blue] For local-only access, use 'localhost'")
+                self.console.print(
+                    "[blue][INFO][/blue] For distributed deployments, use your Tailscale IP"
+                )
+                self.console.print(
+                    "[blue][INFO][/blue] For local-only access, use 'localhost'"
+                )
                 self.console.print("Examples: localhost, 100.64.1.2, your-domain.com")
-                server_ip = self.prompt_value("Server IP/Domain for SSL certificate", "localhost")
+                server_ip = self.prompt_value(
+                    "Server IP/Domain for SSL certificate", "localhost"
+                )
 
         if enable_https:
             self.config["REACT_UI_HTTPS"] = "true"
@@ -267,36 +290,54 @@ def setup_https(self):
             ssl_script = Path("ssl/generate-ssl.sh")
             if ssl_script.exists():
                 try:
-                    subprocess.run([str(ssl_script), server_ip], check=True, timeout=180)
-                    self.console.print("[green][SUCCESS][/green] SSL certificates generated")
+                    subprocess.run(
+                        [str(ssl_script), server_ip], check=True, timeout=180
+                    )
+                    self.console.print(
+                        "[green][SUCCESS][/green] SSL certificates generated"
+                    )
                 except subprocess.TimeoutExpired:
-                    self.console.print("[yellow][WARNING][/yellow] SSL certificate generation timed out")
+                    self.console.print(
+                        "[yellow][WARNING][/yellow] SSL certificate generation timed out"
+                    )
                 except subprocess.CalledProcessError:
-                    self.console.print("[yellow][WARNING][/yellow] SSL certificate generation failed")
+                    self.console.print(
+                        "[yellow][WARNING][/yellow] SSL certificate generation failed"
+                    )
             else:
-                self.console.print(f"[yellow][WARNING][/yellow] SSL script not found at {ssl_script}")
+                self.console.print(
+                    f"[yellow][WARNING][/yellow] SSL script not found at {ssl_script}"
+                )
 
             # Generate nginx.conf from template
             self.console.print("[blue][INFO][/blue] Creating nginx configuration...")
             nginx_template = Path("nginx.conf.template")
             if nginx_template.exists():
                 try:
-                    with open(nginx_template, 'r') as f:
+                    with open(nginx_template, "r") as f:
                         nginx_content = f.read()
 
                     # Replace TAILSCALE_IP with server_ip
-                    nginx_content = nginx_content.replace('TAILSCALE_IP', server_ip)
+                    nginx_content = nginx_content.replace("TAILSCALE_IP", server_ip)
                     # Replace WEB_UI_PORT_PLACEHOLDER with the configured port
-                    nginx_content = nginx_content.replace('WEB_UI_PORT_PLACEHOLDER', self.config["REACT_UI_PORT"])
+                    nginx_content = nginx_content.replace(
+                        "WEB_UI_PORT_PLACEHOLDER", self.config["REACT_UI_PORT"]
+                    )
 
-                    with open('nginx.conf', 'w') as f:
+                    with open("nginx.conf", "w") as f:
                         f.write(nginx_content)
 
-                    self.console.print(f"[green][SUCCESS][/green] nginx.conf created for: {server_ip}")
+                    self.console.print(
+                        f"[green][SUCCESS][/green] nginx.conf created for: {server_ip}"
+                    )
                 except Exception as e:
-                    self.console.print(f"[yellow][WARNING][/yellow] nginx.conf generation failed: {e}")
+                    self.console.print(
+                        f"[yellow][WARNING][/yellow] nginx.conf generation failed: {e}"
+                    )
             else:
-                self.console.print("[yellow][WARNING][/yellow] nginx.conf.template not found")
+                self.console.print(
+                    "[yellow][WARNING][/yellow] nginx.conf.template not found"
+                )
 
             self.console.print()
             self.console.print("📋 [bold]HTTPS Mode URLs:[/bold]")
@@ -312,7 +353,9 @@ def setup_https(self):
             self.console.print("📋 [bold]HTTP Mode URLs:[/bold]")
             self.console.print("   📱 Service API: http://localhost:8085")
             self.console.print("   📱 Web Interface: http://localhost:5174")
-            self.console.print("   ⚠️  Note: Microphone access may not work over HTTP on remote connections")
+            self.console.print(
+                "   ⚠️  Note: Microphone access may not work over HTTP on remote connections"
+            )
 
     def generate_env_file(self):
         """Generate .env file from template and update with configuration"""
@@ -327,7 +370,9 @@ def generate_env_file(self):
             shutil.copy2(env_template, env_path)
             self.console.print("[blue][INFO][/blue] Copied .env.template to .env")
         else:
-            self.console.print("[yellow][WARNING][/yellow] .env.template not found, creating new .env")
+            self.console.print(
+                "[yellow][WARNING][/yellow] .env.template not found, creating new .env"
+            )
             env_path.touch(mode=0o600)
 
         # Update configured values using set_key
@@ -339,19 +384,25 @@ def generate_env_file(self):
         # Ensure secure permissions
         os.chmod(env_path, 0o600)
 
-        self.console.print("[green][SUCCESS][/green] .env file configured successfully with secure permissions")
+        self.console.print(
+            "[green][SUCCESS][/green] .env file configured successfully with secure permissions"
+        )
 
     def show_summary(self):
         """Show configuration summary"""
         self.print_section("Configuration Summary")
         self.console.print()
 
-        self.console.print(f"✅ HF Token: {'Configured' if self.config.get('HF_TOKEN') else 'Not configured'}")
-        pytorch_version = self.config.get('PYTORCH_CUDA_VERSION', 'cpu')
-        compute_mode = 'GPU' if pytorch_version.startswith('cu') else 'CPU'
+        self.console.print(
+            f"✅ HF Token: {'Configured' if self.config.get('HF_TOKEN') else 'Not configured'}"
+        )
+        pytorch_version = self.config.get("PYTORCH_CUDA_VERSION", "cpu")
+        compute_mode = "GPU" if pytorch_version.startswith("cu") else "CPU"
         self.console.print(f"✅ Compute Mode: {compute_mode} ({pytorch_version})")
-        self.console.print(f"✅ HTTPS Enabled: {self.config.get('REACT_UI_HTTPS', 'false')}")
-        if self.config.get('DEEPGRAM_API_KEY'):
+        self.console.print(
+            f"✅ HTTPS Enabled: {self.config.get('REACT_UI_HTTPS', 'false')}"
+        )
+        if self.config.get("DEEPGRAM_API_KEY"):
             self.console.print(f"✅ Deepgram API Key: Configured")
 
     def show_model_agreement_links(self):
@@ -359,14 +410,22 @@ def show_model_agreement_links(self):
         self.print_section("⚠️  Required: Accept Model Agreements")
         self.console.print()
 
-        self.console.print("Before using speaker recognition, you must accept agreements for these gated models:")
+        self.console.print(
+            "Before using speaker recognition, you must accept agreements for these gated models:"
+        )
         self.console.print()
 
         model_links = [
-            ("Speaker Diarization", "https://huggingface.co/pyannote/speaker-diarization-community-1"),
+            (
+                "Speaker Diarization",
+                "https://huggingface.co/pyannote/speaker-diarization-community-1",
+            ),
             ("Segmentation Model", "https://huggingface.co/pyannote/segmentation-3.0"),
             ("Segmentation Model2", "https://huggingface.co/pyannote/segmentation-3.1"),
-            ("Embedding Model", "https://huggingface.co/pyannote/wespeaker-voxceleb-resnet34-LM")
+            (
+                "Embedding Model",
+                "https://huggingface.co/pyannote/wespeaker-voxceleb-resnet34-LM",
+            ),
         ]
 
         for idx, (name, url) in enumerate(model_links, 1):
@@ -374,8 +433,12 @@ def show_model_agreement_links(self):
             self.console.print(f"      {url}")
             self.console.print()
 
-        self.console.print("[yellow]→[/yellow] Open each link above and click 'Agree and access repository'")
-        self.console.print("[yellow]→[/yellow] You must be logged into Hugging Face with the same account used for HF_TOKEN")
+        self.console.print(
+            "[yellow]→[/yellow] Open each link above and click 'Agree and access repository'"
+        )
+        self.console.print(
+            "[yellow]→[/yellow] You must be logged into Hugging Face with the same account used for HF_TOKEN"
+        )
         self.console.print()
 
     def show_next_steps(self):
@@ -384,10 +447,12 @@ def show_next_steps(self):
         self.console.print()
 
         self.console.print("1. Start the speaker recognition service:")
-        if self.config.get('REACT_UI_HTTPS') == 'true':
+        if self.config.get("REACT_UI_HTTPS") == "true":
             self.console.print("   [cyan]docker compose up --build -d[/cyan]")
         else:
-            self.console.print("   [cyan]docker compose up --build -d speaker-service web-ui[/cyan]")
+            self.console.print(
+                "   [cyan]docker compose up --build -d speaker-service web-ui[/cyan]"
+            )
 
     def run(self):
         """Run the complete setup process"""
@@ -412,7 +477,9 @@ def run(self):
             self.show_next_steps()
 
             self.console.print()
-            self.console.print("[green][SUCCESS][/green] Speaker Recognition setup complete! 🎉")
+            self.console.print(
+                "[green][SUCCESS][/green] Speaker Recognition setup complete! 🎉"
+            )
 
         except KeyboardInterrupt:
             self.console.print()
@@ -426,17 +493,22 @@ def run(self):
 def main():
     """Main entry point"""
     parser = argparse.ArgumentParser(description="Speaker Recognition Service Setup")
-    parser.add_argument("--hf-token",
-                       help="Hugging Face token (default: prompt user)")
-    parser.add_argument("--compute-mode",
-                       choices=["cpu", "gpu", "strixhalo"],
-                       help="Compute mode: cpu, gpu, or strixhalo (default: prompt user)")
-    parser.add_argument("--deepgram-api-key",
-                       help="Deepgram API key (optional)")
-    parser.add_argument("--enable-https", action="store_true",
-                       help="Enable HTTPS configuration (default: prompt user)")
-    parser.add_argument("--server-ip",
-                       help="Server IP/domain for SSL certificate (default: prompt user)")
+    parser.add_argument("--hf-token", help="Hugging Face token (default: prompt user)")
+    parser.add_argument(
+        "--compute-mode",
+        choices=["cpu", "gpu", "strixhalo"],
+        help="Compute mode: cpu, gpu, or strixhalo (default: prompt user)",
+    )
+    parser.add_argument("--deepgram-api-key", help="Deepgram API key (optional)")
+    parser.add_argument(
+        "--enable-https",
+        action="store_true",
+        help="Enable HTTPS configuration (default: prompt user)",
+    )
+    parser.add_argument(
+        "--server-ip",
+        help="Server IP/domain for SSL certificate (default: prompt user)",
+    )
 
     args = parser.parse_args()
 
diff --git a/extras/speaker-recognition/scripts/download-pyannote.py b/extras/speaker-recognition/scripts/download-pyannote.py
index 8d7cfcc6..e925d571 100755
--- a/extras/speaker-recognition/scripts/download-pyannote.py
+++ b/extras/speaker-recognition/scripts/download-pyannote.py
@@ -12,39 +12,51 @@
 from pyannote.audio.pipelines.speaker_verification import PretrainedSpeakerEmbedding
 
 # Set up logging
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger(__name__)
 
+
 def download_models():
     """Download and cache PyAnnote models."""
     try:
         # Set HuggingFace cache directory
-        hf_home = os.environ.get('HF_HOME', '/models')
-        os.environ['HF_HOME'] = hf_home
-        
+        hf_home = os.environ.get("HF_HOME", "/models")
+        os.environ["HF_HOME"] = hf_home
+
         logger.info(f"Downloading models to: {hf_home}")
-        
+
         # Check if HF token is available
-        hf_token = os.environ.get('HF_TOKEN')
+        hf_token = os.environ.get("HF_TOKEN")
         if not hf_token:
-            logger.warning("No HF_TOKEN found. Models will be downloaded at runtime when token is available.")
+            logger.warning(
+                "No HF_TOKEN found. Models will be downloaded at runtime when token is available."
+            )
             return True  # Don't fail the build, just skip download
-        
+
         # Import and download models
-        
+
         logger.info("Downloading speaker diarization model...")
-        Pipeline.from_pretrained('pyannote/speaker-diarization-community-1', token=hf_token)
-        
+        Pipeline.from_pretrained(
+            "pyannote/speaker-diarization-community-1", token=hf_token
+        )
+
         logger.info("Downloading speaker embedding model...")
-        PretrainedSpeakerEmbedding('pyannote/wespeaker-voxceleb-resnet34-LM', token=hf_token)
-        
+        PretrainedSpeakerEmbedding(
+            "pyannote/wespeaker-voxceleb-resnet34-LM", token=hf_token
+        )
+
         logger.info("Models downloaded successfully!")
         return True
-        
+
     except Exception as e:
-        logger.warning(f"Failed to download models during build (will download at runtime): {e}")
+        logger.warning(
+            f"Failed to download models during build (will download at runtime): {e}"
+        )
         return True  # Don't fail the build
 
+
 if __name__ == "__main__":
     success = download_models()
     sys.exit(0 if success else 1)
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py
index 4a1a5e83..90e0b332 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py
@@ -6,21 +6,20 @@
 import tempfile
 from datetime import datetime
 from pathlib import Path
-from typing import List, Dict, Any, Optional
+from typing import Any, Dict, List, Optional
 
 import numpy as np
 from fastapi import APIRouter, Depends, File, Form, HTTPException, Query, UploadFile
 from pydantic import BaseModel
-
 from simple_speaker_recognition.api.core.utils import (
     safe_format_confidence,
     secure_temp_file,
-    validate_confidence
+    validate_confidence,
 )
 from simple_speaker_recognition.core.models import (
     DiarizeAndIdentifyRequest,
     IdentifyResponse,
-    SpeakerStatus
+    SpeakerStatus,
 )
 from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
 from simple_speaker_recognition.database import get_db_session
@@ -38,17 +37,20 @@
 async def get_db():
     """Get speaker database dependency."""
     from .. import service
+
     return await service.get_db()
 
 
 def get_audio_backend():
     """Get audio backend."""
     from .. import service
+
     return service.audio_backend
 
 
 class AnnotationSegment(BaseModel):
     """Annotation segment for analysis."""
+
     start: float
     end: float
     speaker_label: str
@@ -57,6 +59,7 @@ class AnnotationSegment(BaseModel):
 
 class AnalyzeSegmentsRequest(BaseModel):
     """Request model for analyzing annotation segments."""
+
     segments: List[AnnotationSegment]
     method: str = "umap"
     cluster_method: str = "dbscan"
@@ -65,6 +68,7 @@ class AnalyzeSegmentsRequest(BaseModel):
 
 class CombinedAnalysisRequest(BaseModel):
     """Request model for combined analysis of segments and enrolled speakers."""
+
     segments: List[AnnotationSegment]
     expected_speakers: int = 2
     method: str = "umap"
@@ -74,28 +78,54 @@ class CombinedAnalysisRequest(BaseModel):
 
 @router.post("/diarize-and-identify")
 async def diarize_and_identify(
-    file: UploadFile = File(..., description="Audio file for diarization and speaker identification"),
-    min_duration: Optional[float] = Query(default=0.5, description="Minimum duration for speaker segments (seconds)"),
-    similarity_threshold: Optional[float] = Query(default=None, description="Override default similarity threshold for identification"),
-    identify_only_enrolled: bool = Query(default=False, description="Only return segments for enrolled speakers"),
-    user_id: Optional[int] = Query(default=None, description="User ID to scope speaker identification to user's enrolled speakers"),
-    min_speakers: Optional[int] = Query(default=None, description="Minimum number of speakers to detect"),
-    max_speakers: Optional[int] = Query(default=None, description="Maximum number of speakers to detect"),
-    collar: Optional[float] = Query(default=2.0, description="Collar duration (seconds) around speaker boundaries to merge segments"),
-    min_duration_off: Optional[float] = Query(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary"),
+    file: UploadFile = File(
+        ..., description="Audio file for diarization and speaker identification"
+    ),
+    min_duration: Optional[float] = Query(
+        default=0.5, description="Minimum duration for speaker segments (seconds)"
+    ),
+    similarity_threshold: Optional[float] = Query(
+        default=None,
+        description="Override default similarity threshold for identification",
+    ),
+    identify_only_enrolled: bool = Query(
+        default=False, description="Only return segments for enrolled speakers"
+    ),
+    user_id: Optional[int] = Query(
+        default=None,
+        description="User ID to scope speaker identification to user's enrolled speakers",
+    ),
+    min_speakers: Optional[int] = Query(
+        default=None, description="Minimum number of speakers to detect"
+    ),
+    max_speakers: Optional[int] = Query(
+        default=None, description="Maximum number of speakers to detect"
+    ),
+    collar: Optional[float] = Query(
+        default=2.0,
+        description="Collar duration (seconds) around speaker boundaries to merge segments",
+    ),
+    min_duration_off: Optional[float] = Query(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     Perform speaker diarization and identify enrolled speakers in one step.
-    
+
     This endpoint:
     1. Runs pyannote diarization to segment audio by speaker
     2. For each segment, extracts embeddings and identifies enrolled speakers
     3. Returns segments with both diarization labels and identified speaker names
     """
     log.info("Processing diarize-and-identify request")
-    log.info(f"Parameters - min_duration: {min_duration}, similarity_threshold: {similarity_threshold}, identify_only_enrolled: {identify_only_enrolled}, user_id: {user_id}, min_speakers: {min_speakers}, max_speakers: {max_speakers}, collar: {collar}, min_duration_off: {min_duration_off}")
-    log.info(f"File - name: {file.filename}, content_type: {file.content_type}, size: {file.size if hasattr(file, 'size') else 'unknown'}")
+    log.info(
+        f"Parameters - min_duration: {min_duration}, similarity_threshold: {similarity_threshold}, identify_only_enrolled: {identify_only_enrolled}, user_id: {user_id}, min_speakers: {min_speakers}, max_speakers: {max_speakers}, collar: {collar}, min_duration_off: {min_duration_off}"
+    )
+    log.info(
+        f"File - name: {file.filename}, content_type: {file.content_type}, size: {file.size if hasattr(file, 'size') else 'unknown'}"
+    )
 
     # Early validation: Validate file presence
     if not file or not file.filename:
@@ -105,8 +135,8 @@ async def diarize_and_identify(
             detail={
                 "error": "validation_error",
                 "message": "No audio file provided",
-                "field": "file"
-            }
+                "field": "file",
+            },
         )
 
     # Read audio data once
@@ -120,8 +150,8 @@ async def diarize_and_identify(
             detail={
                 "error": "validation_error",
                 "message": "Audio file is empty",
-                "field": "file"
-            }
+                "field": "file",
+            },
         )
 
     # Resource check - verify backend is initialized
@@ -133,17 +163,18 @@ async def diarize_and_identify(
             detail={
                 "error": "resource_error",
                 "message": "Audio backend not initialized",
-                "resource": "audio_backend"
-            }
+                "resource": "audio_backend",
+            },
         )
-    
+
     # Save to temp file for processing
     with secure_temp_file() as tmp:
         tmp.write(audio_data)
         tmp_path = Path(tmp.name)
-    
+
     # Save audio to debug directory for analysis
     from datetime import datetime
+
     debug_dir = Path("/app/debug")
     if debug_dir.exists():
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
@@ -151,137 +182,168 @@ async def diarize_and_identify(
         debug_path = debug_dir / debug_filename
         debug_path.write_bytes(audio_data)
         log.info(f"Saved audio for debugging to: {debug_path}")
-    
+
     try:
         # Step 1: Perform diarization
         log.info(f"Step 1: Performing speaker diarization on {tmp_path}")
         if min_speakers or max_speakers:
-            log.info(f"Using speaker constraints: min={min_speakers}, max={max_speakers}")
+            log.info(
+                f"Using speaker constraints: min={min_speakers}, max={max_speakers}"
+            )
 
         # Use audio_backend from early validation (already checked above)
-        segments = await audio_backend.async_diarize(tmp_path, min_speakers=min_speakers, max_speakers=max_speakers,
-                                                     collar=collar, min_duration_off=min_duration_off)
-        
+        segments = await audio_backend.async_diarize(
+            tmp_path,
+            min_speakers=min_speakers,
+            max_speakers=max_speakers,
+            collar=collar,
+            min_duration_off=min_duration_off,
+        )
+
         # Log what PyAnnote produced
         log.info(f"PyAnnote produced {len(segments)} segments")
         for i, seg in enumerate(segments[:5]):  # Log first 5 segments for debugging
-            log.info(f"  Segment {i}: speaker={seg['speaker']}, start={seg['start']:.2f}, end={seg['end']:.2f}, duration={seg['duration']:.2f}s")
+            log.info(
+                f"  Segment {i}: speaker={seg['speaker']}, start={seg['start']:.2f}, end={seg['end']:.2f}, duration={seg['duration']:.2f}s"
+            )
         if len(segments) > 5:
             log.info(f"  ... and {len(segments) - 5} more segments")
-        
+
         # Apply minimum duration filter if specified
         if min_duration is not None:
             original_count = len(segments)
             segments = [s for s in segments if s["duration"] >= min_duration]
             if len(segments) < original_count:
-                log.info(f"Filtered out {original_count - len(segments)} segments shorter than {min_duration}s")
-        
+                log.info(
+                    f"Filtered out {original_count - len(segments)} segments shorter than {min_duration}s"
+                )
+
         # Step 2: Identify speakers for each segment
         log.info(f"Step 2: Identifying speakers for {len(segments)} segments")
         enhanced_segments = []
         identified_speakers = set()
         unknown_speakers = set()
-        
+
         # Use custom threshold if provided, otherwise use default
-        threshold = similarity_threshold if similarity_threshold is not None else db.similarity_thr
-        
+        threshold = (
+            similarity_threshold
+            if similarity_threshold is not None
+            else db.similarity_thr
+        )
+
         # Get audio duration for bounds checking
         audio_info = get_audio_info(str(tmp_path))
         audio_duration = audio_info.get("duration_seconds")
-        
+
         if audio_duration is None:
             raise ValueError("Failed to get audio duration from file")
-            
+
         log.info(f"Audio file duration: {audio_duration:.3f}s")
-        
+
         for i, segment in enumerate(segments):
             try:
                 speaker_label = segment["speaker"]
                 start_time = segment["start"]
                 end_time = segment["end"]
-                
+
                 # Validate and clip segment times to audio bounds
                 start_time = max(0, start_time)
                 end_time = min(audio_duration, end_time)
-                
+
                 # Check if segment end exceeds audio duration
                 if segment["end"] > audio_duration:
-                    log.warning(f"Segment {i+1} end time {segment['end']:.3f}s exceeds audio duration {audio_duration:.3f}s, clipping to {end_time:.3f}s")
-                
+                    log.warning(
+                        f"Segment {i+1} end time {segment['end']:.3f}s exceeds audio duration {audio_duration:.3f}s, clipping to {end_time:.3f}s"
+                    )
+
                 duration = end_time - start_time
-                
+
                 # Skip very short segments (less than min_duration)
                 if duration < (min_duration or 0.5):
                     log.debug(f"Skipping segment {i+1}: too short ({duration:.2f}s)")
                     continue
-                
+
                 # Load audio segment with clipped times
                 wav = audio_backend.load_wave(tmp_path, start_time, end_time)
-                
+
                 # Generate embedding
                 emb = await audio_backend.async_embed(wav)
-                
+
                 # Identify speaker with custom threshold
                 found = False
                 speaker_info = None
                 confidence = 0.0
-                
+
                 # Try to identify speaker (UnifiedSpeakerDB handles speaker existence check internally)
                 # Temporarily override threshold for this identification
                 original_threshold = db.similarity_thr
                 db.similarity_thr = threshold
                 try:
-                    found, speaker_info, confidence = await db.identify(emb, user_id=user_id)
+                    found, speaker_info, confidence = await db.identify(
+                        emb, user_id=user_id
+                    )
                     confidence = validate_confidence(confidence, "diarize_and_identify")
                 finally:
                     db.similarity_thr = original_threshold
-                
+
                 # Build enhanced segment
                 enhanced_segment = {
                     "speaker": speaker_label,
                     "start": round(start_time, 3),
                     "end": round(end_time, 3),
                     "duration": round(duration, 3),
-                    "identified_as": speaker_info["name"] if found and speaker_info else None,
-                    "identified_id": speaker_info["id"] if found and speaker_info else None,
+                    "identified_as": (
+                        speaker_info["name"] if found and speaker_info else None
+                    ),
+                    "identified_id": (
+                        speaker_info["id"] if found and speaker_info else None
+                    ),
                     "confidence": round(float(confidence), 3) if confidence else 0.0,
-                    "status": "identified" if found else "unknown"
+                    "status": "identified" if found else "unknown",
                 }
-                
+
                 # Track identified vs unknown speakers
                 if found and speaker_info:
                     identified_speakers.add(speaker_info["name"])
-                    confidence_str = safe_format_confidence(confidence, "diarization_segment")
-                    log.debug(f"Segment {i+1}: Identified as {speaker_info['name']} (confidence: {confidence_str})")
+                    confidence_str = safe_format_confidence(
+                        confidence, "diarization_segment"
+                    )
+                    log.debug(
+                        f"Segment {i+1}: Identified as {speaker_info['name']} (confidence: {confidence_str})"
+                    )
                 else:
                     unknown_speakers.add(speaker_label)
                     log.debug(f"Segment {i+1}: Unknown speaker {speaker_label}")
-                
+
                 # Only add segment if it's identified or we're not filtering
                 if not identify_only_enrolled or found:
                     enhanced_segments.append(enhanced_segment)
-                    
+
             except Exception as e:
                 log.warning(f"Error processing segment {i+1}: {str(e)}")
                 # Add segment with error status unless filtering
                 if not identify_only_enrolled:
-                    enhanced_segments.append({
-                        "speaker": segment["speaker"],
-                        "start": segment["start"],
-                        "end": segment["end"],
-                        "duration": segment["duration"],
-                        "identified_as": None,
-                        "identified_id": None,
-                        "confidence": 0.0,
-                        "status": "error",
-                        "error": str(e)
-                    })
-        
+                    enhanced_segments.append(
+                        {
+                            "speaker": segment["speaker"],
+                            "start": segment["start"],
+                            "end": segment["end"],
+                            "duration": segment["duration"],
+                            "identified_as": None,
+                            "identified_id": None,
+                            "confidence": 0.0,
+                            "status": "error",
+                            "error": str(e),
+                        }
+                    )
+
         # Calculate summary statistics
         total_duration = max(s["end"] for s in segments) if segments else 0
-        
-        log.info(f"Diarization and identification complete - {len(identified_speakers)} identified, {len(unknown_speakers)} unknown")
-        
+
+        log.info(
+            f"Diarization and identification complete - {len(identified_speakers)} identified, {len(unknown_speakers)} unknown"
+        )
+
         return {
             "segments": enhanced_segments,
             "summary": {
@@ -291,10 +353,10 @@ async def diarize_and_identify(
                 "identified_speakers": sorted(list(identified_speakers)),
                 "unknown_speakers": sorted(list(unknown_speakers)),
                 "similarity_threshold": threshold,
-                "filtered": identify_only_enrolled
-            }
+                "filtered": identify_only_enrolled,
+            },
         }
-        
+
     except Exception as e:
         log.error(f"Error during diarize-and-identify: {e}")
         raise HTTPException(500, f"Diarize and identify failed: {str(e)}") from e
@@ -304,17 +366,41 @@ async def diarize_and_identify(
 
 @router.post("/v1/diarize-identify-match")
 async def diarize_identify_match(
-    file: UploadFile = File(None, description="Audio file for diarization and word matching"),
-    transcript_data: str = Form(..., description="JSON string with transcript words and text"),
-    user_id: Optional[int] = Form(default=None, description="User ID for speaker identification"),
-    conversation_id: Optional[str] = Form(default=None, description="Conversation ID to fetch audio from backend"),
-    backend_token: Optional[str] = Form(default=None, description="JWT token for backend API authentication"),
-    min_duration: float = Form(default=0.5, description="Minimum segment duration in seconds"),
-    similarity_threshold: float = Form(default=0.45, description="Speaker similarity threshold"),
-    min_speakers: Optional[int] = Form(default=None, description="Minimum number of speakers to detect"),
-    max_speakers: Optional[int] = Form(default=None, description="Maximum number of speakers to detect"),
-    collar: float = Form(default=2.0, description="Collar duration (seconds) around speaker boundaries to merge segments"),
-    min_duration_off: float = Form(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary"),
+    file: UploadFile = File(
+        None, description="Audio file for diarization and word matching"
+    ),
+    transcript_data: str = Form(
+        ..., description="JSON string with transcript words and text"
+    ),
+    user_id: Optional[int] = Form(
+        default=None, description="User ID for speaker identification"
+    ),
+    conversation_id: Optional[str] = Form(
+        default=None, description="Conversation ID to fetch audio from backend"
+    ),
+    backend_token: Optional[str] = Form(
+        default=None, description="JWT token for backend API authentication"
+    ),
+    min_duration: float = Form(
+        default=0.5, description="Minimum segment duration in seconds"
+    ),
+    similarity_threshold: float = Form(
+        default=0.45, description="Speaker similarity threshold"
+    ),
+    min_speakers: Optional[int] = Form(
+        default=None, description="Minimum number of speakers to detect"
+    ),
+    max_speakers: Optional[int] = Form(
+        default=None, description="Maximum number of speakers to detect"
+    ),
+    collar: float = Form(
+        default=2.0,
+        description="Collar duration (seconds) around speaker boundaries to merge segments",
+    ),
+    min_duration_off: float = Form(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
@@ -341,14 +427,20 @@ async def diarize_identify_match(
     """
     log.info(f"Processing diarize-identify-match request")
     log.info(f"Mode: {'conversation' if conversation_id else 'file upload'}")
-    log.info(f"Parameters - user_id: {user_id}, min_duration: {min_duration}, similarity_threshold: {similarity_threshold}, min_speakers: {min_speakers}, max_speakers: {max_speakers}, collar: {collar}, min_duration_off: {min_duration_off}")
-    log.info(f"Transcript data length: {len(transcript_data) if transcript_data else 0}")
+    log.info(
+        f"Parameters - user_id: {user_id}, min_duration: {min_duration}, similarity_threshold: {similarity_threshold}, min_speakers: {min_speakers}, max_speakers: {max_speakers}, collar: {collar}, min_duration_off: {min_duration_off}"
+    )
+    log.info(
+        f"Transcript data length: {len(transcript_data) if transcript_data else 0}"
+    )
 
     # Validate: must provide either file OR conversation_id
     if not file and not conversation_id:
         raise HTTPException(400, "Must provide either audio file or conversation_id")
     if file and conversation_id:
-        raise HTTPException(400, "Cannot provide both audio file and conversation_id - choose one mode")
+        raise HTTPException(
+            400, "Cannot provide both audio file and conversation_id - choose one mode"
+        )
     if conversation_id and not backend_token:
         raise HTTPException(400, "backend_token required when using conversation_id")
 
@@ -364,8 +456,8 @@ async def diarize_identify_match(
             detail={
                 "error": "validation_error",
                 "message": error_msg,
-                "field": "transcript_data"
-            }
+                "field": "transcript_data",
+            },
         ) from e
 
     if not words:
@@ -376,25 +468,26 @@ async def diarize_identify_match(
             detail={
                 "error": "validation_error",
                 "message": error_msg,
-                "field": "transcript_data.words"
-            }
+                "field": "transcript_data.words",
+            },
         )
 
     # Resource check - verify model is loaded before processing
     audio_backend = get_audio_backend()
-    if not audio_backend or not hasattr(audio_backend, 'async_diarize'):
+    if not audio_backend or not hasattr(audio_backend, "async_diarize"):
         log.error("❌ RESOURCE ERROR: Diarization model not loaded")
         raise HTTPException(
             503,
             detail={
                 "error": "resource_error",
                 "message": "Diarization model not loaded",
-                "resource": "diarization_model"
-            }
+                "resource": "diarization_model",
+            },
         )
 
     # Get settings for chunking configuration
     from simple_speaker_recognition.api.service import auth as settings
+
     max_diarize_duration = settings.max_diarize_duration  # Default 60 seconds
     diarize_chunk_overlap = settings.diarize_chunk_overlap  # Default 5 seconds
     MAX_AUDIO_DURATION = 7200  # 2 hours hard limit
@@ -406,24 +499,30 @@ async def diarize_identify_match(
         backend_client = BackendClient(settings.backend_api_url)
         try:
             # Get conversation metadata
-            metadata = await backend_client.get_conversation_metadata(conversation_id, backend_token)
-            total_duration = metadata.get('duration')
+            metadata = await backend_client.get_conversation_metadata(
+                conversation_id, backend_token
+            )
+            total_duration = metadata.get("duration")
             if total_duration is None:
                 raise HTTPException(400, "Conversation metadata missing duration field")
 
-            log.info(f"Conversation {conversation_id[:12]}: duration={total_duration:.1f}s")
+            log.info(
+                f"Conversation {conversation_id[:12]}: duration={total_duration:.1f}s"
+            )
 
             # Validate: 2 hour maximum
             if total_duration > MAX_AUDIO_DURATION:
-                raise HTTPException(400, f"Audio duration {total_duration:.1f}s exceeds maximum allowed duration of {MAX_AUDIO_DURATION}s (2 hours)")
+                raise HTTPException(
+                    400,
+                    f"Audio duration {total_duration:.1f}s exceeds maximum allowed duration of {MAX_AUDIO_DURATION}s (2 hours)",
+                )
 
             # Fetch full audio from backend
-            log.info(f"Fetching audio from backend for conversation {conversation_id[:12]}")
+            log.info(
+                f"Fetching audio from backend for conversation {conversation_id[:12]}"
+            )
             wav_bytes = await backend_client.get_audio_segment(
-                conversation_id,
-                backend_token,
-                start=0.0,
-                duration=total_duration
+                conversation_id, backend_token, start=0.0, duration=total_duration
             )
 
             # Write to temp file
@@ -442,21 +541,27 @@ async def diarize_identify_match(
 
         # Get audio duration for validation
         from simple_speaker_recognition.utils.audio_processing import get_audio_info
+
         audio_info = get_audio_info(str(tmp_path))
-        total_duration = audio_info.get('duration_seconds', 0)
+        total_duration = audio_info.get("duration_seconds", 0)
 
         log.info(f"Uploaded file: {file.filename}, duration={total_duration:.1f}s")
 
         # Validate: 2 hour maximum
         if total_duration > MAX_AUDIO_DURATION:
             tmp_path.unlink(missing_ok=True)
-            raise HTTPException(400, f"Audio duration {total_duration:.1f}s exceeds maximum allowed duration of {MAX_AUDIO_DURATION}s (2 hours)")
+            raise HTTPException(
+                400,
+                f"Audio duration {total_duration:.1f}s exceeds maximum allowed duration of {MAX_AUDIO_DURATION}s (2 hours)",
+            )
 
     try:
         # Step 1: Perform diarization (chunking happens automatically inside if needed)
         log.info(f"Performing speaker diarization on {tmp_path}")
         if min_speakers or max_speakers:
-            log.info(f"Using speaker constraints: min={min_speakers}, max={max_speakers}")
+            log.info(
+                f"Using speaker constraints: min={min_speakers}, max={max_speakers}"
+            )
 
         # Use audio_backend from early validation (already checked above)
         diarization_segments = await audio_backend.async_diarize(
@@ -466,26 +571,30 @@ async def diarize_identify_match(
             collar=collar,
             min_duration_off=min_duration_off,
             max_duration=max_diarize_duration,
-            chunk_overlap=diarize_chunk_overlap
+            chunk_overlap=diarize_chunk_overlap,
         )
-        
+
         # Apply minimum duration filter
         if min_duration > 0:
             original_count = len(diarization_segments)
-            diarization_segments = [s for s in diarization_segments if s["duration"] >= min_duration]
+            diarization_segments = [
+                s for s in diarization_segments if s["duration"] >= min_duration
+            ]
             if len(diarization_segments) < original_count:
-                log.info(f"Filtered out {original_count - len(diarization_segments)} segments shorter than {min_duration}s")
-        
+                log.info(
+                    f"Filtered out {original_count - len(diarization_segments)} segments shorter than {min_duration}s"
+                )
+
         # Step 2: Identify speakers for each segment
         enhanced_segments = []
         for segment in diarization_segments:
             speaker_label = segment["speaker"]
             start_time = segment["start"]
             end_time = segment["end"]
-            
+
             # Extract audio for this segment using correct method
             segment_audio = audio_backend.load_wave(tmp_path, start_time, end_time)
-            
+
             # Check if we can identify this speaker
             speaker_info = None
             confidence = 0.0
@@ -493,10 +602,12 @@ async def diarize_identify_match(
             if user_id:
                 # Generate embedding for this segment
                 emb = await audio_backend.async_embed(segment_audio)
-                
+
                 # Identify speaker using the database
-                found, speaker_info, confidence = await db.identify(emb, user_id=user_id)
-            
+                found, speaker_info, confidence = await db.identify(
+                    emb, user_id=user_id
+                )
+
             # Step 3: Match transcript words to this segment
             segment_words = []
             for word in words:
@@ -510,44 +621,48 @@ async def diarize_identify_match(
 
             # Create segment with matched text
             segment_text = " ".join(w.get("word", "") for w in segment_words).strip()
-            
+
             if speaker_info and confidence >= similarity_threshold:
                 # Identified speaker
-                enhanced_segments.append({
-                    "text": segment_text,
-                    "start": round(start_time, 3),
-                    "end": round(end_time, 3),
-                    "speaker": speaker_label,
-                    "identified_as": speaker_info["name"],
-                    "speaker_id": speaker_info["id"],
-                    "confidence": round(float(confidence), 3),
-                    "status": "identified",
-                    "words": segment_words  # Include word-level timestamps
-                })
+                enhanced_segments.append(
+                    {
+                        "text": segment_text,
+                        "start": round(start_time, 3),
+                        "end": round(end_time, 3),
+                        "speaker": speaker_label,
+                        "identified_as": speaker_info["name"],
+                        "speaker_id": speaker_info["id"],
+                        "confidence": round(float(confidence), 3),
+                        "status": "identified",
+                        "words": segment_words,  # Include word-level timestamps
+                    }
+                )
             else:
                 # Unknown speaker
-                enhanced_segments.append({
-                    "text": segment_text,
-                    "start": round(start_time, 3),
-                    "end": round(end_time, 3),
-                    "speaker": speaker_label,
-                    "identified_as": None,
-                    "speaker_id": None,
-                    "confidence": round(float(confidence), 3) if confidence else 0.0,
-                    "status": "unknown",
-                    "words": segment_words  # Include word-level timestamps
-                })
-        
+                enhanced_segments.append(
+                    {
+                        "text": segment_text,
+                        "start": round(start_time, 3),
+                        "end": round(end_time, 3),
+                        "speaker": speaker_label,
+                        "identified_as": None,
+                        "speaker_id": None,
+                        "confidence": (
+                            round(float(confidence), 3) if confidence else 0.0
+                        ),
+                        "status": "unknown",
+                        "words": segment_words,  # Include word-level timestamps
+                    }
+                )
+
         # Create summary
-        identified_speakers = list(set(
-            s["identified_as"] for s in enhanced_segments 
-            if s["identified_as"]
-        ))
-        unknown_speakers = list(set(
-            s["speaker"] for s in enhanced_segments 
-            if not s["identified_as"]
-        ))
-        
+        identified_speakers = list(
+            set(s["identified_as"] for s in enhanced_segments if s["identified_as"])
+        )
+        unknown_speakers = list(
+            set(s["speaker"] for s in enhanced_segments if not s["identified_as"])
+        )
+
         response = {
             "segments": enhanced_segments,
             "summary": {
@@ -555,14 +670,16 @@ async def diarize_identify_match(
                 "identified_speakers": identified_speakers,
                 "unknown_speakers": unknown_speakers,
                 "similarity_threshold": similarity_threshold,
-                "processing_mode": "diarize_identify_match"
-            }
+                "processing_mode": "diarize_identify_match",
+            },
         }
-        
-        log.info(f"Diarize-identify-match complete: {len(enhanced_segments)} segments, "
-                f"{len(identified_speakers)} identified speakers")
+
+        log.info(
+            f"Diarize-identify-match complete: {len(enhanced_segments)} segments, "
+            f"{len(identified_speakers)} identified speakers"
+        )
         return response
-        
+
     finally:
         # Clean up temporary file
         tmp_path.unlink(missing_ok=True)
@@ -570,97 +687,144 @@ async def diarize_identify_match(
 
 @router.post("/plain-diarize-and-identify")
 async def plain_diarize_and_identify(
-    file: UploadFile = File(..., description="Audio file for plain diarization and speaker identification"),
-    min_duration: Optional[float] = Form(default=0.5, description="Minimum duration for speaker segments (seconds)"),
-    similarity_threshold: Optional[float] = Form(default=None, description="Override default similarity threshold for identification"),
-    identify_only_enrolled: bool = Form(default=False, description="Only return segments for enrolled speakers"),
-    user_id: Optional[int] = Form(default=None, description="User ID to scope speaker identification to user's enrolled speakers"),
-    min_speakers: Optional[int] = Form(default=None, description="Minimum number of speakers to detect"),
-    max_speakers: Optional[int] = Form(default=None, description="Maximum number of speakers to detect"),
-    collar: Optional[float] = Form(default=2.0, description="Collar duration (seconds) around speaker boundaries to merge segments"),
-    min_duration_off: Optional[float] = Form(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary"),
+    file: UploadFile = File(
+        ..., description="Audio file for plain diarization and speaker identification"
+    ),
+    min_duration: Optional[float] = Form(
+        default=0.5, description="Minimum duration for speaker segments (seconds)"
+    ),
+    similarity_threshold: Optional[float] = Form(
+        default=None,
+        description="Override default similarity threshold for identification",
+    ),
+    identify_only_enrolled: bool = Form(
+        default=False, description="Only return segments for enrolled speakers"
+    ),
+    user_id: Optional[int] = Form(
+        default=None,
+        description="User ID to scope speaker identification to user's enrolled speakers",
+    ),
+    min_speakers: Optional[int] = Form(
+        default=None, description="Minimum number of speakers to detect"
+    ),
+    max_speakers: Optional[int] = Form(
+        default=None, description="Maximum number of speakers to detect"
+    ),
+    collar: Optional[float] = Form(
+        default=2.0,
+        description="Collar duration (seconds) around speaker boundaries to merge segments",
+    ),
+    min_duration_off: Optional[float] = Form(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     Plain diarization and speaker identification without transcription.
-    
+
     This is an alias for the standard diarize-and-identify endpoint,
     provided for frontend compatibility with different processing modes.
     """
-    log.info("Processing plain-diarize-and-identify request (redirecting to standard diarize-and-identify)")
-    
+    log.info(
+        "Processing plain-diarize-and-identify request (redirecting to standard diarize-and-identify)"
+    )
+
     # Simply call the existing diarize_and_identify function with the same parameters
-    return await diarize_and_identify(file, min_duration, similarity_threshold, identify_only_enrolled, user_id, min_speakers, max_speakers, collar, min_duration_off, db)
+    return await diarize_and_identify(
+        file,
+        min_duration,
+        similarity_threshold,
+        identify_only_enrolled,
+        user_id,
+        min_speakers,
+        max_speakers,
+        collar,
+        min_duration_off,
+        db,
+    )
 
 
 @router.post("/identify", response_model=IdentifyResponse)
 async def identify(
     file: UploadFile = File(..., description="Audio file for speaker identification"),
-    similarity_threshold: Optional[float] = Form(default=None, description="Override default similarity threshold for identification"),
-    user_id: Optional[int] = Form(default=None, description="User ID to scope speaker identification to user's enrolled speakers"),
+    similarity_threshold: Optional[float] = Form(
+        default=None,
+        description="Override default similarity threshold for identification",
+    ),
+    user_id: Optional[int] = Form(
+        default=None,
+        description="User ID to scope speaker identification to user's enrolled speakers",
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     Identify the speaker in an audio file.
-    
+
     This endpoint is optimized for real-time processing:
     1. Assumes the audio contains speech from a single speaker
     2. Extracts embedding from the entire audio chunk
     3. Identifies the enrolled speaker
     4. Returns a single identification result
-    
+
     Designed for use with utterance boundaries in real-time transcription.
     """
     log.info("Processing identify request")
-    
+
     with secure_temp_file() as tmp:
         tmp.write(await file.read())
         tmp_path = Path(tmp.name)
-        
+
         # Debug: Copy WAV file to debug directory
         try:
             debug_dir = Path("/app/debug")
             if not debug_dir.exists():
                 log.error(f"Debug directory does not exist, creating: {debug_dir}")
-            
+
             # Create filename with timestamp and original filename
             timestamp = datetime.now().strftime("%Y%m%d_%H%M%S_%f")[:-3]  # milliseconds
-            original_name = getattr(file, 'filename', 'utterance.wav') or 'utterance.wav'
+            original_name = (
+                getattr(file, "filename", "utterance.wav") or "utterance.wav"
+            )
             debug_filename = f"{timestamp}_{original_name}"
             debug_path = debug_dir / debug_filename
-            
+
             # Copy the temp file to debug location
             shutil.copy2(tmp_path, debug_path)
-            
+
             log.info(f"🐛 [DEBUG] WAV file dumped to: {debug_path}")
         except Exception as e:
             log.warning(f"Failed to dump debug WAV file: {e}")
-    
+
     try:
         # Get audio info for duration
         audio_info = get_audio_info(str(tmp_path))
-        duration = audio_info.get('duration_seconds')
-        
+        duration = audio_info.get("duration_seconds")
+
         if duration is None:
             raise ValueError("Failed to get audio duration from file")
-        
+
         log.info(f"Processing audio: {duration:.2f}s duration")
-        
+
         # Load the entire audio file (no segmentation needed)
         audio_backend = get_audio_backend()
         wav = audio_backend.load_wave(tmp_path)
-        
+
         # Generate embedding for the entire utterance
         emb = await audio_backend.async_embed(wav)
-        
+
         # Use custom threshold if provided, otherwise use default
-        threshold = similarity_threshold if similarity_threshold is not None else db.similarity_thr
-        
+        threshold = (
+            similarity_threshold
+            if similarity_threshold is not None
+            else db.similarity_thr
+        )
+
         # Identify speaker with custom threshold
         found = False
         speaker_info = None
         confidence = 0.0
-        
+
         # Temporarily override threshold for this identification
         original_threshold = db.similarity_thr
         db.similarity_thr = threshold
@@ -669,12 +833,16 @@ async def identify(
             confidence = validate_confidence(confidence, "speaker_identification")
         finally:
             db.similarity_thr = original_threshold
-        
+
         # Build response
         if found and speaker_info:
-            confidence_str = safe_format_confidence(confidence, "speaker_identification")
-            log.info(f"Speaker identified as {speaker_info['name']} (confidence: {confidence_str})")
-            
+            confidence_str = safe_format_confidence(
+                confidence, "speaker_identification"
+            )
+            log.info(
+                f"Speaker identified as {speaker_info['name']} (confidence: {confidence_str})"
+            )
+
             return IdentifyResponse(
                 found=True,
                 speaker_id=speaker_info["id"],
@@ -682,11 +850,13 @@ async def identify(
                 confidence=round(float(confidence), 3),
                 status=SpeakerStatus.IDENTIFIED,
                 similarity_threshold=threshold,
-                duration=round(duration, 3)
+                duration=round(duration, 3),
             )
         else:
-            log.info(f"Speaker not identified (confidence: {confidence:.3f} < threshold: {threshold:.3f})")
-            
+            log.info(
+                f"Speaker not identified (confidence: {confidence:.3f} < threshold: {threshold:.3f})"
+            )
+
             return IdentifyResponse(
                 found=False,
                 speaker_id=None,
@@ -694,9 +864,9 @@ async def identify(
                 confidence=round(float(confidence), 3),
                 status=SpeakerStatus.UNKNOWN,
                 similarity_threshold=threshold,
-                duration=round(duration, 3)
+                duration=round(duration, 3),
             )
-        
+
     except Exception as e:
         log.error(f"Error during speaker identification: {e}")
         raise HTTPException(500, f"Speaker identification failed: {str(e)}") from e
@@ -706,7 +876,9 @@ async def identify(
 
 @router.post("/annotations/analyze-segments")
 async def analyze_annotation_segments(
-    audio_file: UploadFile = File(..., description="Audio file containing the segments"),
+    audio_file: UploadFile = File(
+        ..., description="Audio file containing the segments"
+    ),
     segments: str = Form(..., description="JSON string of segments to analyze"),
     method: str = Form(default="umap", description="Dimensionality reduction method"),
     cluster_method: str = Form(default="dbscan", description="Clustering method"),
@@ -715,24 +887,27 @@ async def analyze_annotation_segments(
 ):
     """
     Analyze speaker embedding clustering for annotation segments.
-    
+
     This endpoint extracts embeddings from specific segments in an audio file
     and performs clustering analysis to help visualize speaker separation.
     """
     import json
+
     # Local import to avoid OpenMP/BLAS runtime conflicts between PyTorch (ROCm) and Sklearn/UMAP
     # that cause a segmentation fault if imported at the top level alongside torch.
     from simple_speaker_recognition.utils.analysis import create_speaker_analysis
-    
+
     # Parse segments JSON
     try:
         segments_data = json.loads(segments)
         request_segments = [AnnotationSegment(**seg) for seg in segments_data]
     except Exception as e:
         raise HTTPException(400, f"Invalid segments JSON: {str(e)}")
-    
-    log.info(f"Processing segment analysis request for {len(request_segments)} segments")
-    
+
+    log.info(
+        f"Processing segment analysis request for {len(request_segments)} segments"
+    )
+
     if len(request_segments) == 0:
         return {
             "status": "success",
@@ -742,7 +917,7 @@ async def analyze_annotation_segments(
                 "embeddings_2d": [],
                 "embeddings_3d": [],
                 "cluster_labels": [],
-                "colors": []
+                "colors": [],
             },
             "clustering": {"n_clusters": 0, "method": cluster_method},
             "similar_speakers": [],
@@ -750,83 +925,89 @@ async def analyze_annotation_segments(
             "parameters": {
                 "reduction_method": method,
                 "cluster_method": cluster_method,
-                "similarity_threshold": similarity_threshold
-            }
+                "similarity_threshold": similarity_threshold,
+            },
         }
-    
+
     with secure_temp_file() as tmp:
         tmp.write(await audio_file.read())
         tmp_path = Path(tmp.name)
-    
+
     try:
         # Extract embeddings for each segment
         audio_backend = get_audio_backend()
         embeddings_dict = {}
-        
+
         for i, segment in enumerate(request_segments):
             try:
                 # Load audio segment
                 wav = audio_backend.load_wave(tmp_path, segment.start, segment.end)
-                
+
                 # Generate embedding
                 emb = await audio_backend.async_embed(wav)
-                
+
                 # Debug: Log embedding shape and type
-                log.info(f"Raw embedding shape: {emb.shape if hasattr(emb, 'shape') else type(emb)}, dtype: {emb.dtype if hasattr(emb, 'dtype') else 'unknown'}")
-                
+                log.info(
+                    f"Raw embedding shape: {emb.shape if hasattr(emb, 'shape') else type(emb)}, dtype: {emb.dtype if hasattr(emb, 'dtype') else 'unknown'}"
+                )
+
                 # Ensure embedding is properly shaped (should be 1D)
-                if hasattr(emb, 'shape') and len(emb.shape) > 1:
+                if hasattr(emb, "shape") and len(emb.shape) > 1:
                     emb = emb.flatten()
-                elif not hasattr(emb, 'shape'):
+                elif not hasattr(emb, "shape"):
                     emb = np.array(emb).flatten()
-                
+
                 log.info(f"Processed embedding shape: {emb.shape}")
-                
+
                 # Create unique identifier for this segment
                 segment_id = f"{segment.speaker_label}_seg_{i}_{segment.start:.2f}s"
                 embeddings_dict[segment_id] = emb
-                
-                log.debug(f"Extracted embedding for segment {i}: {segment.speaker_label} ({segment.start:.2f}s - {segment.end:.2f}s)")
-                
+
+                log.debug(
+                    f"Extracted embedding for segment {i}: {segment.speaker_label} ({segment.start:.2f}s - {segment.end:.2f}s)"
+                )
+
             except Exception as e:
                 log.warning(f"Failed to extract embedding for segment {i}: {e}")
                 continue
-        
+
         if not embeddings_dict:
             return {
                 "status": "error",
                 "message": "Failed to extract embeddings from any segments",
-                "error": "No valid segments could be processed"
+                "error": "No valid segments could be processed",
             }
-        
+
         # Perform analysis on extracted embeddings
         log.info(f"Analyzing {len(embeddings_dict)} segment embeddings")
         analysis_result = create_speaker_analysis(
             embeddings_dict=embeddings_dict,
             method=method,
             cluster_method=cluster_method,
-            similarity_threshold=similarity_threshold
+            similarity_threshold=similarity_threshold,
         )
-        
+
         if analysis_result.get("status") == "failed":
             log.error(f"Analysis failed: {analysis_result.get('error')}")
             return {
                 "status": "error",
                 "message": "Embedding analysis failed",
-                "error": analysis_result.get("error")
+                "error": analysis_result.get("error"),
             }
-        
+
         # Add metadata about segments
         analysis_result["segment_info"] = {
             "total_segments": len(request_segments),
             "processed_segments": len(embeddings_dict),
             "unique_speakers": list(set(seg.speaker_label for seg in request_segments)),
-            "total_duration": sum(seg.end - seg.start for seg in request_segments)
+            "total_duration": sum(seg.end - seg.start for seg in request_segments),
         }
-        
-        log.info(f"Segment analysis completed successfully for {len(embeddings_dict)} segments")
+
+        log.info(
+            f"Segment analysis completed successfully for {len(embeddings_dict)} segments"
+        )
         return analysis_result
-        
+
     except Exception as e:
         log.error(f"Error during segment analysis: {e}")
         raise HTTPException(500, f"Segment analysis failed: {str(e)}") from e
@@ -836,10 +1017,16 @@ async def analyze_annotation_segments(
 
 @router.post("/annotations/analyze-with-enrolled")
 async def analyze_segments_with_enrolled_speakers(
-    audio_file: UploadFile = File(..., description="Audio file containing the segments"),
+    audio_file: UploadFile = File(
+        ..., description="Audio file containing the segments"
+    ),
     segments: str = Form(..., description="JSON string of segments to analyze"),
-    expected_speakers: int = Form(default=2, description="Expected number of speakers in audio"),
-    user_id: Optional[int] = Form(default=None, description="User ID to get enrolled speakers"),
+    expected_speakers: int = Form(
+        default=2, description="Expected number of speakers in audio"
+    ),
+    user_id: Optional[int] = Form(
+        default=None, description="User ID to get enrolled speakers"
+    ),
     method: str = Form(default="umap", description="Dimensionality reduction method"),
     cluster_method: str = Form(default="dbscan", description="Clustering method"),
     similarity_threshold: float = Form(default=0.8, description="Similarity threshold"),
@@ -847,93 +1034,110 @@ async def analyze_segments_with_enrolled_speakers(
 ):
     """
     Combined analysis of annotation segments and enrolled speakers.
-    
+
     This endpoint:
     1. Extracts embeddings from annotation segments
-    2. Gets embeddings from enrolled speakers  
+    2. Gets embeddings from enrolled speakers
     3. Combines both in unified visualization
     4. Suggests optimal threshold based on separation
     """
     import json
+
     # Local import to avoid OpenMP/BLAS runtime conflicts between PyTorch (ROCm) and Sklearn/UMAP
     # that cause a segmentation fault if imported at the top level alongside torch.
     from simple_speaker_recognition.utils.analysis import create_speaker_analysis
-    
+
     # Parse segments JSON
     try:
         segments_data = json.loads(segments)
         request_segments = [AnnotationSegment(**seg) for seg in segments_data]
     except Exception as e:
         raise HTTPException(400, f"Invalid segments JSON: {str(e)}")
-    
-    log.info(f"Processing combined analysis for {len(request_segments)} segments with {expected_speakers} expected speakers")
-    
+
+    log.info(
+        f"Processing combined analysis for {len(request_segments)} segments with {expected_speakers} expected speakers"
+    )
+
     if len(request_segments) == 0:
         return {
             "status": "error",
             "message": "No segments provided",
-            "error": "No segments to analyze"
+            "error": "No segments to analyze",
         }
-    
+
     with secure_temp_file() as tmp:
         tmp.write(await audio_file.read())
         tmp_path = Path(tmp.name)
-    
+
     try:
         # Get audio duration for bounds checking
         audio_info = get_audio_info(tmp_path)
         audio_duration = audio_info.get("duration_seconds")
-        
+
         if audio_duration is None:
             raise ValueError("Failed to get audio duration from file")
-            
+
         log.info(f"Audio file duration: {audio_duration:.3f}s")
-        
+
         # Extract embeddings from annotation segments
         audio_backend = get_audio_backend()
         segment_embeddings_dict = {}
-        
+
         for i, segment in enumerate(request_segments):
             try:
                 # Validate and clip segment times
                 segment_start = max(0, segment.start)
                 segment_end = min(audio_duration, segment.end)
-                
+
                 # Check if segment end exceeds audio duration
                 if segment.end > audio_duration:
-                    log.warning(f"Segment {i} end time {segment.end:.3f}s exceeds audio duration {audio_duration:.3f}s, clipping to {segment_end:.3f}s")
-                
+                    log.warning(
+                        f"Segment {i} end time {segment.end:.3f}s exceeds audio duration {audio_duration:.3f}s, clipping to {segment_end:.3f}s"
+                    )
+
                 duration = segment_end - segment_start
                 if duration <= 0:
-                    log.warning(f"Invalid segment duration for segment {i}: {duration}s")
+                    log.warning(
+                        f"Invalid segment duration for segment {i}: {duration}s"
+                    )
                     continue
-                
-                log.info(f"Processing segment {i}: {segment.speaker_label} ({segment_start:.2f}s - {segment_end:.2f}s, duration: {duration:.2f}s)")
-                
+
+                log.info(
+                    f"Processing segment {i}: {segment.speaker_label} ({segment_start:.2f}s - {segment_end:.2f}s, duration: {duration:.2f}s)"
+                )
+
                 # Load audio segment with clipped times
                 wav = audio_backend.load_wave(tmp_path, segment_start, segment_end)
-                log.debug(f"Loaded audio segment shape: {wav.shape if hasattr(wav, 'shape') else 'unknown'}")
-                
+                log.debug(
+                    f"Loaded audio segment shape: {wav.shape if hasattr(wav, 'shape') else 'unknown'}"
+                )
+
                 # Generate embedding
                 emb = await audio_backend.async_embed(wav)
-                log.debug(f"Generated embedding shape: {emb.shape if hasattr(emb, 'shape') else 'unknown'}")
-                
+                log.debug(
+                    f"Generated embedding shape: {emb.shape if hasattr(emb, 'shape') else 'unknown'}"
+                )
+
                 # Ensure embedding is properly shaped (should be 1D)
-                if hasattr(emb, 'shape') and len(emb.shape) > 1:
+                if hasattr(emb, "shape") and len(emb.shape) > 1:
                     emb = emb.flatten()
-                elif not hasattr(emb, 'shape'):
+                elif not hasattr(emb, "shape"):
                     emb = np.array(emb).flatten()
-                
+
                 # Create identifier for this segment using clipped times
                 segment_id = f"segment_{i}_{segment.speaker_label}_{segment_start:.2f}s"
                 segment_embeddings_dict[segment_id] = emb
-                
-                log.info(f"Successfully extracted embedding for segment {i}: {segment.speaker_label} ({segment_start:.2f}s - {segment_end:.2f}s), embedding shape: {emb.shape}")
-                
+
+                log.info(
+                    f"Successfully extracted embedding for segment {i}: {segment.speaker_label} ({segment_start:.2f}s - {segment_end:.2f}s), embedding shape: {emb.shape}"
+                )
+
             except Exception as e:
-                log.error(f"Failed to extract embedding for segment {i}: {e}", exc_info=True)
+                log.error(
+                    f"Failed to extract embedding for segment {i}: {e}", exc_info=True
+                )
                 continue
-        
+
         if not segment_embeddings_dict:
             return {
                 "status": "error",
@@ -942,92 +1146,110 @@ async def analyze_segments_with_enrolled_speakers(
                 "details": {
                     "segments_provided": len(request_segments),
                     "segments_processed": 0,
-                    "hint": "This usually happens when: 1) Audio file is corrupted, 2) Segments are too short or silent, 3) Audio format is unsupported"
-                }
+                    "hint": "This usually happens when: 1) Audio file is corrupted, 2) Segments are too short or silent, 3) Audio format is unsupported",
+                },
             }
-        
+
         # Get enrolled speaker embeddings
         enrolled_embeddings_dict = {}
         if user_id:
             db_session = get_db_session()
             try:
-                enrolled_speakers = db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
-                
+                enrolled_speakers = (
+                    db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
+                )
+
                 for speaker in enrolled_speakers:
                     if speaker.embedding_data:
                         try:
-                            embedding = np.array(json.loads(speaker.embedding_data), dtype=np.float32)
-                            enrolled_embeddings_dict[f"enrolled_{speaker.id}_{speaker.name}"] = embedding
+                            embedding = np.array(
+                                json.loads(speaker.embedding_data), dtype=np.float32
+                            )
+                            enrolled_embeddings_dict[
+                                f"enrolled_{speaker.id}_{speaker.name}"
+                            ] = embedding
                         except (json.JSONDecodeError, ValueError) as e:
-                            log.warning(f"Invalid embedding data for speaker {speaker.id}: {e}")
+                            log.warning(
+                                f"Invalid embedding data for speaker {speaker.id}: {e}"
+                            )
                             continue
             finally:
                 db_session.close()
-        
+
         # Combine all embeddings for unified analysis
         all_embeddings_dict = {**segment_embeddings_dict, **enrolled_embeddings_dict}
-        
-        log.info(f"Combined analysis: {len(segment_embeddings_dict)} segments + {len(enrolled_embeddings_dict)} enrolled speakers = {len(all_embeddings_dict)} total embeddings")
-        
+
+        log.info(
+            f"Combined analysis: {len(segment_embeddings_dict)} segments + {len(enrolled_embeddings_dict)} enrolled speakers = {len(all_embeddings_dict)} total embeddings"
+        )
+
         # Perform unified analysis
         analysis_result = create_speaker_analysis(
             embeddings_dict=all_embeddings_dict,
             method=method,
             cluster_method=cluster_method,
-            similarity_threshold=similarity_threshold
+            similarity_threshold=similarity_threshold,
         )
-        
+
         if analysis_result.get("status") == "failed":
             log.error(f"Combined analysis failed: {analysis_result.get('error')}")
             return {
-                "status": "error", 
+                "status": "error",
                 "message": "Combined analysis failed",
-                "error": analysis_result.get("error")
+                "error": analysis_result.get("error"),
             }
-        
+
         # Add metadata and smart suggestions
         analysis_result["segment_info"] = {
             "total_segments": len(request_segments),
             "processed_segments": len(segment_embeddings_dict),
             "enrolled_speakers": len(enrolled_embeddings_dict),
             "expected_speakers": expected_speakers,
-            "analysis_type": "combined"
+            "analysis_type": "combined",
         }
-        
+
         # Calculate smart threshold suggestion (basic implementation)
         # TODO: Implement more sophisticated algorithm
         segment_count = len(segment_embeddings_dict)
         enrolled_count = len(enrolled_embeddings_dict)
-        
+
         if enrolled_count == 0:
             suggested_threshold = 0.9  # Very high since no enrolled speakers
-            suggestion_reason = "No enrolled speakers found - use high threshold to avoid false matches"
+            suggestion_reason = (
+                "No enrolled speakers found - use high threshold to avoid false matches"
+            )
         elif segment_count > expected_speakers * 2:
             suggested_threshold = 0.6  # Medium-high for many segments
-            suggestion_reason = f"Many segments detected - recommend higher threshold for precision"
+            suggestion_reason = (
+                f"Many segments detected - recommend higher threshold for precision"
+            )
         else:
             suggested_threshold = 0.4  # Standard threshold
             suggestion_reason = "Standard threshold based on segment count"
-        
+
         analysis_result["smart_suggestion"] = {
             "suggested_threshold": suggested_threshold,
             "confidence": "medium",
             "reasoning": suggestion_reason,
-            "detected_clusters": analysis_result.get("clustering", {}).get("n_clusters", 0),
-            "expected_speakers": expected_speakers
+            "detected_clusters": analysis_result.get("clustering", {}).get(
+                "n_clusters", 0
+            ),
+            "expected_speakers": expected_speakers,
         }
-        
-        # Add embedding type information for visualization  
+
+        # Add embedding type information for visualization
         analysis_result["embedding_types"] = {
             "segments": list(segment_embeddings_dict.keys()),
-            "enrolled": list(enrolled_embeddings_dict.keys())
+            "enrolled": list(enrolled_embeddings_dict.keys()),
         }
-        
-        log.info(f"Combined analysis completed successfully: {len(segment_embeddings_dict)} segments, {len(enrolled_embeddings_dict)} enrolled")
+
+        log.info(
+            f"Combined analysis completed successfully: {len(segment_embeddings_dict)} segments, {len(enrolled_embeddings_dict)} enrolled"
+        )
         return analysis_result
-        
+
     except Exception as e:
         log.error(f"Error during combined analysis: {e}")
         raise HTTPException(500, f"Combined analysis failed: {str(e)}") from e
     finally:
-        tmp_path.unlink(missing_ok=True)
\ No newline at end of file
+        tmp_path.unlink(missing_ok=True)
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py
index 7d05c367..64195366 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py
@@ -10,7 +10,6 @@
 import numpy as np
 from fastapi import APIRouter, Depends, File, Form, HTTPException, Query, UploadFile
 from fastapi.responses import FileResponse
-
 from simple_speaker_recognition.api.core.utils import extract_user_id_from_speaker_id
 from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
 from simple_speaker_recognition.database import get_db_session
@@ -28,68 +27,90 @@
 async def get_db():
     """Get speaker database dependency."""
     from .. import service
+
     return await service.get_db()
 
 
 def get_auth():
     """Get auth settings."""
     from .. import service
+
     return service.auth
 
 
 @router.get("/speakers")
-async def list_speakers(user_id: Optional[int] = None, db: UnifiedSpeakerDB = Depends(get_db)):
+async def list_speakers(
+    user_id: Optional[int] = None, db: UnifiedSpeakerDB = Depends(get_db)
+):
     """List all enrolled speakers, optionally filtered by user."""
     db_session = get_db_session()
     try:
         if user_id is not None:
             # Filter by user
-            query_speakers = db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
+            query_speakers = (
+                db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
+            )
         else:
             # Return all speakers
             query_speakers = db_session.query(Speaker).all()
-        
+
         speakers = [
             {
                 "id": speaker.id,
                 "name": speaker.name,
                 "user_id": speaker.user_id,
-                "created_at": speaker.created_at.isoformat() if speaker.created_at else None,
-                "updated_at": speaker.updated_at.isoformat() if speaker.updated_at else None,
+                "created_at": (
+                    speaker.created_at.isoformat() if speaker.created_at else None
+                ),
+                "updated_at": (
+                    speaker.updated_at.isoformat() if speaker.updated_at else None
+                ),
                 "audio_sample_count": speaker.audio_sample_count or 0,
-                "total_audio_duration": speaker.total_audio_duration or 0.0
+                "total_audio_duration": speaker.total_audio_duration or 0.0,
             }
             for speaker in query_speakers
         ]
     finally:
         db_session.close()
-    
+
     return {"speakers": speakers}
 
 
 @router.get("/speakers/analysis")
 async def get_speakers_analysis(
-    user_id: Optional[int] = Query(default=None, description="User ID to filter speakers"),
-    method: str = Query(default="umap", description="Dimensionality reduction method: umap, tsne, pca"),
-    cluster_method: str = Query(default="dbscan", description="Clustering method: dbscan, kmeans"),
-    similarity_threshold: float = Query(default=0.8, description="Threshold for finding similar speakers"),
+    user_id: Optional[int] = Query(
+        default=None, description="User ID to filter speakers"
+    ),
+    method: str = Query(
+        default="umap", description="Dimensionality reduction method: umap, tsne, pca"
+    ),
+    cluster_method: str = Query(
+        default="dbscan", description="Clustering method: dbscan, kmeans"
+    ),
+    similarity_threshold: float = Query(
+        default=0.8, description="Threshold for finding similar speakers"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """Get comprehensive analysis of speaker embeddings including clustering and visualization data."""
     # Local import to avoid OpenMP/BLAS runtime conflicts between PyTorch (ROCm) and Sklearn/UMAP
     # that cause a segmentation fault if imported at the top level alongside torch.
     from simple_speaker_recognition.utils.analysis import create_speaker_analysis
-    
-    log.info(f"Generating speaker analysis for user_id={user_id}, method={method}, cluster_method={cluster_method}")
-    
+
+    log.info(
+        f"Generating speaker analysis for user_id={user_id}, method={method}, cluster_method={cluster_method}"
+    )
+
     db_session = get_db_session()
     try:
         # Get speakers, optionally filtered by user
         if user_id is not None:
-            query_speakers = db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
+            query_speakers = (
+                db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
+            )
         else:
             query_speakers = db_session.query(Speaker).all()
-        
+
         if not query_speakers:
             return {
                 "status": "success",
@@ -99,7 +120,7 @@ async def get_speakers_analysis(
                     "embeddings_2d": [],
                     "embeddings_3d": [],
                     "cluster_labels": [],
-                    "colors": []
+                    "colors": [],
                 },
                 "clustering": {"n_clusters": 0, "method": cluster_method},
                 "similar_speakers": [],
@@ -107,23 +128,25 @@ async def get_speakers_analysis(
                 "parameters": {
                     "reduction_method": method,
                     "cluster_method": cluster_method,
-                    "similarity_threshold": similarity_threshold
-                }
+                    "similarity_threshold": similarity_threshold,
+                },
             }
-        
+
         # Extract embeddings for analysis and create a mapping of ID to name
         embeddings_dict = {}
         speaker_id_to_name = {}
         for speaker in query_speakers:
             if speaker.embedding_data:
                 try:
-                    embedding = np.array(json.loads(speaker.embedding_data), dtype=np.float32)
+                    embedding = np.array(
+                        json.loads(speaker.embedding_data), dtype=np.float32
+                    )
                     embeddings_dict[speaker.id] = embedding
                     speaker_id_to_name[speaker.id] = speaker.name
                 except (json.JSONDecodeError, ValueError) as e:
                     log.warning(f"Invalid embedding data for speaker {speaker.id}: {e}")
                     continue
-        
+
         if not embeddings_dict:
             return {
                 "status": "success",
@@ -133,7 +156,7 @@ async def get_speakers_analysis(
                     "embeddings_2d": [],
                     "embeddings_3d": [],
                     "cluster_labels": [],
-                    "colors": []
+                    "colors": [],
                 },
                 "clustering": {"n_clusters": 0, "method": cluster_method},
                 "similar_speakers": [],
@@ -141,25 +164,25 @@ async def get_speakers_analysis(
                 "parameters": {
                     "reduction_method": method,
                     "cluster_method": cluster_method,
-                    "similarity_threshold": similarity_threshold
-                }
+                    "similarity_threshold": similarity_threshold,
+                },
             }
-        
+
         # Perform analysis
         analysis_result = create_speaker_analysis(
             embeddings_dict=embeddings_dict,
             method=method,
             cluster_method=cluster_method,
             similarity_threshold=similarity_threshold,
-            speaker_names=speaker_id_to_name
+            speaker_names=speaker_id_to_name,
         )
-        
+
         # Add speaker names to the result for frontend use
         if "visualization" in analysis_result:
             analysis_result["visualization"]["speaker_names"] = speaker_id_to_name
-        
+
         return analysis_result
-        
+
     except Exception as e:
         log.error(f"Error in speaker analysis: {e}")
         raise HTTPException(500, f"Analysis failed: {str(e)}")
@@ -168,103 +191,120 @@ async def get_speakers_analysis(
 
 
 @router.get("/speakers/{speaker_id}/audio")
-async def get_speaker_audio_files(speaker_id: str, db: UnifiedSpeakerDB = Depends(get_db)):
+async def get_speaker_audio_files(
+    speaker_id: str, db: UnifiedSpeakerDB = Depends(get_db)
+):
     """Get list of saved audio files for a speaker."""
     # Extract user_id from speaker_id for authorization
     user_id = extract_user_id_from_speaker_id(speaker_id)
-    
+
     # Check if speaker exists
     db_session = get_db_session()
     try:
-        speaker = db_session.query(Speaker).filter(
-            Speaker.id == speaker_id,
-            Speaker.user_id == user_id
-        ).first()
-        
+        speaker = (
+            db_session.query(Speaker)
+            .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+            .first()
+        )
+
         if not speaker:
-            raise HTTPException(404, f"Speaker {speaker_id} not found for user {user_id}")
-            
+            raise HTTPException(
+                404, f"Speaker {speaker_id} not found for user {user_id}"
+            )
+
     finally:
         db_session.close()
-    
+
     # Check if manifest file exists
     auth = get_auth()
-    manifest_path = auth.enrollment_audio_dir / str(user_id) / speaker_id / "enrollment_manifest.json"
-    
+    manifest_path = (
+        auth.enrollment_audio_dir
+        / str(user_id)
+        / speaker_id
+        / "enrollment_manifest.json"
+    )
+
     if not manifest_path.exists():
         return {
             "speaker_id": speaker_id,
             "audio_files": [],
             "total_files": 0,
-            "message": "No audio files found for this speaker"
+            "message": "No audio files found for this speaker",
         }
-    
+
     try:
         with open(manifest_path, "r") as f:
             manifest_data = json.load(f)
-        
+
         return {
             "speaker_id": speaker_id,
             "user_id": user_id,
             "audio_files": manifest_data.get("audio_files", []),
             "total_files": manifest_data.get("total_files", 0),
-            "last_updated": manifest_data.get("last_updated")
+            "last_updated": manifest_data.get("last_updated"),
         }
-        
+
     except Exception as e:
         log.error(f"Error reading manifest for speaker {speaker_id}: {e}")
         raise HTTPException(500, f"Failed to read audio files manifest: {str(e)}")
 
 
 @router.get("/speakers/{speaker_id}/audio/{filename}")
-async def download_speaker_audio_file(speaker_id: str, filename: str, db: UnifiedSpeakerDB = Depends(get_db)):
+async def download_speaker_audio_file(
+    speaker_id: str, filename: str, db: UnifiedSpeakerDB = Depends(get_db)
+):
     """Download a specific audio file for a speaker."""
     # Extract user_id from speaker_id for authorization
     user_id = extract_user_id_from_speaker_id(speaker_id)
-    
+
     # Check if speaker exists
     db_session = get_db_session()
     try:
-        speaker = db_session.query(Speaker).filter(
-            Speaker.id == speaker_id,
-            Speaker.user_id == user_id
-        ).first()
-        
+        speaker = (
+            db_session.query(Speaker)
+            .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+            .first()
+        )
+
         if not speaker:
-            raise HTTPException(404, f"Speaker {speaker_id} not found for user {user_id}")
-            
+            raise HTTPException(
+                404, f"Speaker {speaker_id} not found for user {user_id}"
+            )
+
     finally:
         db_session.close()
-    
+
     # Construct file path (security: only allow files within speaker's directory)
     auth = get_auth()
     speaker_audio_dir = auth.enrollment_audio_dir / str(user_id) / speaker_id
     file_path = speaker_audio_dir / filename
-    
+
     # Security check: ensure file is within the expected directory
     try:
         file_path = file_path.resolve()
         speaker_audio_dir = speaker_audio_dir.resolve()
         if not str(file_path).startswith(str(speaker_audio_dir)):
-            raise HTTPException(403, "Access to file outside speaker directory is forbidden")
+            raise HTTPException(
+                403, "Access to file outside speaker directory is forbidden"
+            )
     except Exception:
         raise HTTPException(400, "Invalid file path")
-    
+
     if not file_path.exists():
-        raise HTTPException(404, f"Audio file {filename} not found for speaker {speaker_id}")
-    
+        raise HTTPException(
+            404, f"Audio file {filename} not found for speaker {speaker_id}"
+        )
+
     if not file_path.is_file():
         raise HTTPException(400, f"Path {filename} is not a file")
-    
-    return FileResponse(
-        path=str(file_path),
-        filename=filename,
-        media_type="audio/wav"
-    )
+
+    return FileResponse(path=str(file_path), filename=filename, media_type="audio/wav")
 
 
 @router.post("/speakers/reset")
-async def reset_speakers(user_id: Optional[int] = None, db: UnifiedSpeakerDB = Depends(get_db)):
+async def reset_speakers(
+    user_id: Optional[int] = None, db: UnifiedSpeakerDB = Depends(get_db)
+):
     """Reset all speakers (optionally for a specific user)."""
     if user_id is not None:
         await db.reset_user(user_id)
@@ -276,21 +316,19 @@ async def reset_speakers(user_id: Optional[int] = None, db: UnifiedSpeakerDB = D
             db_session.commit()
         finally:
             db_session.close()
-    
+
     return {"reset": True}
 
 
 @router.delete("/speakers/{speaker_id}")
 async def delete_speaker(
-    speaker_id: str, 
-    delete_audio: bool = False,
-    db: UnifiedSpeakerDB = Depends(get_db)
+    speaker_id: str, delete_audio: bool = False, db: UnifiedSpeakerDB = Depends(get_db)
 ):
     """Delete a speaker and optionally delete associated audio files."""
     try:
         # Extract user_id from speaker_id for authorization
         user_id = extract_user_id_from_speaker_id(speaker_id)
-        
+
         # Delete audio files if requested
         audio_deleted = False
         if delete_audio:
@@ -300,30 +338,36 @@ async def delete_speaker(
                 try:
                     shutil.rmtree(speaker_audio_dir)
                     audio_deleted = True
-                    log.info(f"Deleted audio directory for speaker {speaker_id}: {speaker_audio_dir}")
+                    log.info(
+                        f"Deleted audio directory for speaker {speaker_id}: {speaker_audio_dir}"
+                    )
                 except Exception as e:
-                    log.warning(f"Failed to delete audio directory for speaker {speaker_id}: {e}")
-        
+                    log.warning(
+                        f"Failed to delete audio directory for speaker {speaker_id}: {e}"
+                    )
+
         # Delete speaker from database
         await db.delete_speaker(speaker_id, user_id)
-        
+
         result = {"deleted": True}
         if delete_audio:
             result["audio_deleted"] = audio_deleted
-            
+
         return result
-        
+
     except KeyError:
         raise HTTPException(404, "speaker not found") from None
 
 
 @router.get("/speakers/export")
 async def export_speakers(
-    user_id: Optional[int] = Query(None, description="Export speakers for specific user (admin can export all)"),
+    user_id: Optional[int] = Query(
+        None, description="Export speakers for specific user (admin can export all)"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """Export all speakers with embeddings for backup.
-    
+
     Returns a JSON file containing all speaker data including embeddings,
     suitable for backup and restore operations.
     """
@@ -333,31 +377,35 @@ async def export_speakers(
         query = db_session.query(Speaker)
         if user_id:
             query = query.filter(Speaker.user_id == user_id)
-        
+
         speakers = query.all()
-        
+
         # Build export data
         export_data = {
             "version": "1.0",
             "export_date": datetime.utcnow().isoformat() + "Z",
             "user_id": user_id,
             "total_speakers": len(speakers),
-            "speakers": []
+            "speakers": [],
         }
-        
+
         for speaker in speakers:
             speaker_data = {
                 "id": speaker.id,
                 "name": speaker.name,
                 "user_id": speaker.user_id,
-                "created_at": speaker.created_at.isoformat() + "Z" if speaker.created_at else None,
-                "updated_at": speaker.updated_at.isoformat() + "Z" if speaker.updated_at else None,
+                "created_at": (
+                    speaker.created_at.isoformat() + "Z" if speaker.created_at else None
+                ),
+                "updated_at": (
+                    speaker.updated_at.isoformat() + "Z" if speaker.updated_at else None
+                ),
                 "audio_sample_count": speaker.audio_sample_count,
                 "total_audio_duration": speaker.total_audio_duration,
                 "embedding_version": speaker.embedding_version,
-                "notes": speaker.notes
+                "notes": speaker.notes,
             }
-            
+
             # Include embedding data if available
             if speaker.embedding_data:
                 try:
@@ -368,12 +416,12 @@ async def export_speakers(
                     speaker_data["embedding_data"] = None
             else:
                 speaker_data["embedding_data"] = None
-            
+
             export_data["speakers"].append(speaker_data)
-        
+
         # Return as downloadable JSON file
         return export_data
-        
+
     except Exception as e:
         log.error(f"Error exporting speakers: {e}")
         raise HTTPException(status_code=500, detail="Failed to export speakers")
@@ -384,47 +432,53 @@ async def export_speakers(
 @router.post("/speakers/import")
 async def import_speakers(
     file: UploadFile = File(..., description="JSON file containing speaker data"),
-    merge_strategy: str = Form("skip", description="How to handle conflicts: 'skip' or 'replace'"),
+    merge_strategy: str = Form(
+        "skip", description="How to handle conflicts: 'skip' or 'replace'"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """Import speakers from a JSON backup file.
-    
+
     Supports two merge strategies:
     - skip: Skip speakers that already exist
     - replace: Replace existing speakers with imported data
     """
-    if not file.filename or not file.filename.endswith('.json'):
+    if not file.filename or not file.filename.endswith(".json"):
         raise HTTPException(status_code=400, detail="File must be a JSON file")
-    
+
     # Read and parse JSON file
     try:
         contents = await file.read()
         import_data = json.loads(contents)
     except json.JSONDecodeError as e:
         raise HTTPException(status_code=400, detail=f"Invalid JSON file: {str(e)}")
-    
+
     # Validate format
     if "version" not in import_data or "speakers" not in import_data:
         raise HTTPException(status_code=400, detail="Invalid import file format")
-    
+
     if import_data["version"] != "1.0":
-        raise HTTPException(status_code=400, detail=f"Unsupported version: {import_data['version']}")
-    
+        raise HTTPException(
+            status_code=400, detail=f"Unsupported version: {import_data['version']}"
+        )
+
     # Import statistics
     imported_count = 0
     skipped_count = 0
     replaced_count = 0
     errors = []
-    
+
     db_session = get_db_session()
     try:
         for speaker_data in import_data["speakers"]:
             try:
                 # Check if speaker exists
-                existing_speaker = db_session.query(Speaker).filter(
-                    Speaker.id == speaker_data["id"]
-                ).first()
-                
+                existing_speaker = (
+                    db_session.query(Speaker)
+                    .filter(Speaker.id == speaker_data["id"])
+                    .first()
+                )
+
                 if existing_speaker:
                     if merge_strategy == "skip":
                         skipped_count += 1
@@ -433,7 +487,7 @@ async def import_speakers(
                         # Delete existing speaker
                         db_session.delete(existing_speaker)
                         replaced_count += 1
-                
+
                 # Create new speaker
                 speaker = Speaker(
                     id=speaker_data["id"],
@@ -442,34 +496,36 @@ async def import_speakers(
                     audio_sample_count=speaker_data.get("audio_sample_count", 0),
                     total_audio_duration=speaker_data.get("total_audio_duration", 0.0),
                     embedding_version=speaker_data.get("embedding_version", 1),
-                    notes=speaker_data.get("notes")
+                    notes=speaker_data.get("notes"),
                 )
-                
+
                 # Set embedding data if available
                 if speaker_data.get("embedding_data"):
                     speaker.embedding_data = json.dumps(speaker_data["embedding_data"])
-                
+
                 db_session.add(speaker)
                 imported_count += 1
-                
+
             except Exception as e:
-                errors.append(f"Failed to import speaker {speaker_data.get('id', 'unknown')}: {str(e)}")
+                errors.append(
+                    f"Failed to import speaker {speaker_data.get('id', 'unknown')}: {str(e)}"
+                )
                 log.error(f"Error importing speaker: {e}")
-        
+
         # Commit all changes
         db_session.commit()
-        
+
         # Rebuild FAISS index after import
         db._rebuild_faiss_mapping()
         db._save_faiss_index()
-        
+
     except Exception as e:
         db_session.rollback()
         log.error(f"Error during import: {e}")
         raise HTTPException(status_code=500, detail=f"Import failed: {str(e)}")
     finally:
         db_session.close()
-    
+
     # Return import summary
     return {
         "success": True,
@@ -477,5 +533,5 @@ async def import_speakers(
         "skipped": skipped_count,
         "replaced": replaced_count,
         "errors": errors,
-        "total_processed": len(import_data["speakers"])
-    }
\ No newline at end of file
+        "total_processed": len(import_data["speakers"]),
+    }
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/service.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/service.py
index 6d76c7f4..3ec5ae28 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/service.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/service.py
@@ -2,25 +2,26 @@
 
 import logging
 import os
-import yaml
 from contextlib import asynccontextmanager
 from pathlib import Path
-from typing import cast, Optional, Union
+from typing import Optional, Union, cast
 
 import torch
 import uvicorn
+import yaml
 from fastapi import Depends, FastAPI
 from fastapi.middleware.cors import CORSMiddleware
 from pydantic import Field
 from pydantic_settings import BaseSettings
-
 from simple_speaker_recognition.api.core.utils import get_data_directory
 from simple_speaker_recognition.core.audio_backend import AudioBackend
 from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
 from simple_speaker_recognition.database import init_db
 
 # Configure logging
-logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(name)s: %(message)s")
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s [%(levelname)s] %(name)s: %(message)s"
+)
 log = logging.getLogger("speaker_service")
 
 
@@ -48,7 +49,7 @@ def load_speaker_config_from_root() -> dict:
         merged = OmegaConf.merge(defaults, user_config)
 
         # Extract speaker_recognition section
-        speaker_config = merged.get('speaker_recognition', {})
+        speaker_config = merged.get("speaker_recognition", {})
 
         # Resolve environment variables and convert to dict
         resolved = OmegaConf.to_container(speaker_config, resolve=True)
@@ -63,27 +64,44 @@ def load_speaker_config_from_root() -> dict:
 
 class Settings(BaseSettings):
     """Service configuration settings."""
-    similarity_threshold: float = Field(default=0.45, description="Cosine similarity threshold for speaker identification")
-    data_dir: Path = Field(default_factory=get_data_directory, description="Directory for storing speaker data")
-    enrollment_audio_dir: Path = Field(default_factory=lambda: get_data_directory() / "enrollment_audio", description="Directory for storing enrollment audio files")
-    max_file_seconds: int = Field(default=180, description="Maximum file duration in seconds")
-    deepgram_api_key: Optional[str] = Field(default=None, description="Deepgram API key for wrapper service")
-    deepgram_base_url: str = Field(default="https://api.deepgram.com", description="Deepgram API base URL")
-    hf_token: Optional[str] = Field(default=None, description="Hugging Face token for Pyannote models")
+
+    similarity_threshold: float = Field(
+        default=0.45,
+        description="Cosine similarity threshold for speaker identification",
+    )
+    data_dir: Path = Field(
+        default_factory=get_data_directory,
+        description="Directory for storing speaker data",
+    )
+    enrollment_audio_dir: Path = Field(
+        default_factory=lambda: get_data_directory() / "enrollment_audio",
+        description="Directory for storing enrollment audio files",
+    )
+    max_file_seconds: int = Field(
+        default=180, description="Maximum file duration in seconds"
+    )
+    deepgram_api_key: Optional[str] = Field(
+        default=None, description="Deepgram API key for wrapper service"
+    )
+    deepgram_base_url: str = Field(
+        default="https://api.deepgram.com", description="Deepgram API base URL"
+    )
+    hf_token: Optional[str] = Field(
+        default=None, description="Hugging Face token for Pyannote models"
+    )
 
     # Backend API configuration for chunked processing
     # Loaded from root config.yml speaker_recognition section, can be overridden by env vars
     max_diarize_duration: int = Field(
         default=60,
-        description="Maximum audio duration (seconds) for single PyAnnote call"
+        description="Maximum audio duration (seconds) for single PyAnnote call",
     )
     diarize_chunk_overlap: float = Field(
-        default=5.0,
-        description="Overlap (seconds) between chunks for continuity"
+        default=5.0, description="Overlap (seconds) between chunks for continuity"
     )
     backend_api_url: str = Field(
         default="http://host.docker.internal:8000",
-        description="Backend API URL for fetching audio segments"
+        description="Backend API URL for fetching audio segments",
     )
 
     class Config:
@@ -98,14 +116,24 @@ def __init__(self, **kwargs):
         root_config = load_speaker_config_from_root()
 
         # Apply root config values as defaults (only if not provided in kwargs or env)
-        if 'max_diarize_duration' not in kwargs and 'MAX_DIARIZE_DURATION' not in os.environ:
-            kwargs['max_diarize_duration'] = root_config.get('max_diarize_duration', 60)
-
-        if 'diarize_chunk_overlap' not in kwargs and 'DIARIZE_CHUNK_OVERLAP' not in os.environ:
-            kwargs['diarize_chunk_overlap'] = root_config.get('diarize_chunk_overlap', 5.0)
-
-        if 'backend_api_url' not in kwargs and 'BACKEND_API_URL' not in os.environ:
-            kwargs['backend_api_url'] = root_config.get('backend_api_url', 'http://host.docker.internal:8000')
+        if (
+            "max_diarize_duration" not in kwargs
+            and "MAX_DIARIZE_DURATION" not in os.environ
+        ):
+            kwargs["max_diarize_duration"] = root_config.get("max_diarize_duration", 60)
+
+        if (
+            "diarize_chunk_overlap" not in kwargs
+            and "DIARIZE_CHUNK_OVERLAP" not in os.environ
+        ):
+            kwargs["diarize_chunk_overlap"] = root_config.get(
+                "diarize_chunk_overlap", 5.0
+            )
+
+        if "backend_api_url" not in kwargs and "BACKEND_API_URL" not in os.environ:
+            kwargs["backend_api_url"] = root_config.get(
+                "backend_api_url", "http://host.docker.internal:8000"
+            )
 
         super().__init__(**kwargs)
 
@@ -113,7 +141,9 @@ def __init__(self, **kwargs):
 # Get HF_TOKEN from environment and create settings
 hf_token = os.getenv("HF_TOKEN")
 if not hf_token:
-    raise ValueError("HF_TOKEN environment variable is required. Please set it before running the service.")
+    raise ValueError(
+        "HF_TOKEN environment variable is required. Please set it before running the service."
+    )
 
 hf_token = cast(str, hf_token)
 auth = Settings()  # Load other settings from env vars or .env file
@@ -141,7 +171,9 @@ def __init__(self, **kwargs):
     log.info("Using GPU mode via COMPUTE_MODE=gpu environment variable")
 elif compute_mode == "gpu" and not torch.cuda.is_available():
     device = torch.device("cpu")
-    log.warning("COMPUTE_MODE=gpu requested but CUDA not available, falling back to CPU")
+    log.warning(
+        "COMPUTE_MODE=gpu requested but CUDA not available, falling back to CPU"
+    )
 else:
     device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
 
@@ -150,14 +182,14 @@ def __init__(self, **kwargs):
 async def lifespan(app: FastAPI):
     """FastAPI lifespan event handler for startup and shutdown."""
     global audio_backend, speaker_db
-    
+
     # Startup: Initialize database and load models
     log.info("=== Speaker Recognition Service Starting ===")
     log.info("Version: 2025-08-05-refactored")
     log.info("This version uses modular router architecture")
     log.info("Initializing database...")
     init_db()
-    
+
     log.info("Loading models...")
     assert hf_token is not None
     audio_backend = AudioBackend(hf_token, device)
@@ -167,25 +199,29 @@ async def lifespan(app: FastAPI):
         similarity_thr=auth.similarity_threshold,
     )
     log.info("Models ready ✔ – device=%s", device)
-    
+
     # Ensure enrollment audio directory exists
     auth.enrollment_audio_dir.mkdir(parents=True, exist_ok=True)
     log.info("Enrollment audio directory ready: %s", auth.enrollment_audio_dir)
-    
+
     # Ensure admin user exists
     admin_user_id = speaker_db.ensure_admin_user()
     log.info("Admin user ready ✔ – user_id=%s", admin_user_id)
-    
+
     # Yield control to the application
     yield
-    
+
     # Shutdown: Clean up resources if needed
     log.info("Shutting down speaker recognition service")
 
 
-app = FastAPI(title="Simple Speaker Recognition Service", version="0.2.0", lifespan=lifespan)
+app = FastAPI(
+    title="Simple Speaker Recognition Service", version="0.2.0", lifespan=lifespan
+)
 
-react_ui_host = os.getenv("REACT_UI_HOST", "localhost") + ":" + os.getenv("REACT_UI_PORT", "5173")
+react_ui_host = (
+    os.getenv("REACT_UI_HOST", "localhost") + ":" + os.getenv("REACT_UI_PORT", "5173")
+)
 # Add CORS middleware for direct WebSocket connections from HTTPS frontend
 app.add_middleware(
     CORSMiddleware,
@@ -197,17 +233,17 @@ async def lifespan(app: FastAPI):
 
 # Import and include all routers
 from .routers import (
-    users_router,
-    speakers_router,
+    deepgram_router,
     enrollment_router,
     identification_router,
-    deepgram_router,
-    websocket_router
+    speakers_router,
+    users_router,
+    websocket_router,
 )
 
 # Include routers with appropriate tags and prefixes
 app.include_router(users_router, tags=["users"])
-app.include_router(speakers_router, tags=["speakers"])  
+app.include_router(speakers_router, tags=["speakers"])
 app.include_router(enrollment_router, tags=["enrollment"])
 app.include_router(identification_router, tags=["identification"])
 app.include_router(deepgram_router, tags=["deepgram"])
@@ -227,7 +263,7 @@ async def health(db: UnifiedSpeakerDB = Depends(get_db)):
         "version": "0.2.0-refactored",
         "device": str(device),
         "speakers": db.get_speaker_count(),
-        "architecture": "modular-routers"
+        "architecture": "modular-routers",
     }
 
 
@@ -235,10 +271,15 @@ def main():
     """Main entry point for the service."""
     host = os.getenv("SPEAKER_SERVICE_HOST", "0.0.0.0")
     port = int(os.getenv("SPEAKER_SERVICE_PORT", "8085"))
-    
+
     log.info(f"Starting Refactored Speaker Service on {host}:{port}")
-    uvicorn.run("simple_speaker_recognition.api.service:app", host=host, port=port, reload=bool(os.getenv("DEV", False)))
+    uvicorn.run(
+        "simple_speaker_recognition.api.service:app",
+        host=host,
+        port=port,
+        reload=bool(os.getenv("DEV", False)),
+    )
 
 
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/audio_backend.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/audio_backend.py
index ec891dcc..5b435325 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/audio_backend.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/audio_backend.py
@@ -23,17 +23,17 @@ def __init__(self, hf_token: str, device: torch.device):
         self.diar = Pipeline.from_pretrained(
             "pyannote/speaker-diarization-community-1", token=hf_token
         ).to(device)
-        
+
         # Configure pipeline with proper segmentation parameters to reduce over-segmentation
         # Note: embedding model is fixed in pre-trained pipeline and cannot be changed at instantiation
         pipeline_params = {
-            'segmentation': {
-                'min_duration_off': 1.5  # Fill gaps shorter than 1.5 seconds
+            "segmentation": {
+                "min_duration_off": 1.5  # Fill gaps shorter than 1.5 seconds
             }
             # embedding_exclude_overlap is also fixed in the pre-trained pipeline
         }
         self.diar.instantiate(pipeline_params)
-        
+
         # Use the EXACT same embedding model that the diarization pipeline uses internally
         self.embedder = PretrainedSpeakerEmbedding(
             "pyannote/wespeaker-voxceleb-resnet34-LM", device=device
@@ -51,10 +51,16 @@ async def async_embed(self, wave: torch.Tensor) -> np.ndarray:
         loop = asyncio.get_running_loop()
         return await loop.run_in_executor(None, self.embed, wave)
 
-    def diarize(self, path: Path, min_speakers: Optional[int] = None, max_speakers: Optional[int] = None, 
-                collar: float = 2.0, min_duration_off: float = 1.5) -> List[Dict]:
+    def diarize(
+        self,
+        path: Path,
+        min_speakers: Optional[int] = None,
+        max_speakers: Optional[int] = None,
+        collar: float = 2.0,
+        min_duration_off: float = 1.5,
+    ) -> List[Dict]:
         """Perform speaker diarization on an audio file.
-        
+
         Args:
             path: Path to the audio file
             min_speakers: Minimum number of speakers to detect
@@ -64,27 +70,23 @@ def diarize(self, path: Path, min_speakers: Optional[int] = None, max_speakers:
         """
         # Dynamically update pipeline parameters if min_duration_off is different from default
         if min_duration_off != 1.5:
-            pipeline_params = {
-                'segmentation': {
-                    'min_duration_off': min_duration_off
-                }
-            }
+            pipeline_params = {"segmentation": {"min_duration_off": min_duration_off}}
             self.diar.instantiate(pipeline_params)
-        
+
         with torch.inference_mode():
             # Pass speaker count parameters to pyannote
             kwargs = {}
             if min_speakers is not None:
-                kwargs['min_speakers'] = min_speakers
+                kwargs["min_speakers"] = min_speakers
             if max_speakers is not None:
-                kwargs['max_speakers'] = max_speakers
+                kwargs["max_speakers"] = max_speakers
 
             output = self.diar(str(path), **kwargs)
             logger.info(f"Diarization output: {output}")
 
             # In pyannote.audio 4.0+, the pipeline returns a DiarizeOutput object
             # We need to access .speaker_diarization to get the Annotation object
-            if hasattr(output, 'speaker_diarization'):
+            if hasattr(output, "speaker_diarization"):
                 diarization = output.speaker_diarization
                 logger.info(f"Using speaker_diarization from output (pyannote 4.0+)")
             else:
@@ -95,21 +97,30 @@ def diarize(self, path: Path, min_speakers: Optional[int] = None, max_speakers:
             # Apply PyAnnote's built-in gap filling using support() method with configurable collar
             # This fills gaps shorter than collar seconds between segments from same speaker
             diarization = diarization.support(collar=collar)
-        
+
         segments = []
         for turn, _, speaker in diarization.itertracks(yield_label=True):
-            segments.append({
-                "start": float(turn.start),
-                "end": float(turn.end),
-                "speaker": str(speaker),
-                "duration": float(turn.end - turn.start)
-            })
-        
+            segments.append(
+                {
+                    "start": float(turn.start),
+                    "end": float(turn.end),
+                    "speaker": str(speaker),
+                    "duration": float(turn.end - turn.start),
+                }
+            )
+
         return segments
 
-    async def async_diarize(self, path: Path, min_speakers: Optional[int] = None, max_speakers: Optional[int] = None,
-                           collar: float = 2.0, min_duration_off: float = 1.5, max_duration: float = 60.0,
-                           chunk_overlap: float = 5.0) -> List[Dict]:
+    async def async_diarize(
+        self,
+        path: Path,
+        min_speakers: Optional[int] = None,
+        max_speakers: Optional[int] = None,
+        collar: float = 2.0,
+        min_duration_off: float = 1.5,
+        max_duration: float = 60.0,
+        chunk_overlap: float = 5.0,
+    ) -> List[Dict]:
         """
         Async wrapper for diarization with automatic chunking for large files.
 
@@ -130,13 +141,27 @@ async def async_diarize(self, path: Path, min_speakers: Optional[int] = None, ma
 
         # If file is short enough, process in one go
         if file_duration <= max_duration:
-            logger.info(f"Processing audio without chunking (duration={file_duration:.1f}s ≤ {max_duration}s)")
+            logger.info(
+                f"Processing audio without chunking (duration={file_duration:.1f}s ≤ {max_duration}s)"
+            )
             loop = asyncio.get_running_loop()
-            return await loop.run_in_executor(None, self.diarize, path, min_speakers, max_speakers, collar, min_duration_off)
+            return await loop.run_in_executor(
+                None,
+                self.diarize,
+                path,
+                min_speakers,
+                max_speakers,
+                collar,
+                min_duration_off,
+            )
 
         # File is too large - chunk it
-        logger.info(f"Processing audio with chunking (duration={file_duration:.1f}s > {max_duration}s)")
-        logger.info(f"Using {int(file_duration / max_duration) + 1} chunks with {chunk_overlap}s overlap")
+        logger.info(
+            f"Processing audio with chunking (duration={file_duration:.1f}s > {max_duration}s)"
+        )
+        logger.info(
+            f"Using {int(file_duration / max_duration) + 1} chunks with {chunk_overlap}s overlap"
+        )
 
         all_segments = []
         current_start = 0.0
@@ -147,16 +172,25 @@ async def async_diarize(self, path: Path, min_speakers: Optional[int] = None, ma
             chunk_duration = min(max_duration, file_duration - current_start)
 
             # Add overlap for continuity (except for last chunk)
-            fetch_duration = chunk_duration + chunk_overlap if current_start + chunk_duration < file_duration else chunk_duration
+            fetch_duration = (
+                chunk_duration + chunk_overlap
+                if current_start + chunk_duration < file_duration
+                else chunk_duration
+            )
 
-            logger.debug(f"Processing chunk {chunk_num}: start={current_start:.1f}s, duration={chunk_duration:.1f}s")
+            logger.debug(
+                f"Processing chunk {chunk_num}: start={current_start:.1f}s, duration={chunk_duration:.1f}s"
+            )
 
             # Load audio segment
-            chunk_audio = self.load_wave(path, start=current_start, end=current_start + fetch_duration)
+            chunk_audio = self.load_wave(
+                path, start=current_start, end=current_start + fetch_duration
+            )
 
             # Write chunk to temp file for PyAnnote
-            with tempfile.NamedTemporaryFile(suffix='.wav', delete=False) as tmp:
+            with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp:
                 import soundfile as sf
+
                 # Extract tensor data and write as WAV
                 audio_tensor = chunk_audio.squeeze().cpu().numpy()
                 sf.write(tmp.name, audio_tensor, 16000)
@@ -166,18 +200,26 @@ async def async_diarize(self, path: Path, min_speakers: Optional[int] = None, ma
                 # Diarize this chunk
                 loop = asyncio.get_running_loop()
                 chunk_segments = await loop.run_in_executor(
-                    None, self.diarize, chunk_path, min_speakers, max_speakers, collar, min_duration_off
+                    None,
+                    self.diarize,
+                    chunk_path,
+                    min_speakers,
+                    max_speakers,
+                    collar,
+                    min_duration_off,
                 )
 
                 # Adjust timestamps to absolute time
                 for seg in chunk_segments:
-                    seg['start'] += current_start
-                    seg['end'] += current_start
-                    seg['duration'] = seg['end'] - seg['start']
+                    seg["start"] += current_start
+                    seg["end"] += current_start
+                    seg["duration"] = seg["end"] - seg["start"]
 
                 # Only keep segments that start before the overlap cutoff
                 cutoff = current_start + chunk_duration
-                chunk_segments = [seg for seg in chunk_segments if seg['start'] < cutoff]
+                chunk_segments = [
+                    seg for seg in chunk_segments if seg["start"] < cutoff
+                ]
 
                 logger.debug(f"Chunk {chunk_num}: found {len(chunk_segments)} segments")
                 all_segments.extend(chunk_segments)
@@ -188,7 +230,9 @@ async def async_diarize(self, path: Path, min_speakers: Optional[int] = None, ma
             # Move to next chunk
             current_start += chunk_duration
 
-        logger.info(f"Chunked diarization complete: {len(all_segments)} segments before merging")
+        logger.info(
+            f"Chunked diarization complete: {len(all_segments)} segments before merging"
+        )
 
         # Merge adjacent segments from same speaker
         merged = self._merge_segments(all_segments, max_gap=2.0)
@@ -201,17 +245,19 @@ def _merge_segments(self, segments: List[Dict], max_gap: float = 2.0) -> List[Di
         if not segments:
             return []
 
-        segments = sorted(segments, key=lambda s: s['start'])
+        segments = sorted(segments, key=lambda s: s["start"])
         merged = []
         current = segments[0].copy()
 
         for next_seg in segments[1:]:
             # Same speaker and close enough?
-            if (current['speaker'] == next_seg['speaker'] and
-                next_seg['start'] - current['end'] <= max_gap):
+            if (
+                current["speaker"] == next_seg["speaker"]
+                and next_seg["start"] - current["end"] <= max_gap
+            ):
                 # Merge
-                current['end'] = next_seg['end']
-                current['duration'] = current['end'] - current['start']
+                current["end"] = next_seg["end"]
+                current["duration"] = current["end"] - current["start"]
             else:
                 # Save current, start new
                 merged.append(current)
@@ -220,7 +266,9 @@ def _merge_segments(self, segments: List[Dict], max_gap: float = 2.0) -> List[Di
         merged.append(current)
         return merged
 
-    def load_wave(self, path: Path, start: Optional[float] = None, end: Optional[float] = None) -> torch.Tensor:
+    def load_wave(
+        self, path: Path, start: Optional[float] = None, end: Optional[float] = None
+    ) -> torch.Tensor:
         if start is not None and end is not None:
             # Get audio file duration to validate segment bounds
             file_info = self.loader.get_duration(str(path))
@@ -232,10 +280,12 @@ def load_wave(self, path: Path, start: Optional[float] = None, end: Optional[flo
 
             # Log if we had to clamp the segment
             if start != start_clamped or end != end_clamped:
-                logger.warning(f"Segment [{start:.6f}s, {end:.6f}s] clamped to [{start_clamped:.6f}s, {end_clamped:.6f}s] for file duration {file_duration:.6f}s")
+                logger.warning(
+                    f"Segment [{start:.6f}s, {end:.6f}s] clamped to [{start_clamped:.6f}s, {end_clamped:.6f}s] for file duration {file_duration:.6f}s"
+                )
 
             seg = Segment(start_clamped, end_clamped)
             wav, _ = self.loader.crop(str(path), seg)
         else:
             wav, _ = self.loader(str(path))
-        return wav.unsqueeze(0)  # (1, 1, T)
\ No newline at end of file
+        return wav.unsqueeze(0)  # (1, 1, T)
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/backend_client.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/backend_client.py
index 9eaf1e02..ccabee4e 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/backend_client.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/backend_client.py
@@ -20,22 +20,19 @@ def __init__(self, base_url: str, timeout: float = 30.0):
             base_url: Backend API base URL (e.g., http://host.docker.internal:8000)
             timeout: Request timeout in seconds (default: 30.0, used for metadata)
         """
-        self.base_url = base_url.rstrip('/')
+        self.base_url = base_url.rstrip("/")
         self.timeout = timeout
-        
+
         # Default timeout for metadata and other quick operations
         self.default_timeout = httpx.Timeout(timeout, read=timeout)
-        
+
         # Extended timeout for audio fetching (large files can take time)
         # Connect: 10s, Read: 60s, Write: 30s, Pool: 10s
         # TODO: Adjust read timeout based on actual measured decode times
         self.audio_timeout = httpx.Timeout(
-            connect=10.0,
-            read=60.0,
-            write=30.0,
-            pool=10.0
+            connect=10.0, read=60.0, write=30.0, pool=10.0
         )
-        
+
         # Use default timeout for the client (will override per-request)
         self.client = httpx.AsyncClient(timeout=self.default_timeout)
 
@@ -75,7 +72,7 @@ async def get_audio_segment(
         conversation_id: str,
         token: str,
         start: float = 0.0,
-        duration: Optional[float] = None
+        duration: Optional[float] = None,
     ) -> bytes:
         """
         Get audio segment as WAV bytes.
@@ -104,19 +101,16 @@ async def get_audio_segment(
         )
 
         fetch_start = time.time()
-        
+
         # Use extended timeout for audio fetching (large files can take time)
         response = await self.client.get(
-            url, 
-            params=params, 
-            headers=headers,
-            timeout=self.audio_timeout
+            url, params=params, headers=headers, timeout=self.audio_timeout
         )
         response.raise_for_status()
 
         wav_bytes = response.content
         fetch_time = time.time() - fetch_start
-        
+
         logger.info(
             f"Fetched audio segment: {len(wav_bytes) / 1024 / 1024:.2f} MB "
             f"in {fetch_time:.2f}s (conversation={conversation_id[:12]}, "
diff --git a/extras/speaker-recognition/tests/test_speaker_service_integration.py b/extras/speaker-recognition/tests/test_speaker_service_integration.py
index 1ee60bd7..ecc94e1c 100644
--- a/extras/speaker-recognition/tests/test_speaker_service_integration.py
+++ b/extras/speaker-recognition/tests/test_speaker_service_integration.py
@@ -44,7 +44,11 @@
     "docker-compose-test.yml",
 )
 
-SPEAKER_SERVICE_PORT = int(os.environ.get("SPEAKER_SERVICE_TEST_PORT", os.environ.get("SPEAKER_SERVICE_PORT", "8086")))
+SPEAKER_SERVICE_PORT = int(
+    os.environ.get(
+        "SPEAKER_SERVICE_TEST_PORT", os.environ.get("SPEAKER_SERVICE_PORT", "8086")
+    )
+)
 SPEAKER_SERVICE_URL = f"http://localhost:{SPEAKER_SERVICE_PORT}"
 
 
@@ -64,7 +68,9 @@ def _wait_for_health(url: str, timeout_seconds: int = 300) -> None:
         except Exception as e:
             last_error = str(e)
         time.sleep(3)
-    raise TimeoutError(f"Speaker service not healthy at {url} within {timeout_seconds}s: {last_error}")
+    raise TimeoutError(
+        f"Speaker service not healthy at {url} within {timeout_seconds}s: {last_error}"
+    )
 
 
 def _compose_up():
@@ -79,7 +85,9 @@ def _compose_up():
     if "HF_TOKEN" not in env:
         pytest.skip("HF_TOKEN not set; skipping speaker recognition integration tests")
     if not _command_exists("docker"):
-        pytest.skip("Docker not available; skipping speaker recognition integration tests")
+        pytest.skip(
+            "Docker not available; skipping speaker recognition integration tests"
+        )
 
     # Determine build flag based on REBUILD setting
     compose_args = [
@@ -90,18 +98,20 @@ def _compose_up():
         "up",
         "-d",
     ]
-    
+
     if REBUILD:
         compose_args.append("--build")
         print(f"🔨 Rebuilding images from source (REBUILD=True)")
     else:
         print(f"🏗️ Using existing images (REBUILD=False)")
-    
+
     # Service name varies by compose file
     compose_args.append(
-        "speaker-service-test" if COMPOSE_FILE.name.endswith("docker-compose-test.yml") else "speaker-service"
+        "speaker-service-test"
+        if COMPOSE_FILE.name.endswith("docker-compose-test.yml")
+        else "speaker-service"
     )
-    
+
     try:
         subprocess.run(
             compose_args,
@@ -114,7 +124,10 @@ def _compose_up():
         print(f"Docker Compose build failed with exit code {e.returncode}")
         print("Attempting to show Docker logs...")
         try:
-            subprocess.run(["docker", "compose", "-f", str(COMPOSE_FILE), "logs"], cwd=str(SPEAKER_DIR))
+            subprocess.run(
+                ["docker", "compose", "-f", str(COMPOSE_FILE), "logs"],
+                cwd=str(SPEAKER_DIR),
+            )
         except Exception:
             pass
         raise
@@ -139,11 +152,15 @@ def _compose_down():
 def speaker_service():
     try:
         if FRESH_RUN:
-            print(f"🔄 Fresh run: starting with clean containers and data (FRESH_RUN=True)")
+            print(
+                f"🔄 Fresh run: starting with clean containers and data (FRESH_RUN=True)"
+            )
             _compose_down()  # Ensure clean state
         else:
-            print(f"♻️ Reuse mode: keeping existing containers and data if available (FRESH_RUN=False)")
-        
+            print(
+                f"♻️ Reuse mode: keeping existing containers and data if available (FRESH_RUN=False)"
+            )
+
         _compose_up()
         _wait_for_health(SPEAKER_SERVICE_URL, timeout_seconds=600)
         yield
@@ -153,129 +170,165 @@ def speaker_service():
             print(f"🧹 Cleaning up containers (CLEANUP_CONTAINERS=True)")
             _compose_down()
         else:
-            print(f"🗂️ Keeping containers running for debugging (CLEANUP_CONTAINERS=False)")
+            print(
+                f"🗂️ Keeping containers running for debugging (CLEANUP_CONTAINERS=False)"
+            )
 
 
 def test_speaker_recognition_pipeline(speaker_service):
     """Test the complete speaker recognition pipeline - enrollment, identification, and conversation analysis."""
-    
+
     print("=" * 80)
     print("🚀 STARTING SPEAKER RECOGNITION INTEGRATION TEST")
     print("=" * 80)
-    
+
     # Phase 1: Service Health Check
     print("📋 Phase 1: Service health check...")
     health_response = requests.get(f"{SPEAKER_SERVICE_URL}/health", timeout=10)
-    assert health_response.status_code == 200, f"Health check failed: {health_response.status_code}"
+    assert (
+        health_response.status_code == 200
+    ), f"Health check failed: {health_response.status_code}"
     print("✅ Speaker service is healthy")
-    
+
     # Phase 2: Test Assets Verification
     print("📁 Phase 2: Verifying test assets...")
     evan_dir = TEST_ASSETS_DIR / "evan"
     katelyn_dir = TEST_ASSETS_DIR / "katelyn"
     conversation_file = TEST_ASSETS_DIR / "conversation_evan_katelyn_2min.wav"
-    
+
     assert evan_dir.exists(), f"Evan test assets not found at {evan_dir}"
     assert katelyn_dir.exists(), f"Katelyn test assets not found at {katelyn_dir}"
-    assert conversation_file.exists(), f"Conversation file not found at {conversation_file}"
-    
+    assert (
+        conversation_file.exists()
+    ), f"Conversation file not found at {conversation_file}"
+
     evan_files = list(evan_dir.glob("*.wav"))
     katelyn_files = list(katelyn_dir.glob("*.wav"))
     assert len(evan_files) > 0, "No Evan audio files found"
     assert len(katelyn_files) > 0, "No Katelyn audio files found"
-    
-    print(f"✅ Found {len(evan_files)} Evan files and {len(katelyn_files)} Katelyn files")
-    
+
+    print(
+        f"✅ Found {len(evan_files)} Evan files and {len(katelyn_files)} Katelyn files"
+    )
+
     # Phase 3: Speaker Enrollment
     print("👤 Phase 3: Speaker enrollment...")
-    
+
     # 3a. Batch enroll Evan
     print(f"  Enrolling Evan with {len(evan_files)} audio files...")
     files = []
     for i, file_path in enumerate(sorted(evan_files)):
-        files.append(("files", (f"evan_{i:03d}.wav", open(file_path, "rb"), "audio/wav")))
-    
+        files.append(
+            ("files", (f"evan_{i:03d}.wav", open(file_path, "rb"), "audio/wav"))
+        )
+
     data = {"speaker_id": "user_1_evan_test", "speaker_name": "Evan Test"}
-    r = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data, timeout=120)
-    
+    r = requests.post(
+        f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data, timeout=120
+    )
+
     # Close file handles
     for _, file_tuple in files:
         file_tuple[1].close()
-    
-    assert r.status_code == 200, f"Evan enrollment failed: {r.status_code} {r.text[:500]}"
+
+    assert (
+        r.status_code == 200
+    ), f"Evan enrollment failed: {r.status_code} {r.text[:500]}"
     evan_result = r.json()
     assert evan_result.get("speaker_id") == "user_1_evan_test"
     print(f"  ✅ Evan enrolled successfully")
-    
+
     # 3b. Batch enroll Katelyn
     print(f"  Enrolling Katelyn with {len(katelyn_files)} audio files...")
     files = []
     for i, file_path in enumerate(sorted(katelyn_files)):
-        files.append(("files", (f"katelyn_{i:03d}.wav", open(file_path, "rb"), "audio/wav")))
-    
+        files.append(
+            ("files", (f"katelyn_{i:03d}.wav", open(file_path, "rb"), "audio/wav"))
+        )
+
     data = {"speaker_id": "user_1_katelyn_test", "speaker_name": "Katelyn Test"}
-    r = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data, timeout=120)
-    
+    r = requests.post(
+        f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data, timeout=120
+    )
+
     # Close file handles
     for _, file_tuple in files:
         file_tuple[1].close()
-    
-    assert r.status_code == 200, f"Katelyn enrollment failed: {r.status_code} {r.text[:500]}"
+
+    assert (
+        r.status_code == 200
+    ), f"Katelyn enrollment failed: {r.status_code} {r.text[:500]}"
     katelyn_result = r.json()
     assert katelyn_result.get("speaker_id") == "user_1_katelyn_test"
     print(f"  ✅ Katelyn enrolled successfully")
-    
+
     # Phase 4: Speaker Database Verification
     print("💾 Phase 4: Speaker database verification...")
-    speakers_response = requests.get(f"{SPEAKER_SERVICE_URL}/speakers?user_id=1", timeout=10)
-    assert speakers_response.status_code == 200, f"Failed to get speakers: {speakers_response.status_code}"
+    speakers_response = requests.get(
+        f"{SPEAKER_SERVICE_URL}/speakers?user_id=1", timeout=10
+    )
+    assert (
+        speakers_response.status_code == 200
+    ), f"Failed to get speakers: {speakers_response.status_code}"
     speakers_data = speakers_response.json()
-    
+
     assert "speakers" in speakers_data, "No speakers field in response"
     speakers = speakers_data["speakers"]
     assert len(speakers) == 2, f"Expected 2 speakers, got {len(speakers)}"
-    
+
     speaker_ids = [s["id"] for s in speakers]
     assert "user_1_evan_test" in speaker_ids, "Evan not found in speaker list"
     assert "user_1_katelyn_test" in speaker_ids, "Katelyn not found in speaker list"
     print("✅ Both speakers persisted correctly in database")
-    
+
     # Phase 5: Individual Speaker Identification
     print("🔍 Phase 5: Individual speaker identification...")
-    
+
     # 5a. Test Evan identification
     evan_test_file = sorted(evan_files)[0]
     with open(evan_test_file, "rb") as f:
         files = {"file": (evan_test_file.name, f, "audio/wav")}
         data = {"similarity_threshold": "0.10", "user_id": "1"}
-        r = requests.post(f"{SPEAKER_SERVICE_URL}/identify", files=files, data=data, timeout=60)
-    
+        r = requests.post(
+            f"{SPEAKER_SERVICE_URL}/identify", files=files, data=data, timeout=60
+        )
+
     assert r.status_code == 200, f"Evan identify failed: {r.status_code} {r.text[:500]}"
     result = r.json()
     assert result.get("found") is True, "Evan not identified"
-    assert result.get("speaker_id") == "user_1_evan_test", f"Wrong speaker identified: {result.get('speaker_id')}"
+    assert (
+        result.get("speaker_id") == "user_1_evan_test"
+    ), f"Wrong speaker identified: {result.get('speaker_id')}"
     evan_confidence = result.get("confidence")
     assert isinstance(evan_confidence, (int, float)), "Invalid confidence value"
     print(f"  ✅ Evan correctly identified with confidence {evan_confidence:.3f}")
-    
+
     # 5b. Test Katelyn identification
     katelyn_test_file = sorted(katelyn_files)[0]
     with open(katelyn_test_file, "rb") as f:
         files = {"file": (katelyn_test_file.name, f, "audio/wav")}
         data = {"similarity_threshold": "0.10", "user_id": "1"}
-        r = requests.post(f"{SPEAKER_SERVICE_URL}/identify", files=files, data=data, timeout=60)
-    
-    assert r.status_code == 200, f"Katelyn identify failed: {r.status_code} {r.text[:500]}"
+        r = requests.post(
+            f"{SPEAKER_SERVICE_URL}/identify", files=files, data=data, timeout=60
+        )
+
+    assert (
+        r.status_code == 200
+    ), f"Katelyn identify failed: {r.status_code} {r.text[:500]}"
     result = r.json()
     assert result.get("found") is True, "Katelyn not identified"
-    assert result.get("speaker_id") == "user_1_katelyn_test", f"Wrong speaker identified: {result.get('speaker_id')}"
+    assert (
+        result.get("speaker_id") == "user_1_katelyn_test"
+    ), f"Wrong speaker identified: {result.get('speaker_id')}"
     katelyn_confidence = result.get("confidence")
     assert isinstance(katelyn_confidence, (int, float)), "Invalid confidence value"
     print(f"  ✅ Katelyn correctly identified with confidence {katelyn_confidence:.3f}")
-    
+
     # Phase 6: Conversation Processing (Basic API Functionality)
     print("🗣️ Phase 6: Conversation processing...")
-    print("  Note: Testing API functionality, not requiring perfect speaker identification")
+    print(
+        "  Note: Testing API functionality, not requiring perfect speaker identification"
+    )
 
     with open(conversation_file, "rb") as f:
         files = {"file": (conversation_file.name, f, "audio/wav")}
@@ -287,10 +340,19 @@ def test_speaker_recognition_pipeline(speaker_service):
             "max_speakers": "4",
         }
 
-        print(f"  Processing conversation audio (file size: {conversation_file.stat().st_size / (1024*1024):.1f}MB)...")
-        r = requests.post(f"{SPEAKER_SERVICE_URL}/diarize-and-identify", files=files, params=params, timeout=300)
+        print(
+            f"  Processing conversation audio (file size: {conversation_file.stat().st_size / (1024*1024):.1f}MB)..."
+        )
+        r = requests.post(
+            f"{SPEAKER_SERVICE_URL}/diarize-and-identify",
+            files=files,
+            params=params,
+            timeout=300,
+        )
 
-    assert r.status_code == 200, f"Conversation processing failed: {r.status_code} {r.text[:500]}"
+    assert (
+        r.status_code == 200
+    ), f"Conversation processing failed: {r.status_code} {r.text[:500]}"
     result = r.json()
 
     # Basic structure validation
@@ -304,7 +366,9 @@ def test_speaker_recognition_pipeline(speaker_service):
     identified_speakers = set()
 
     for seg in result["segments"]:
-        assert "start" in seg and "end" in seg and "speaker" in seg, "Invalid segment structure"
+        assert (
+            "start" in seg and "end" in seg and "speaker" in seg
+        ), "Invalid segment structure"
 
         # Check if speaker was identified (correct field names)
         if seg.get("status") == "identified" and seg.get("identified_id"):
@@ -313,9 +377,13 @@ def test_speaker_recognition_pipeline(speaker_service):
             speaker_name = seg.get("identified_as", "")
             confidence = seg.get("confidence", 0.0)
             identified_speakers.add(speaker_id)
-            print(f"    Segment identified: {speaker_name} ({speaker_id}) confidence={confidence:.3f}")
+            print(
+                f"    Segment identified: {speaker_name} ({speaker_id}) confidence={confidence:.3f}"
+            )
 
-    print(f"  ✅ Found {total_segments} segments, {identified_segments} with speaker identification")
+    print(
+        f"  ✅ Found {total_segments} segments, {identified_segments} with speaker identification"
+    )
     print(f"  ✅ Identified speakers: {identified_speakers}")
 
     # Success criteria: API works and produces valid output
@@ -343,16 +411,24 @@ def test_speaker_recognition_pipeline(speaker_service):
                 assert "start" in word, f"Word missing 'start' field: {word}"
                 assert "end" in word, f"Word missing 'end' field: {word}"
                 # confidence is optional
-                assert isinstance(word["start"], (int, float)), f"Word 'start' should be numeric: {word}"
-                assert isinstance(word["end"], (int, float)), f"Word 'end' should be numeric: {word}"
-
-    print(f"  ✅ Word-level data: {segments_with_words}/{total_segments} segments have words ({total_words_found} total words)")
+                assert isinstance(
+                    word["start"], (int, float)
+                ), f"Word 'start' should be numeric: {word}"
+                assert isinstance(
+                    word["end"], (int, float)
+                ), f"Word 'end' should be numeric: {word}"
+
+    print(
+        f"  ✅ Word-level data: {segments_with_words}/{total_segments} segments have words ({total_words_found} total words)"
+    )
     assert segments_with_words > 0, "No segments contain word-level timestamp data"
     assert total_words_found > 0, "No words found across all segments"
     print("✅ Word-level timestamp data validated successfully")
 
     # Phase 8: Diarize-Identify-Match Endpoint (Backend Integration Mode)
-    print("🔗 Phase 8: Testing /v1/diarize-identify-match endpoint (backend integration mode)...")
+    print(
+        "🔗 Phase 8: Testing /v1/diarize-identify-match endpoint (backend integration mode)..."
+    )
     print("  This endpoint matches transcript words to diarization segments")
 
     # Create sample transcript_data with word-level timestamps
@@ -366,7 +442,7 @@ def test_speaker_recognition_pipeline(speaker_service):
             {"word": "a", "start": 2.5, "end": 2.6, "confidence": 0.97},
             {"word": "test", "start": 2.7, "end": 3.0, "confidence": 0.94},
             {"word": "conversation", "start": 3.1, "end": 3.8, "confidence": 0.93},
-        ]
+        ],
     }
 
     with open(conversation_file, "rb") as f:
@@ -380,9 +456,16 @@ def test_speaker_recognition_pipeline(speaker_service):
             "max_speakers": "4",
         }
 
-        r = requests.post(f"{SPEAKER_SERVICE_URL}/v1/diarize-identify-match", files=files, data=data, timeout=300)
+        r = requests.post(
+            f"{SPEAKER_SERVICE_URL}/v1/diarize-identify-match",
+            files=files,
+            data=data,
+            timeout=300,
+        )
 
-    assert r.status_code == 200, f"/v1/diarize-identify-match failed: {r.status_code} {r.text[:500]}"
+    assert (
+        r.status_code == 200
+    ), f"/v1/diarize-identify-match failed: {r.status_code} {r.text[:500]}"
     match_result = r.json()
 
     # Validate response structure
@@ -396,7 +479,9 @@ def test_speaker_recognition_pipeline(speaker_service):
 
     for seg in match_segments:
         assert "text" in seg, "Segment missing 'text' field"
-        assert "words" in seg, "Segment missing 'words' field (should include matched transcript words)"
+        assert (
+            "words" in seg
+        ), "Segment missing 'words' field (should include matched transcript words)"
         words = seg.get("words", [])
 
         if len(words) > 0:
@@ -409,7 +494,9 @@ def test_speaker_recognition_pipeline(speaker_service):
                 assert "start" in word, f"Word missing 'start' field: {word}"
                 assert "end" in word, f"Word missing 'end' field: {word}"
 
-    print(f"  ✅ Diarize-identify-match: {match_segments_with_words}/{len(match_segments)} segments have matched words ({match_total_words} total)")
+    print(
+        f"  ✅ Diarize-identify-match: {match_segments_with_words}/{len(match_segments)} segments have matched words ({match_total_words} total)"
+    )
     assert match_segments_with_words > 0, "No segments contain matched transcript words"
     print("✅ /v1/diarize-identify-match endpoint validated successfully")
 
@@ -422,12 +509,18 @@ def test_speaker_recognition_pipeline(speaker_service):
     print(f"✅ Katelyn enrollment: PASS (confidence: {katelyn_confidence:.3f})")
     print(f"✅ Database persistence: PASS (2 speakers)")
     print(f"✅ Individual identification: PASS (both speakers)")
-    print(f"✅ Conversation processing: PASS ({total_segments} segments, {identified_segments} identified)")
-    print(f"✅ Word-level timestamps: PASS ({total_words_found} words in {segments_with_words} segments)")
-    print(f"✅ Diarize-identify-match: PASS ({match_total_words} matched words in {match_segments_with_words} segments)")
+    print(
+        f"✅ Conversation processing: PASS ({total_segments} segments, {identified_segments} identified)"
+    )
+    print(
+        f"✅ Word-level timestamps: PASS ({total_words_found} words in {segments_with_words} segments)"
+    )
+    print(
+        f"✅ Diarize-identify-match: PASS ({match_total_words} matched words in {match_segments_with_words} segments)"
+    )
     print("=" * 80)
 
 
 if __name__ == "__main__":
     # Run tests directly
-    pytest.main([__file__, "-v", "-s"])
\ No newline at end of file
+    pytest.main([__file__, "-v", "-s"])
diff --git a/extras/speaker-recognition/webui/src/services/api.ts b/extras/speaker-recognition/webui/src/services/api.ts
index fda31507..31318393 100644
--- a/extras/speaker-recognition/webui/src/services/api.ts
+++ b/extras/speaker-recognition/webui/src/services/api.ts
@@ -89,7 +89,7 @@ class ApiService {
       // Fallback to local user creation
       const existingUsers = JSON.parse(localStorage.getItem('users') || '[]')
       const existingUser = existingUsers.find((u: User) => u.username === username)
-      
+
       if (existingUser) {
         return existingUser
       }
@@ -99,7 +99,7 @@ class ApiService {
         username,
         created_at: new Date().toISOString()
       }
-      
+
       existingUsers.push(newUser)
       localStorage.setItem('users', JSON.stringify(existingUsers))
       return newUser
@@ -142,7 +142,7 @@ class ApiService {
     audioFiles: File[]
   ): Promise<any> {
     const formData = new FormData()
-    
+
     audioFiles.forEach(file => {
       formData.append('files', file)
     })
@@ -202,4 +202,4 @@ class ApiService {
 
 }
 
-export const apiService = new ApiService()
\ No newline at end of file
+export const apiService = new ApiService()
diff --git a/extras/speaker-recognition/webui/src/services/deepgram.ts b/extras/speaker-recognition/webui/src/services/deepgram.ts
index 3b1b289e..14c7840e 100644
--- a/extras/speaker-recognition/webui/src/services/deepgram.ts
+++ b/extras/speaker-recognition/webui/src/services/deepgram.ts
@@ -84,14 +84,14 @@ export async function transcribeWithDeepgram(
   options: DeepgramTranscriptionOptions = {}
 ): Promise<DeepgramResponse> {
   const opts = { ...DEFAULT_DEEPGRAM_OPTIONS, ...options }
-  
+
   const formData = new FormData()
   formData.append('file', file)
-  
+
   // Always use /v1/listen for transcription
   // Hybrid mode (transcribe + internal diarization) is handled by speakerIdentification service
   const endpoint = '/v1/listen'
-  
+
   const params: Record<string, any> = {
     model: opts.model,
     language: opts.language,
@@ -99,19 +99,19 @@ export async function transcribeWithDeepgram(
     smart_format: opts.smartFormat,
     punctuate: opts.punctuate
   }
-  
+
   // Add enhancement parameters if enabled
   if (opts.enhanceSpeakers) {
     params.enhance_speakers = true
     params.user_id = opts.userId
     params.speaker_confidence_threshold = opts.speakerConfidenceThreshold
   }
-  
+
   // Plain mode parameter for internal processing
   if (opts.enablePlainMode) {
     params.enable_plain_mode = true
   }
-  
+
   const response = await apiService.post(endpoint, formData, {
     headers: {
       'Content-Type': 'multipart/form-data',
@@ -119,7 +119,7 @@ export async function transcribeWithDeepgram(
     params,
     timeout: 300000, // 5 minutes for transcription operations
   })
-  
+
   return response.data as DeepgramResponse
 }
 
@@ -128,13 +128,13 @@ export async function transcribeWithDeepgram(
  */
 export function groupWordsBySpeaker(words: DeepgramResponse['results']['channels'][0]['alternatives'][0]['words']): DeepgramSegment[] {
   if (!words || words.length === 0) return []
-  
+
   const segments: DeepgramSegment[] = []
   let currentSegment: any = null
-  
+
   for (const word of words) {
     const speaker = word.speaker || 0
-    
+
     if (!currentSegment || currentSegment.speaker !== speaker) {
       // Start new segment
       if (currentSegment) {
@@ -160,17 +160,17 @@ export function groupWordsBySpeaker(words: DeepgramResponse['results']['channels
       currentSegment.text += ' ' + (word.punctuated_word || word.word)
     }
   }
-  
+
   // Add final segment
   if (currentSegment) {
     segments.push(currentSegment)
   }
-  
+
   // Calculate durations
   segments.forEach(segment => {
     segment.duration = segment.end - segment.start
   })
-  
+
   return segments
 }
 
@@ -180,14 +180,14 @@ export function groupWordsBySpeaker(words: DeepgramResponse['results']['channels
 export function processDeepgramResponse(response: DeepgramResponse): DeepgramSegment[] {
   const results = response.results || {}
   const channels = results.channels || []
-  
+
   if (!channels.length) return []
-  
+
   const channel = channels[0]
   const alternatives = channel.alternatives || []
-  
+
   if (!alternatives.length) return []
-  
+
   const words = alternatives[0].words || []
   return groupWordsBySpeaker(words)
 }
@@ -201,7 +201,7 @@ export function calculateConfidenceSummary(segments: DeepgramSegment[]) {
   const medium = segments.filter(s => s.confidence >= 0.6 && s.confidence < 0.8).length
   const low = segments.filter(s => s.confidence >= 0.4 && s.confidence < 0.6).length
   const veryLow = total - high - medium - low
-  
+
   return {
     total_segments: total,
     high_confidence: high,
@@ -351,7 +351,7 @@ export class DeepgramStreaming {
 
         // Create WebSocket URL without token (token goes in subprotocol)
         const wsUrl = `wss://api.deepgram.com/v1/listen?${params.toString()}`
-        
+
         console.log('🌐 [DEEPGRAM] WebSocket URL:', wsUrl)
         console.log('🌐 [DEEPGRAM] VAD Configuration:', {
           interim_results: this.config.interim_results,
@@ -365,7 +365,7 @@ export class DeepgramStreaming {
 
         // Create WebSocket connection with subprotocol authentication (official method)
         this.ws = new WebSocket(wsUrl, ['token', this.config.apiKey])
-        
+
         console.log('🌐 [DEEPGRAM] WebSocket created with subprotocol auth, readyState:', this.ws.readyState)
 
         // This is already handled above in the timeout section
@@ -400,7 +400,7 @@ export class DeepgramStreaming {
           this.isConnected = false
           console.log('🌐 [DEEPGRAM] Calling status callback with "error"')
           this.onStatusCallback?.('error')
-          
+
           const err = new Error(`WebSocket connection failed. Check your Deepgram API key and internet connection.`)
           console.error('🌐 [DEEPGRAM] Calling error callback with error:', err.message)
           this.onErrorCallback?.(err)
@@ -411,7 +411,7 @@ export class DeepgramStreaming {
         this.ws.onmessage = (event) => {
           try {
             const data = JSON.parse(event.data)
-            
+
             // Enhanced logging for VAD events and transcripts
             if (data.type === 'Results' && data.channel?.alternatives?.[0]?.transcript) {
               console.log('📝 [DEEPGRAM] TRANSCRIPT:', data.channel.alternatives[0].transcript, {
@@ -430,11 +430,11 @@ export class DeepgramStreaming {
               // Log any other message types we might be receiving
               console.log('🌐 [DEEPGRAM] Other message:', data.type, data)
             }
-            
+
             // Handle different message types
             if (data.type === 'Results' && data.channel?.alternatives?.[0]) {
               const transcript = data.channel.alternatives[0]
-              
+
               // Only emit if we have actual content
               if (transcript.transcript && transcript.transcript.trim()) {
                 this.onTranscriptCallback?.({
@@ -464,13 +464,13 @@ export class DeepgramStreaming {
           if (!this.isConnected && this.ws) {
             console.error('🌐 [DEEPGRAM] ⏰ Connection timeout after 5 seconds')
             console.error('🌐 [DEEPGRAM] WebSocket readyState at timeout:', this.ws?.readyState)
-            
+
             // Clean up the failed connection
             if (this.ws) {
               this.ws.close()
               this.ws = null
             }
-            
+
             const timeoutError = new Error('Connection timeout - Deepgram did not respond within 5 seconds. Check your API key and internet connection.')
             console.error('🌐 [DEEPGRAM] Rejecting with timeout error')
             this.onStatusCallback?.('error')
@@ -519,7 +519,7 @@ export class DeepgramStreaming {
   sendAudio(audioData: ArrayBuffer): void {
     if (this.ws && this.isConnected && this.ws.readyState === WebSocket.OPEN) {
       this.audioPacketCount++
-      
+
       // Track first audio packet timing
       if (!this.firstAudioTime && this.connectionTime) {
         this.firstAudioTime = Date.now()
@@ -531,12 +531,12 @@ export class DeepgramStreaming {
           console.warn('🌐 [DEEPGRAM] ⚠️ Audio delay > 8s - may cause timeout!')
         }
       }
-      
+
       // Minimal logging for audio packets
       if (this.audioPacketCount % 200 === 0) {
         console.log('🌐 [DEEPGRAM] Audio packets sent:', this.audioPacketCount)
       }
-      
+
       this.ws.send(audioData)
     } else {
       console.warn('🌐 [DEEPGRAM] ⚠️ Cannot send audio - WebSocket not connected:', {
@@ -577,7 +577,7 @@ export class DeepgramStreaming {
 
   getConnectionStatus(): 'connecting' | 'connected' | 'disconnected' | 'error' {
     if (!this.ws) return 'disconnected'
-    
+
     switch (this.ws.readyState) {
       case WebSocket.CONNECTING:
         return 'connecting'
@@ -598,13 +598,13 @@ export class DeepgramStreaming {
 export function convertAudioForDeepgram(audioBuffer: Float32Array, sampleRate: number = 16000): ArrayBuffer {
   // Convert float32 samples to int16
   const int16Array = new Int16Array(audioBuffer.length)
-  
+
   for (let i = 0; i < audioBuffer.length; i++) {
     // Clamp to [-1, 1] and convert to 16-bit integer
     const sample = Math.max(-1, Math.min(1, audioBuffer[i]))
     int16Array[i] = sample * 0x7FFF
   }
-  
+
   return int16Array.buffer
 }
 
@@ -612,8 +612,8 @@ export function convertAudioForDeepgram(audioBuffer: Float32Array, sampleRate: n
  * Resample audio to 16kHz if needed
  */
 export function resampleAudio(
-  audioBuffer: Float32Array, 
-  originalSampleRate: number, 
+  audioBuffer: Float32Array,
+  originalSampleRate: number,
   targetSampleRate: number = 16000
 ): Float32Array {
   if (originalSampleRate === targetSampleRate) {
@@ -638,4 +638,4 @@ export function resampleAudio(
   }
 
   return resampled
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/services/speakerIdentification.ts b/extras/speaker-recognition/webui/src/services/speakerIdentification.ts
index 61e6b338..5c1bb4d0 100644
--- a/extras/speaker-recognition/webui/src/services/speakerIdentification.ts
+++ b/extras/speaker-recognition/webui/src/services/speakerIdentification.ts
@@ -83,7 +83,7 @@ export class SpeakerIdentificationService {
     options: ProcessingOptions
   ): Promise<ProcessingResult> {
     const startTime = Date.now()
-    
+
     try {
       let result: ProcessingResult
 
@@ -112,7 +112,7 @@ export class SpeakerIdentificationService {
     } catch (error) {
       // Provide more helpful error messages based on the error type
       let errorMessage = `Processing failed: ${error instanceof Error ? error.message : 'Unknown error'}`
-      
+
       if (error.message?.includes('500') || error.message?.includes('Internal Server Error')) {
         errorMessage = `Server error during ${options.mode} processing. This might be due to a backend issue. Please try again or contact support.`
       } else if (error.message?.includes('404') || error.message?.includes('Not Found')) {
@@ -126,7 +126,7 @@ export class SpeakerIdentificationService {
       } else if (error.message?.includes('Failed to transform Deepgram data')) {
         errorMessage = `Invalid Deepgram JSON format. Please ensure you've uploaded a valid Deepgram API response file.`
       }
-      
+
       throw new Error(errorMessage)
     }
   }
@@ -142,7 +142,7 @@ export class SpeakerIdentificationService {
       const formData = new FormData()
       formData.append('file', audioFile, 'utterance.wav')
       formData.append('similarity_threshold', (options.confidenceThreshold || 0.15).toString())
-      
+
       if (options.userId) {
         formData.append('user_id', options.userId.toString())
       }
@@ -175,7 +175,7 @@ export class SpeakerIdentificationService {
   ): Promise<ProcessingResult> {
     try {
       const filename = audioFile instanceof File ? audioFile.name : 'Audio'
-      
+
       // Use shared Deepgram service
       const deepgramResponse = await transcribeWithDeepgram(audioFile, {
         enhanceSpeakers: options.enhanceSpeakers !== false,
@@ -321,11 +321,11 @@ export class SpeakerIdentificationService {
   ): Promise<ProcessingResult> {
     try {
       const filename = audioFile instanceof File ? audioFile.name : 'Audio'
-      
+
       const formData = new FormData()
       formData.append('file', audioFile)
       formData.append('min_duration', (options.minDuration || 0.5).toString())
-      
+
       if (options.minSpeakers) {
         formData.append('min_speakers', options.minSpeakers.toString())
       }
@@ -341,7 +341,7 @@ export class SpeakerIdentificationService {
 
       const backendSegments = response.data.segments || []
 
-      // Convert backend format to frontend format  
+      // Convert backend format to frontend format
       const speakers: SpeakerSegment[] = backendSegments.map((segment: any) => ({
         start: segment.start,
         end: segment.end,
@@ -381,10 +381,10 @@ export class SpeakerIdentificationService {
   ): Promise<ProcessingResult> {
     try {
       const filename = audioFile instanceof File ? audioFile.name : 'Audio'
-      
+
       const formData = new FormData()
       formData.append('file', audioFile)
-      
+
       // Use query parameters instead of form data (like the working /v1/listen endpoint)
       const params = {
         similarity_threshold: (options.confidenceThreshold || 0.15).toString(),
@@ -456,7 +456,7 @@ export class SpeakerIdentificationService {
   ): Promise<ProcessingResult> {
     try {
       const filename = audioFile instanceof File ? audioFile.name : 'Audio'
-      
+
       if (!options.transcriptData) {
         throw new Error('Transcript data is required for diarize-identify-match mode')
       }
@@ -467,7 +467,7 @@ export class SpeakerIdentificationService {
       const formData = new FormData()
       formData.append('file', audioFile)
       formData.append('transcript_data', transformedTranscriptData)
-      
+
       // Add speaker processing parameters
       if (options.userId) {
         formData.append('user_id', options.userId.toString())
@@ -574,10 +574,10 @@ export class SpeakerIdentificationService {
       // Extract words from Deepgram format: results.channels[0].alternatives[0].words
       let words: Array<{word: string, start: number, end: number}> = []
       let fullText = ""
-      
+
       if (deepgramData?.results?.channels?.[0]?.alternatives?.[0]) {
         const alternative = deepgramData.results.channels[0].alternatives[0]
-        
+
         // Extract words with timestamps
         if (alternative.words) {
           words = alternative.words.map((wordData: any) => ({
@@ -586,17 +586,17 @@ export class SpeakerIdentificationService {
             end: parseFloat(wordData.end || 0)
           })).filter((word: any) => word.word) // Remove empty words
         }
-        
+
         // Extract full transcript
         fullText = alternative.transcript || ''
       }
-      
+
       // Format for backend API
       const formattedData = {
         words: words,
         text: fullText
       }
-      
+
       return JSON.stringify(formattedData)
     } catch (error) {
       throw new Error(`Failed to transform Deepgram data: ${error instanceof Error ? error.message : 'Unknown error'}`)
@@ -613,4 +613,4 @@ export class SpeakerIdentificationService {
 }
 
 // Export singleton instance
-export const speakerIdentificationService = SpeakerIdentificationService.getInstance()
\ No newline at end of file
+export const speakerIdentificationService = SpeakerIdentificationService.getInstance()
diff --git a/plugins/email_summarizer/__init__.py b/plugins/email_summarizer/__init__.py
index 525acd51..e1e5584d 100644
--- a/plugins/email_summarizer/__init__.py
+++ b/plugins/email_summarizer/__init__.py
@@ -6,4 +6,4 @@
 
 from .plugin import EmailSummarizerPlugin
 
-__all__ = ['EmailSummarizerPlugin']
+__all__ = ["EmailSummarizerPlugin"]
diff --git a/plugins/email_summarizer/email_service.py b/plugins/email_summarizer/email_service.py
index b51de0b5..7d172b14 100644
--- a/plugins/email_summarizer/email_service.py
+++ b/plugins/email_summarizer/email_service.py
@@ -7,6 +7,7 @@
 - Gmail and other SMTP providers
 - Async implementation
 """
+
 import asyncio
 import logging
 import smtplib
@@ -36,13 +37,13 @@ def __init__(self, config: Dict[str, Any]):
                 - from_email: Sender email address
                 - from_name: Sender display name (default: 'Chronicle AI')
         """
-        self.host = config.get('smtp_host')
-        self.port = config.get('smtp_port', 587)
-        self.username = config.get('smtp_username')
-        self.password = config.get('smtp_password')
-        self.use_tls = config.get('smtp_use_tls', True)
-        self.from_email = config.get('from_email')
-        self.from_name = config.get('from_name', 'Chronicle AI')
+        self.host = config.get("smtp_host")
+        self.port = config.get("smtp_port", 587)
+        self.username = config.get("smtp_username")
+        self.password = config.get("smtp_password")
+        self.use_tls = config.get("smtp_use_tls", True)
+        self.from_email = config.get("from_email")
+        self.from_name = config.get("from_name", "Chronicle AI")
 
         # Validate required configuration
         if not all([self.host, self.username, self.password, self.from_email]):
@@ -64,7 +65,7 @@ async def send_email(
         to_email: str,
         subject: str,
         body_text: str,
-        body_html: Optional[str] = None
+        body_html: Optional[str] = None,
     ) -> bool:
         """
         Send email via SMTP with HTML/text support.
@@ -80,18 +81,18 @@ async def send_email(
         """
         try:
             # Create message container
-            msg = MIMEMultipart('alternative')
-            msg['Subject'] = subject
-            msg['From'] = f"{self.from_name} <{self.from_email}>"
-            msg['To'] = to_email
+            msg = MIMEMultipart("alternative")
+            msg["Subject"] = subject
+            msg["From"] = f"{self.from_name} <{self.from_email}>"
+            msg["To"] = to_email
 
             # Attach plain text version
-            text_part = MIMEText(body_text, 'plain')
+            text_part = MIMEText(body_text, "plain")
             msg.attach(text_part)
 
             # Attach HTML version if provided
             if body_html:
-                html_part = MIMEText(body_html, 'html')
+                html_part = MIMEText(body_html, "html")
                 msg.attach(html_part)
 
             # Send email asynchronously (run in thread pool to avoid blocking)
@@ -143,7 +144,9 @@ async def test_connection(self) -> bool:
         """
         try:
             await asyncio.to_thread(self._test_smtp_connection)
-            logger.info(f"✅ SMTP connection test successful: {self.username}@{self.host}")
+            logger.info(
+                f"✅ SMTP connection test successful: {self.username}@{self.host}"
+            )
             return True
         except Exception as e:
             logger.error(f"SMTP connection test failed: {e}", exc_info=True)
@@ -172,15 +175,25 @@ def _test_smtp_connection(self) -> None:
                 smtp_server.quit()
         except smtplib.SMTPAuthenticationError as e:
             # Note: Error message from smtplib should not contain password, but be cautious
-            raise Exception(f"SMTP Authentication failed for {self.username}. Check credentials. For Gmail, use an App Password instead of your regular password. Error: {str(e)}")
+            raise Exception(
+                f"SMTP Authentication failed for {self.username}. Check credentials. For Gmail, use an App Password instead of your regular password. Error: {str(e)}"
+            )
         except smtplib.SMTPConnectError as e:
-            raise Exception(f"Failed to connect to SMTP server {self.host}:{self.port}. Check host and port. Error: {str(e)}")
+            raise Exception(
+                f"Failed to connect to SMTP server {self.host}:{self.port}. Check host and port. Error: {str(e)}"
+            )
         except smtplib.SMTPServerDisconnected as e:
-            raise Exception(f"SMTP server disconnected unexpectedly. Check TLS settings (port 587 needs TLS, port 465 needs SSL). Error: {str(e)}")
+            raise Exception(
+                f"SMTP server disconnected unexpectedly. Check TLS settings (port 587 needs TLS, port 465 needs SSL). Error: {str(e)}"
+            )
         except TimeoutError as e:
-            raise Exception(f"Connection to {self.host}:{self.port} timed out. Check firewall/network settings. Error: {str(e)}")
+            raise Exception(
+                f"Connection to {self.host}:{self.port} timed out. Check firewall/network settings. Error: {str(e)}"
+            )
         except Exception as e:
-            raise Exception(f"SMTP connection test failed: {type(e).__name__}: {str(e)}")
+            raise Exception(
+                f"SMTP connection test failed: {type(e).__name__}: {str(e)}"
+            )
 
 
 # Test script for development/debugging
@@ -193,13 +206,13 @@ async def main():
     load_dotenv()
 
     config = {
-        'smtp_host': os.getenv('SMTP_HOST', 'smtp.gmail.com'),
-        'smtp_port': int(os.getenv('SMTP_PORT', 587)),
-        'smtp_username': os.getenv('SMTP_USERNAME'),
-        'smtp_password': os.getenv('SMTP_PASSWORD'),
-        'smtp_use_tls': os.getenv('SMTP_USE_TLS', 'true').lower() == 'true',
-        'from_email': os.getenv('FROM_EMAIL', 'noreply@chronicle.ai'),
-        'from_name': os.getenv('FROM_NAME', 'Chronicle AI'),
+        "smtp_host": os.getenv("SMTP_HOST", "smtp.gmail.com"),
+        "smtp_port": int(os.getenv("SMTP_PORT", 587)),
+        "smtp_username": os.getenv("SMTP_USERNAME"),
+        "smtp_password": os.getenv("SMTP_PASSWORD"),
+        "smtp_use_tls": os.getenv("SMTP_USE_TLS", "true").lower() == "true",
+        "from_email": os.getenv("FROM_EMAIL", "noreply@chronicle.ai"),
+        "from_name": os.getenv("FROM_NAME", "Chronicle AI"),
     }
 
     try:
@@ -214,14 +227,14 @@ async def main():
             return
 
         # Send test email
-        test_email = config['smtp_username']  # Send to self
+        test_email = config["smtp_username"]  # Send to self
         print(f"\nSending test email to {test_email}...")
 
         success = await service.send_email(
             to_email=test_email,
             subject="Chronicle Email Service Test",
             body_text="This is a test email from Chronicle Email Service.\n\nIf you received this, the email service is working correctly!",
-            body_html="<h2>Chronicle Email Service Test</h2><p>This is a test email from Chronicle Email Service.</p><p>If you received this, the email service is working correctly!</p>"
+            body_html="<h2>Chronicle Email Service Test</h2><p>This is a test email from Chronicle Email Service.</p><p>If you received this, the email service is working correctly!</p>",
         )
 
         if success:
@@ -233,5 +246,5 @@ async def main():
         print(f"❌ Error: {e}")
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     asyncio.run(main())
diff --git a/plugins/email_summarizer/plugin.py b/plugins/email_summarizer/plugin.py
index d5012d53..d0d6d009 100644
--- a/plugins/email_summarizer/plugin.py
+++ b/plugins/email_summarizer/plugin.py
@@ -3,6 +3,7 @@
 
 Automatically sends email summaries after memory extraction.
 """
+
 import logging
 from datetime import datetime
 from typing import Any, Dict, List, Optional
@@ -33,7 +34,7 @@ class EmailSummarizerPlugin(BasePlugin):
     4. Sends email via SMTP
     """
 
-    SUPPORTED_ACCESS_LEVELS: List[str] = ['conversation']
+    SUPPORTED_ACCESS_LEVELS: List[str] = ["conversation"]
 
     name = "Email Summarizer"
     description = "Sends email summaries after memory extraction"
@@ -47,14 +48,13 @@ def __init__(self, config: Dict[str, Any]):
         """
         super().__init__(config)
 
-        self.subject_prefix = config.get('subject_prefix', 'Conversation Summary')
-        self.include_conversation_id = config.get('include_conversation_id', True)
-        self.include_duration = config.get('include_duration', True)
+        self.subject_prefix = config.get("subject_prefix", "Conversation Summary")
+        self.include_conversation_id = config.get("include_conversation_id", True)
+        self.include_duration = config.get("include_duration", True)
 
         # Email service will be initialized in initialize()
         self.email_service: Optional[SMTPEmailService] = None
 
-
     def register_prompts(self, registry) -> None:
         """Register email summarizer prompts with the prompt registry."""
         registry.register_default(
@@ -91,13 +91,13 @@ async def initialize(self):
         # Initialize SMTP email service
         try:
             smtp_config = {
-                'smtp_host': self.config.get('smtp_host'),
-                'smtp_port': self.config.get('smtp_port', 587),
-                'smtp_username': self.config.get('smtp_username'),
-                'smtp_password': self.config.get('smtp_password'),
-                'smtp_use_tls': self.config.get('smtp_use_tls', True),
-                'from_email': self.config.get('from_email'),
-                'from_name': self.config.get('from_name', 'Chronicle AI'),
+                "smtp_host": self.config.get("smtp_host"),
+                "smtp_port": self.config.get("smtp_port", 587),
+                "smtp_username": self.config.get("smtp_username"),
+                "smtp_password": self.config.get("smtp_password"),
+                "smtp_use_tls": self.config.get("smtp_use_tls", True),
+                "from_email": self.config.get("from_email"),
+                "from_name": self.config.get("from_name", "Chronicle AI"),
             }
 
             self.email_service = SMTPEmailService(smtp_config)
@@ -127,8 +127,16 @@ async def health_check(self) -> dict:
             success = await self.email_service.test_connection()
             latency_ms = int((time.time() - start) * 1000)
             if success:
-                return {"ok": True, "message": "SMTP connected", "latency_ms": latency_ms}
-            return {"ok": False, "message": "SMTP connection failed", "latency_ms": latency_ms}
+                return {
+                    "ok": True,
+                    "message": "SMTP connected",
+                    "latency_ms": latency_ms,
+                }
+            return {
+                "ok": False,
+                "message": "SMTP connection failed",
+                "latency_ms": latency_ms,
+            }
         except Exception as e:
             return {"ok": False, "message": str(e)}
 
@@ -136,7 +144,9 @@ async def cleanup(self):
         """Clean up plugin resources."""
         logger.info("Email Summarizer plugin cleanup complete")
 
-    async def on_conversation_complete(self, context: PluginContext) -> Optional[PluginResult]:
+    async def on_conversation_complete(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
         """
         Send email summary after all conversation processing completes.
 
@@ -152,7 +162,7 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
                 - duration: float
         """
         try:
-            conversation_id = context.data.get('conversation_id', 'unknown')
+            conversation_id = context.data.get("conversation_id", "unknown")
             logger.info(
                 f"Processing conversation.complete event for user: {context.user_id}, "
                 f"conversation: {conversation_id}"
@@ -163,25 +173,33 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
                 Conversation.conversation_id == conversation_id
             )
             if not conversation:
-                logger.warning(f"Conversation {conversation_id} not found in DB, skipping email")
+                logger.warning(
+                    f"Conversation {conversation_id} not found in DB, skipping email"
+                )
                 return PluginResult(success=False, message="Conversation not found")
 
             # Get transcript from active version (computed property handles version lookup)
             transcript = conversation.transcript
             if not transcript:
-                logger.warning(f"No transcript for conversation {conversation_id}, skipping email")
+                logger.warning(
+                    f"No transcript for conversation {conversation_id}, skipping email"
+                )
                 return PluginResult(success=False, message="Skipped: Empty transcript")
 
             # Use the DB summary (already generated by this point)
             summary = conversation.detailed_summary or conversation.summary
             if not summary:
-                logger.warning(f"No summary for conversation {conversation_id}, skipping email")
-                return PluginResult(success=False, message="Skipped: No summary available")
+                logger.warning(
+                    f"No summary for conversation {conversation_id}, skipping email"
+                )
+                return PluginResult(
+                    success=False, message="Skipped: No summary available"
+                )
 
             title = conversation.title or self.subject_prefix
 
             # Send to the configured SMTP username (the user's own email)
-            user_email = self.config.get('smtp_username')
+            user_email = self.config.get("smtp_username")
             if not user_email:
                 return PluginResult(
                     success=False,
@@ -216,22 +234,28 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
             )
 
             if success:
-                logger.info(f"✅ Email summary sent to {user_email} for conversation {conversation_id}")
+                logger.info(
+                    f"✅ Email summary sent to {user_email} for conversation {conversation_id}"
+                )
                 return PluginResult(
                     success=True,
                     message=f"Email sent to {user_email}",
                     data={
-                        'recipient': user_email,
-                        'conversation_id': conversation_id,
-                        'title': title,
+                        "recipient": user_email,
+                        "conversation_id": conversation_id,
+                        "title": title,
                     },
                 )
             else:
                 logger.error(f"Failed to send email to {user_email}")
-                return PluginResult(success=False, message=f"Failed to send email to {user_email}")
+                return PluginResult(
+                    success=False, message=f"Failed to send email to {user_email}"
+                )
 
         except Exception as e:
-            logger.error(f"Error in email summarizer (conversation.complete): {e}", exc_info=True)
+            logger.error(
+                f"Error in email summarizer (conversation.complete): {e}", exc_info=True
+            )
             return PluginResult(success=False, message=f"Error: {str(e)}")
 
     def _format_subject(self, created_at: Optional[datetime] = None) -> str:
@@ -281,25 +305,32 @@ async def test_connection(config: Dict[str, Any]) -> Dict[str, Any]:
 
         try:
             # Validate required config fields
-            required_fields = ['smtp_host', 'smtp_username', 'smtp_password', 'from_email']
-            missing_fields = [field for field in required_fields if not config.get(field)]
+            required_fields = [
+                "smtp_host",
+                "smtp_username",
+                "smtp_password",
+                "from_email",
+            ]
+            missing_fields = [
+                field for field in required_fields if not config.get(field)
+            ]
 
             if missing_fields:
                 return {
                     "success": False,
                     "message": f"Missing required fields: {', '.join(missing_fields)}",
-                    "status": "error"
+                    "status": "error",
                 }
 
             # Build SMTP config
             smtp_config = {
-                'smtp_host': config.get('smtp_host'),
-                'smtp_port': config.get('smtp_port', 587),
-                'smtp_username': config.get('smtp_username'),
-                'smtp_password': config.get('smtp_password'),
-                'smtp_use_tls': config.get('smtp_use_tls', True),
-                'from_email': config.get('from_email'),
-                'from_name': config.get('from_name', 'Chronicle AI'),
+                "smtp_host": config.get("smtp_host"),
+                "smtp_port": config.get("smtp_port", 587),
+                "smtp_username": config.get("smtp_username"),
+                "smtp_password": config.get("smtp_password"),
+                "smtp_use_tls": config.get("smtp_use_tls", True),
+                "from_email": config.get("from_email"),
+                "from_name": config.get("from_name", "Chronicle AI"),
             }
 
             # Log config with masked secrets for debugging
@@ -321,27 +352,29 @@ async def test_connection(config: Dict[str, Any]) -> Dict[str, Any]:
                     "message": f"Successfully connected to SMTP server at {smtp_config['smtp_host']}",
                     "status": "success",
                     "details": {
-                        "smtp_host": smtp_config['smtp_host'],
-                        "smtp_port": smtp_config['smtp_port'],
+                        "smtp_host": smtp_config["smtp_host"],
+                        "smtp_port": smtp_config["smtp_port"],
                         "connection_time_ms": connection_time_ms,
-                        "use_tls": smtp_config['smtp_use_tls']
-                    }
+                        "use_tls": smtp_config["smtp_use_tls"],
+                    },
                 }
             else:
                 return {
                     "success": False,
                     "message": "SMTP connection test failed",
-                    "status": "error"
+                    "status": "error",
                 }
 
         except Exception as e:
             logger.error(f"SMTP connection test failed: {e}", exc_info=True)
             error_msg = str(e)
-            
+
             # Provide helpful hints based on error type
             hints = []
             if "Authentication" in error_msg or "535" in error_msg:
-                hints.append("For Gmail: Enable 2FA and create an App Password at https://myaccount.google.com/apppasswords")
+                hints.append(
+                    "For Gmail: Enable 2FA and create an App Password at https://myaccount.google.com/apppasswords"
+                )
                 hints.append("Verify your username and password are correct")
             elif "Connection" in error_msg or "timeout" in error_msg.lower():
                 hints.append("Check your SMTP host and port settings")
@@ -349,10 +382,10 @@ async def test_connection(config: Dict[str, Any]) -> Dict[str, Any]:
             elif "TLS" in error_msg or "SSL" in error_msg:
                 hints.append("For port 587: Enable TLS")
                 hints.append("For port 465: Disable TLS (uses implicit SSL)")
-            
+
             return {
                 "success": False,
                 "message": f"Connection test failed: {error_msg}",
                 "status": "error",
-                "hints": hints
+                "hints": hints,
             }
diff --git a/plugins/email_summarizer/setup.py b/plugins/email_summarizer/setup.py
index 518613ff..21cd8632 100755
--- a/plugins/email_summarizer/setup.py
+++ b/plugins/email_summarizer/setup.py
@@ -14,10 +14,10 @@
 from datetime import datetime
 from pathlib import Path
 
-from ruamel.yaml import YAML
 from dotenv import set_key
 from rich.console import Console
 from rich.prompt import Confirm
+from ruamel.yaml import YAML
 
 # Add repo root to path for setup_utils import
 project_root = Path(__file__).resolve().parents[6]
@@ -41,42 +41,44 @@ def update_plugins_yml_orchestration():
 
     # Load existing or create from template
     if plugins_yml_path.exists():
-        with open(plugins_yml_path, 'r') as f:
+        with open(plugins_yml_path, "r") as f:
             config = _yaml.load(f) or {}
     else:
         # Copy from template
         template_path = project_root / "config" / "plugins.yml.template"
         if template_path.exists():
-            with open(template_path, 'r') as f:
+            with open(template_path, "r") as f:
                 config = _yaml.load(f) or {}
         else:
-            config = {'plugins': {}}
+            config = {"plugins": {}}
 
     # Ensure structure exists
-    if 'plugins' not in config:
-        config['plugins'] = {}
+    if "plugins" not in config:
+        config["plugins"] = {}
 
     # Only orchestration settings in config/plugins.yml
     # Plugin-specific settings are in plugins/email_summarizer/config.yml
     plugin_config = {
-        'enabled': False,  # Let user enable manually or prompt
-        'events': ['conversation.complete'],
-        'condition': {'type': 'always'}
+        "enabled": False,  # Let user enable manually or prompt
+        "events": ["conversation.complete"],
+        "condition": {"type": "always"},
     }
 
     # Update or create plugin entry
-    config['plugins']['email_summarizer'] = plugin_config
+    config["plugins"]["email_summarizer"] = plugin_config
 
     # Backup existing file
     if plugins_yml_path.exists():
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
         backup_path = plugins_yml_path.parent / f"plugins.yml.backup.{timestamp}"
         shutil.copy(plugins_yml_path, backup_path)
-        console.print(f"[dim]Backed up existing plugins.yml to {backup_path.name}[/dim]")
+        console.print(
+            f"[dim]Backed up existing plugins.yml to {backup_path.name}[/dim]"
+        )
 
     # Write updated config
     plugins_yml_path.parent.mkdir(parents=True, exist_ok=True)
-    with open(plugins_yml_path, 'w') as f:
+    with open(plugins_yml_path, "w") as f:
         _yaml.dump(config, f)
 
     console.print("[green]✅ Updated config/plugins.yml (orchestration only)[/green]")
@@ -94,15 +96,17 @@ def main():
 
     # SMTP Configuration
     console.print("[bold]SMTP Configuration[/bold]")
-    console.print("[dim]For Gmail: Use App Password (Settings > Security > 2FA > App Passwords)[/dim]\n")
+    console.print(
+        "[dim]For Gmail: Use App Password (Settings > Security > 2FA > App Passwords)[/dim]\n"
+    )
 
     smtp_host = prompt_with_existing_masked(
         prompt_text="SMTP Host",
         env_file_path=env_path,
         env_key="SMTP_HOST",
-        placeholders=['your-smtp-host-here'],
+        placeholders=["your-smtp-host-here"],
         is_password=False,
-        default="smtp.gmail.com"
+        default="smtp.gmail.com",
     )
 
     smtp_port = prompt_value("SMTP Port", default="587")
@@ -111,16 +115,16 @@ def main():
         prompt_text="SMTP Username (your email)",
         env_file_path=env_path,
         env_key="SMTP_USERNAME",
-        placeholders=['your-email@example.com'],
-        is_password=False
+        placeholders=["your-email@example.com"],
+        is_password=False,
     )
 
     smtp_password = prompt_with_existing_masked(
         prompt_text="SMTP Password (App Password)",
         env_file_path=env_path,
         env_key="SMTP_PASSWORD",
-        placeholders=['your-password-here', 'your-app-password-here'],
-        is_password=True  # Shows masked existing value
+        placeholders=["your-password-here", "your-app-password-here"],
+        is_password=True,  # Shows masked existing value
     )
 
     # Remove spaces from app password (Google adds spaces when copying)
@@ -133,9 +137,9 @@ def main():
         prompt_text="From Email",
         env_file_path=env_path,
         env_key="FROM_EMAIL",
-        placeholders=['noreply@example.com'],
+        placeholders=["noreply@example.com"],
         is_password=False,
-        default=smtp_username  # Default to SMTP username
+        default=smtp_username,  # Default to SMTP username
     )
 
     from_name = prompt_value("From Name", default="Chronicle AI")
@@ -160,18 +164,26 @@ def main():
     # Prompt to enable plugin
     enable_now = Confirm.ask("\nEnable email_summarizer plugin now?", default=True)
     if enable_now:
-        with open(plugins_yml_path, 'r') as f:
+        with open(plugins_yml_path, "r") as f:
             config = _yaml.load(f)
-        config['plugins']['email_summarizer']['enabled'] = True
-        with open(plugins_yml_path, 'w') as f:
+        config["plugins"]["email_summarizer"]["enabled"] = True
+        with open(plugins_yml_path, "w") as f:
             _yaml.dump(config, f)
         console.print("[green]✅ Plugin enabled in config/plugins.yml[/green]")
 
-    console.print("\n[bold cyan]✅ Email Summarizer configured successfully![/bold cyan]")
+    console.print(
+        "\n[bold cyan]✅ Email Summarizer configured successfully![/bold cyan]"
+    )
     console.print("\n[bold]Configuration saved to:[/bold]")
-    console.print("  • [green]backends/advanced/.env[/green] - SMTP credentials (secrets)")
-    console.print("  • [green]config/plugins.yml[/green] - Plugin orchestration (enabled, events)")
-    console.print("  • [green]plugins/email_summarizer/config.yml[/green] - Plugin settings (already configured)")
+    console.print(
+        "  • [green]backends/advanced/.env[/green] - SMTP credentials (secrets)"
+    )
+    console.print(
+        "  • [green]config/plugins.yml[/green] - Plugin orchestration (enabled, events)"
+    )
+    console.print(
+        "  • [green]plugins/email_summarizer/config.yml[/green] - Plugin settings (already configured)"
+    )
     console.print()
 
     if not enable_now:
@@ -183,11 +195,13 @@ def main():
     console.print("  [dim]cd backends/advanced && docker compose restart[/dim]")
     console.print()
     console.print("[yellow]⚠️  SECURITY: Never commit secrets to git![/yellow]")
-    console.print("[yellow]    • Secrets go in backends/advanced/.env (gitignored)[/yellow]")
+    console.print(
+        "[yellow]    • Secrets go in backends/advanced/.env (gitignored)[/yellow]"
+    )
     console.print("[yellow]    • Config files use ${ENV_VAR} references only[/yellow]")
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     try:
         main()
     except KeyboardInterrupt:
@@ -196,5 +210,6 @@ def main():
     except Exception as e:
         console.print(f"\n[red]Error during setup: {e}[/red]")
         import traceback
+
         traceback.print_exc()
         sys.exit(1)
diff --git a/plugins/email_summarizer/templates.py b/plugins/email_summarizer/templates.py
index 9f99e5cb..bdc5b290 100644
--- a/plugins/email_summarizer/templates.py
+++ b/plugins/email_summarizer/templates.py
@@ -3,6 +3,7 @@
 
 Provides HTML and plain text email templates.
 """
+
 import html
 from datetime import datetime
 from typing import Optional
@@ -35,7 +36,7 @@ def format_html_email(
     transcript: str,
     conversation_id: str,
     duration: float,
-    created_at: Optional[datetime] = None
+    created_at: Optional[datetime] = None,
 ) -> str:
     """
     Format HTML email template.
@@ -58,7 +59,7 @@ def format_html_email(
     transcript_escaped = html.escape(transcript, quote=True)
 
     # Format transcript with line breaks (after escaping)
-    transcript_html = transcript_escaped.replace('\n', '<br>')
+    transcript_html = transcript_escaped.replace("\n", "<br>")
 
     return f"""
 <!DOCTYPE html>
@@ -209,7 +210,7 @@ def format_text_email(
     transcript: str,
     conversation_id: str,
     duration: float,
-    created_at: Optional[datetime] = None
+    created_at: Optional[datetime] = None,
 ) -> str:
     """
     Format plain text email template.
diff --git a/plugins/homeassistant/__init__.py b/plugins/homeassistant/__init__.py
index 11b831e9..54b3f5d0 100644
--- a/plugins/homeassistant/__init__.py
+++ b/plugins/homeassistant/__init__.py
@@ -6,4 +6,4 @@
 
 from .plugin import HomeAssistantPlugin
 
-__all__ = ['HomeAssistantPlugin']
+__all__ = ["HomeAssistantPlugin"]
diff --git a/plugins/homeassistant/entity_cache.py b/plugins/homeassistant/entity_cache.py
index ab8e07b0..0b02ae52 100644
--- a/plugins/homeassistant/entity_cache.py
+++ b/plugins/homeassistant/entity_cache.py
@@ -50,20 +50,24 @@ def find_entity_by_name(self, name: str) -> Optional[str]:
 
         # Step 1: Exact friendly_name match
         for entity_id, details in self.entity_details.items():
-            friendly_name = details.get('attributes', {}).get('friendly_name', '')
+            friendly_name = details.get("attributes", {}).get("friendly_name", "")
             if friendly_name.lower() == name_lower:
-                logger.debug(f"Exact match: {name} → {entity_id} (friendly_name: {friendly_name})")
+                logger.debug(
+                    f"Exact match: {name} → {entity_id} (friendly_name: {friendly_name})"
+                )
                 return entity_id
 
         # Step 2: Partial friendly_name match
         for entity_id, details in self.entity_details.items():
-            friendly_name = details.get('attributes', {}).get('friendly_name', '')
+            friendly_name = details.get("attributes", {}).get("friendly_name", "")
             if name_lower in friendly_name.lower():
-                logger.debug(f"Partial match: {name} → {entity_id} (friendly_name: {friendly_name})")
+                logger.debug(
+                    f"Partial match: {name} → {entity_id} (friendly_name: {friendly_name})"
+                )
                 return entity_id
 
         # Step 3: Entity ID match (try adding common domains)
-        common_domains = ['light', 'switch', 'fan', 'cover']
+        common_domains = ["light", "switch", "fan", "cover"]
         for domain in common_domains:
             candidate_id = f"{domain}.{name_lower.replace(' ', '_')}"
             if candidate_id in self.entity_details:
@@ -74,9 +78,7 @@ def find_entity_by_name(self, name: str) -> Optional[str]:
         return None
 
     def get_entities_in_area(
-        self,
-        area: str,
-        entity_type: Optional[str] = None
+        self, area: str, entity_type: Optional[str] = None
     ) -> List[str]:
         """
         Get all entities in an area, optionally filtered by domain.
@@ -121,10 +123,7 @@ def get_entities_in_area(
         # Filter by entity type if specified
         if entity_type:
             entity_type_lower = entity_type.lower()
-            entities = [
-                e for e in entities
-                if e.split('.')[0] == entity_type_lower
-            ]
+            entities = [e for e in entities if e.split(".")[0] == entity_type_lower]
 
         logger.debug(
             f"Found {len(entities)} entities in area '{area}'"
diff --git a/plugins/homeassistant/mcp_client.py b/plugins/homeassistant/mcp_client.py
index d0eb603e..7b531e79 100644
--- a/plugins/homeassistant/mcp_client.py
+++ b/plugins/homeassistant/mcp_client.py
@@ -16,6 +16,7 @@
 
 class MCPError(Exception):
     """MCP protocol error"""
+
     pass
 
 
@@ -37,7 +38,7 @@ def __init__(self, base_url: str, token: str, timeout: int = 30):
             timeout: Request timeout in seconds
 
         """
-        self.base_url = base_url.rstrip('/')
+        self.base_url = base_url.rstrip("/")
         self.mcp_url = f"{self.base_url}/api/mcp"
         self.token = token
         self.timeout = timeout
@@ -53,7 +54,9 @@ def _next_request_id(self) -> int:
         self._request_id += 1
         return self._request_id
 
-    async def _send_mcp_request(self, method: str, params: Optional[Dict] = None) -> Dict[str, Any]:
+    async def _send_mcp_request(
+        self, method: str, params: Optional[Dict] = None
+    ) -> Dict[str, Any]:
         """
         Send MCP protocol request to Home Assistant.
 
@@ -67,26 +70,20 @@ async def _send_mcp_request(self, method: str, params: Optional[Dict] = None) ->
         Raises:
             MCPError: If request fails or returns an error
         """
-        payload = {
-            "jsonrpc": "2.0",
-            "id": self._next_request_id(),
-            "method": method
-        }
+        payload = {"jsonrpc": "2.0", "id": self._next_request_id(), "method": method}
 
         if params:
             payload["params"] = params
 
         headers = {
             "Authorization": f"Bearer {self.token}",
-            "Content-Type": "application/json"
+            "Content-Type": "application/json",
         }
 
         try:
             logger.debug(f"MCP Request: {method} with params: {params}")
             response = await self.client.post(
-                self.mcp_url,
-                json=payload,
-                headers=headers
+                self.mcp_url, json=payload, headers=headers
             )
             response.raise_for_status()
 
@@ -133,7 +130,9 @@ async def list_tools(self) -> List[Dict[str, Any]]:
         logger.info(f"Retrieved {len(tools)} tools from Home Assistant MCP")
         return tools
 
-    async def call_tool(self, tool_name: str, arguments: Dict[str, Any]) -> Dict[str, Any]:
+    async def call_tool(
+        self, tool_name: str, arguments: Dict[str, Any]
+    ) -> Dict[str, Any]:
         """
         Execute a tool via MCP.
 
@@ -151,10 +150,7 @@ async def call_tool(self, tool_name: str, arguments: Dict[str, Any]) -> Dict[str
             >>> await client.call_tool("turn_off", {"entity_id": "light.hall_light"})
             {"success": True}
         """
-        params = {
-            "name": tool_name,
-            "arguments": arguments
-        }
+        params = {"name": tool_name, "arguments": arguments}
 
         logger.info(f"Calling MCP tool '{tool_name}' with args: {arguments}")
         result = await self._send_mcp_request("tools/call", params)
@@ -178,7 +174,9 @@ async def test_connection(self) -> bool:
         """
         try:
             tools = await self.list_tools()
-            logger.info(f"MCP connection test successful ({len(tools)} tools available)")
+            logger.info(
+                f"MCP connection test successful ({len(tools)} tools available)"
+            )
             return True
         except Exception as e:
             logger.error(f"MCP connection test failed: {e}")
@@ -203,7 +201,7 @@ async def _render_template(self, template: str) -> Any:
         """
         headers = {
             "Authorization": f"Bearer {self.token}",
-            "Content-Type": "application/json"
+            "Content-Type": "application/json",
         }
 
         payload = {"template": template}
@@ -211,16 +209,14 @@ async def _render_template(self, template: str) -> Any:
         try:
             logger.debug(f"Rendering template: {template}")
             response = await self.client.post(
-                f"{self.base_url}/api/template",
-                json=payload,
-                headers=headers
+                f"{self.base_url}/api/template", json=payload, headers=headers
             )
             response.raise_for_status()
 
             result = response.text.strip()
 
             # Try to parse as JSON (for lists, dicts)
-            if result.startswith('[') or result.startswith('{'):
+            if result.startswith("[") or result.startswith("{"):
                 try:
                     return json.loads(result)
                 except json.JSONDecodeError:
@@ -278,7 +274,9 @@ async def fetch_label_areas(self, label: str) -> List[str]:
             logger.info(f"Label '{label}' maps to {len(areas)} areas: {areas}")
             return areas
         else:
-            logger.warning(f"Unexpected label_areas format for '{label}': {type(areas)}")
+            logger.warning(
+                f"Unexpected label_areas format for '{label}': {type(areas)}"
+            )
             return []
 
     async def fetch_area_entities(self, area_name: str) -> List[str]:
@@ -302,7 +300,9 @@ async def fetch_area_entities(self, area_name: str) -> List[str]:
             logger.info(f"Fetched {len(entities)} entities from area '{area_name}'")
             return entities
         else:
-            logger.warning(f"Unexpected entities format for area '{area_name}': {type(entities)}")
+            logger.warning(
+                f"Unexpected entities format for area '{area_name}': {type(entities)}"
+            )
             return []
 
     async def fetch_entity_states(self) -> Dict[str, Dict]:
@@ -324,14 +324,13 @@ async def fetch_entity_states(self) -> Dict[str, Dict]:
         """
         headers = {
             "Authorization": f"Bearer {self.token}",
-            "Content-Type": "application/json"
+            "Content-Type": "application/json",
         }
 
         try:
             logger.debug("Fetching all entity states")
             response = await self.client.get(
-                f"{self.base_url}/api/states",
-                headers=headers
+                f"{self.base_url}/api/states", headers=headers
             )
             response.raise_for_status()
 
@@ -340,16 +339,16 @@ async def fetch_entity_states(self) -> Dict[str, Dict]:
 
             # Enrich with area information
             for state in states:
-                entity_id = state.get('entity_id')
+                entity_id = state.get("entity_id")
                 if entity_id:
                     # Get area_id using Template API
                     try:
                         area_template = f"{{{{ area_id('{entity_id}') }}}}"
                         area_id = await self._render_template(area_template)
-                        state['area_id'] = area_id if area_id else None
+                        state["area_id"] = area_id if area_id else None
                     except Exception as e:
                         logger.debug(f"Failed to get area for {entity_id}: {e}")
-                        state['area_id'] = None
+                        state["area_id"] = None
 
                     entity_details[entity_id] = state
 
@@ -364,11 +363,7 @@ async def fetch_entity_states(self) -> Dict[str, Dict]:
             raise MCPError(f"Request failed: {e}")
 
     async def call_service(
-        self,
-        domain: str,
-        service: str,
-        entity_ids: List[str],
-        **parameters
+        self, domain: str, service: str, entity_ids: List[str], **parameters
     ) -> Dict[str, Any]:
         """
         Call a Home Assistant service directly via REST API.
@@ -388,24 +383,21 @@ async def call_service(
         """
         headers = {
             "Authorization": f"Bearer {self.token}",
-            "Content-Type": "application/json"
+            "Content-Type": "application/json",
         }
 
-        payload = {
-            "entity_id": entity_ids,
-            **parameters
-        }
+        payload = {"entity_id": entity_ids, **parameters}
 
         service_url = f"{self.base_url}/api/services/{domain}/{service}"
 
         try:
-            logger.info(f"Calling service {domain}.{service} for {len(entity_ids)} entities")
+            logger.info(
+                f"Calling service {domain}.{service} for {len(entity_ids)} entities"
+            )
             logger.debug(f"Service payload: {payload}")
 
             response = await self.client.post(
-                service_url,
-                json=payload,
-                headers=headers
+                service_url, json=payload, headers=headers
             )
             response.raise_for_status()
 
diff --git a/plugins/hourly_recap/__init__.py b/plugins/hourly_recap/__init__.py
index d60fa58f..dd22c433 100644
--- a/plugins/hourly_recap/__init__.py
+++ b/plugins/hourly_recap/__init__.py
@@ -6,4 +6,4 @@
 
 from .plugin import HourlyRecapPlugin
 
-__all__ = ['HourlyRecapPlugin']
+__all__ = ["HourlyRecapPlugin"]
diff --git a/plugins/hourly_recap/plugin.py b/plugins/hourly_recap/plugin.py
index 69ab4931..dc8f9e3b 100644
--- a/plugins/hourly_recap/plugin.py
+++ b/plugins/hourly_recap/plugin.py
@@ -4,18 +4,20 @@
 On OMI device double-click, queries the last hour's conversations,
 generates a consolidated LLM recap, and emails it to the user.
 """
+
 import html
 import logging
 from datetime import datetime, timedelta
 from typing import Any, Dict, List, Optional
 
+from email_summarizer.email_service import SMTPEmailService
+
 from advanced_omi_backend.database import get_database
 from advanced_omi_backend.llm_client import async_generate
 from advanced_omi_backend.models.conversation import Conversation
 from advanced_omi_backend.plugins.base import BasePlugin, PluginContext, PluginResult
 from advanced_omi_backend.plugins.events import PluginEvent
 from advanced_omi_backend.utils.logging_utils import mask_dict
-from email_summarizer.email_service import SMTPEmailService
 
 logger = logging.getLogger(__name__)
 
@@ -124,8 +126,16 @@ async def health_check(self) -> dict:
             success = await self.email_service.test_connection()
             latency_ms = int((time.time() - start) * 1000)
             if success:
-                return {"ok": True, "message": "SMTP connected", "latency_ms": latency_ms}
-            return {"ok": False, "message": "SMTP connection failed", "latency_ms": latency_ms}
+                return {
+                    "ok": True,
+                    "message": "SMTP connected",
+                    "latency_ms": latency_ms,
+                }
+            return {
+                "ok": False,
+                "message": "SMTP connection failed",
+                "latency_ms": latency_ms,
+            }
         except Exception as e:
             return {"ok": False, "message": str(e)}
 
@@ -306,9 +316,7 @@ def _format_subject(self) -> str:
         now = datetime.utcnow().strftime("%b %d, %Y at %I:%M %p")
         return f"{self.subject_prefix} - {now}"
 
-    def _format_html(
-        self, recap: str, conversations: List[Conversation]
-    ) -> str:
+    def _format_html(self, recap: str, conversations: List[Conversation]) -> str:
         """Format HTML email body."""
         now_str = datetime.utcnow().strftime("%B %d, %Y at %I:%M %p")
         recap_escaped = html.escape(recap, quote=True).replace("\n", "<br>")
@@ -317,9 +325,7 @@ def _format_html(
         conv_items = ""
         for conv in conversations:
             title = html.escape(conv.title or "Untitled", quote=True)
-            created = (
-                conv.created_at.strftime("%I:%M %p") if conv.created_at else "N/A"
-            )
+            created = conv.created_at.strftime("%I:%M %p") if conv.created_at else "N/A"
             duration = (
                 f"{int(conv.audio_total_duration // 60)}m {int(conv.audio_total_duration % 60)}s"
                 if conv.audio_total_duration
@@ -418,18 +424,14 @@ def _format_html(
 </html>
 """
 
-    def _format_text(
-        self, recap: str, conversations: List[Conversation]
-    ) -> str:
+    def _format_text(self, recap: str, conversations: List[Conversation]) -> str:
         """Format plain text email body."""
         now_str = datetime.utcnow().strftime("%B %d, %Y at %I:%M %p")
 
         conv_lines = []
         for i, conv in enumerate(conversations, 1):
             title = conv.title or "Untitled"
-            created = (
-                conv.created_at.strftime("%I:%M %p") if conv.created_at else "N/A"
-            )
+            created = conv.created_at.strftime("%I:%M %p") if conv.created_at else "N/A"
             duration = (
                 f"{int(conv.audio_total_duration // 60)}m {int(conv.audio_total_duration % 60)}s"
                 if conv.audio_total_duration
@@ -471,7 +473,12 @@ async def test_connection(config: Dict[str, Any]) -> Dict[str, Any]:
         import time
 
         try:
-            required_fields = ["smtp_host", "smtp_username", "smtp_password", "from_email"]
+            required_fields = [
+                "smtp_host",
+                "smtp_username",
+                "smtp_password",
+                "from_email",
+            ]
             missing_fields = [f for f in required_fields if not config.get(f)]
 
             if missing_fields:
diff --git a/plugins/test_button_actions/__init__.py b/plugins/test_button_actions/__init__.py
index 947efccb..2e1a70db 100644
--- a/plugins/test_button_actions/__init__.py
+++ b/plugins/test_button_actions/__init__.py
@@ -7,4 +7,4 @@
 
 from .plugin import TestButtonActionsPlugin
 
-__all__ = ['TestButtonActionsPlugin']
+__all__ = ["TestButtonActionsPlugin"]
diff --git a/plugins/test_button_actions/plugin.py b/plugins/test_button_actions/plugin.py
index af180e23..cf07a45b 100644
--- a/plugins/test_button_actions/plugin.py
+++ b/plugins/test_button_actions/plugin.py
@@ -11,7 +11,11 @@
 from typing import Any, Dict, List, Optional
 
 from advanced_omi_backend.plugins.base import BasePlugin, PluginContext, PluginResult
-from advanced_omi_backend.plugins.events import ButtonActionType, ConversationCloseReason, PluginEvent
+from advanced_omi_backend.plugins.events import (
+    ButtonActionType,
+    ConversationCloseReason,
+    PluginEvent,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -30,7 +34,9 @@ def __init__(self, config: Dict[str, Any]):
 
     async def initialize(self):
         if not self.enabled:
-            logger.info("Test Button Actions plugin is disabled, skipping initialization")
+            logger.info(
+                "Test Button Actions plugin is disabled, skipping initialization"
+            )
             return
         logger.info(
             f"Test Button Actions plugin initialized with actions: "
@@ -83,7 +89,9 @@ async def _handle_close_conversation(
 
         session_id = context.data.get("session_id")
         if not session_id:
-            logger.warning("No session_id in button event data, cannot close conversation")
+            logger.warning(
+                "No session_id in button event data, cannot close conversation"
+            )
             return PluginResult(success=False, message="No active session")
 
         success = await context.services.close_conversation(
@@ -92,14 +100,18 @@ async def _handle_close_conversation(
         )
 
         if success:
-            logger.info(f"Button press closed conversation for session {session_id[:12]}")
+            logger.info(
+                f"Button press closed conversation for session {session_id[:12]}"
+            )
             return PluginResult(
                 success=True,
                 message="Conversation closed by button press",
                 should_continue=False,
             )
         else:
-            logger.warning(f"Failed to close conversation for session {session_id[:12]}")
+            logger.warning(
+                f"Failed to close conversation for session {session_id[:12]}"
+            )
             return PluginResult(success=False, message="Failed to close conversation")
 
     async def _handle_star_conversation(
@@ -112,7 +124,9 @@ async def _handle_star_conversation(
 
         session_id = context.data.get("session_id")
         if not session_id:
-            logger.warning("No session_id in button event data, cannot star conversation")
+            logger.warning(
+                "No session_id in button event data, cannot star conversation"
+            )
             return PluginResult(success=False, message="No active session")
 
         success = await context.services.star_conversation(session_id=session_id)
@@ -125,7 +139,9 @@ async def _handle_star_conversation(
             )
         else:
             logger.warning(f"Failed to toggle star for session {session_id[:12]}")
-            return PluginResult(success=False, message="Failed to toggle conversation star")
+            return PluginResult(
+                success=False, message="Failed to toggle conversation star"
+            )
 
     async def _handle_call_plugin(
         self, context: PluginContext, action_config: dict
@@ -140,7 +156,9 @@ async def _handle_call_plugin(
         data = action_config.get("data", {})
 
         if not plugin_id or not action:
-            logger.warning(f"call_plugin action missing plugin_id or action: {action_config}")
+            logger.warning(
+                f"call_plugin action missing plugin_id or action: {action_config}"
+            )
             return PluginResult(
                 success=False, message="Invalid call_plugin configuration"
             )
@@ -155,4 +173,6 @@ async def _handle_call_plugin(
         if result:
             return result
 
-        return PluginResult(success=False, message=f"No response from plugin '{plugin_id}'")
+        return PluginResult(
+            success=False, message=f"No response from plugin '{plugin_id}'"
+        )
diff --git a/plugins/test_event/__init__.py b/plugins/test_event/__init__.py
index 5f3f2ecf..837873f4 100644
--- a/plugins/test_event/__init__.py
+++ b/plugins/test_event/__init__.py
@@ -2,4 +2,4 @@
 
 from .plugin import TestEventPlugin
 
-__all__ = ['TestEventPlugin']
+__all__ = ["TestEventPlugin"]
diff --git a/plugins/test_event/event_storage.py b/plugins/test_event/event_storage.py
index 4fb618f9..cdb6d95f 100644
--- a/plugins/test_event/event_storage.py
+++ b/plugins/test_event/event_storage.py
@@ -3,6 +3,7 @@
 
 Provides async SQLite operations for logging and querying plugin events.
 """
+
 import json
 import logging
 import os
@@ -34,7 +35,9 @@ async def initialize(self):
         try:
             db_dir.mkdir(parents=True, exist_ok=True)
             logger.info(f"🔍 DEBUG: Directory created/verified: {db_dir}")
-            logger.info(f"🔍 DEBUG: Directory permissions: {oct(db_dir.stat().st_mode)}")
+            logger.info(
+                f"🔍 DEBUG: Directory permissions: {oct(db_dir.stat().st_mode)}"
+            )
         except Exception as e:
             logger.error(f"🔍 DEBUG: Failed to create directory: {e}")
             raise
@@ -67,13 +70,18 @@ async def initialize(self):
 
         except Exception as e:
             logger.error(f"🔍 DEBUG: Failed to connect to database: {e}")
-            logger.error(f"🔍 DEBUG: Database file exists: {Path(self.db_path).exists()}")
+            logger.error(
+                f"🔍 DEBUG: Database file exists: {Path(self.db_path).exists()}"
+            )
             if Path(self.db_path).exists():
-                logger.error(f"🔍 DEBUG: Database file permissions: {oct(Path(self.db_path).stat().st_mode)}")
+                logger.error(
+                    f"🔍 DEBUG: Database file permissions: {oct(Path(self.db_path).stat().st_mode)}"
+                )
             raise
 
         # Create events table
-        await self.db.execute("""
+        await self.db.execute(
+            """
             CREATE TABLE IF NOT EXISTS plugin_events (
                 id INTEGER PRIMARY KEY AUTOINCREMENT,
                 timestamp DATETIME NOT NULL,
@@ -83,18 +91,23 @@ async def initialize(self):
                 metadata TEXT,
                 created_at DATETIME DEFAULT CURRENT_TIMESTAMP
             )
-        """)
+        """
+        )
 
         # Create index for faster queries
-        await self.db.execute("""
+        await self.db.execute(
+            """
             CREATE INDEX IF NOT EXISTS idx_event_type
             ON plugin_events(event)
-        """)
+        """
+        )
 
-        await self.db.execute("""
+        await self.db.execute(
+            """
             CREATE INDEX IF NOT EXISTS idx_user_id
             ON plugin_events(user_id)
-        """)
+        """
+        )
 
         await self.db.commit()
         logger.info(f"Event storage initialized at {self.db_path}")
@@ -104,7 +117,7 @@ async def log_event(
         event: str,
         user_id: str,
         data: Dict[str, Any],
-        metadata: Optional[Dict[str, Any]] = None
+        metadata: Optional[Dict[str, Any]] = None,
     ) -> int:
         """
         Log an event to the database.
@@ -135,7 +148,7 @@ async def log_event(
         except Exception as e:
             logger.error(
                 f"💾 STORAGE: JSON serialization failed for event '{event}': {e}",
-                exc_info=True
+                exc_info=True,
             )
             raise
 
@@ -148,7 +161,7 @@ async def log_event(
                 INSERT INTO plugin_events (timestamp, event, user_id, data, metadata)
                 VALUES (?, ?, ?, ?, ?)
                 """,
-                (timestamp, event, user_id, data_json, metadata_json)
+                (timestamp, event, user_id, data_json, metadata_json),
             )
 
             await self.db.commit()
@@ -164,7 +177,7 @@ async def log_event(
         except Exception as e:
             logger.error(
                 f"💾 STORAGE: Database operation failed for event '{event}': {e}",
-                exc_info=True
+                exc_info=True,
             )
             raise
 
@@ -188,7 +201,7 @@ async def get_events_by_type(self, event: str) -> List[Dict[str, Any]]:
             WHERE event = ?
             ORDER BY created_at DESC
             """,
-            (event,)
+            (event,),
         )
 
         rows = await cursor.fetchall()
@@ -214,7 +227,7 @@ async def get_events_by_user(self, user_id: str) -> List[Dict[str, Any]]:
             WHERE user_id = ?
             ORDER BY created_at DESC
             """,
-            (user_id,)
+            (user_id,),
         )
 
         rows = await cursor.fetchall()
@@ -274,13 +287,10 @@ async def get_event_count(self, event: Optional[str] = None) -> int:
 
         if event:
             cursor = await self.db.execute(
-                "SELECT COUNT(*) FROM plugin_events WHERE event = ?",
-                (event,)
+                "SELECT COUNT(*) FROM plugin_events WHERE event = ?", (event,)
             )
         else:
-            cursor = await self.db.execute(
-                "SELECT COUNT(*) FROM plugin_events"
-            )
+            cursor = await self.db.execute("SELECT COUNT(*) FROM plugin_events")
 
         row = await cursor.fetchone()
         return row[0] if row else 0
@@ -299,18 +309,18 @@ def _rows_to_dicts(self, rows: List[tuple]) -> List[Dict[str, Any]]:
 
         for row in rows:
             event_dict = {
-                'id': row[0],
-                'timestamp': row[1],
-                'event': row[2],
-                'user_id': row[3],
-                'data': json.loads(row[4]) if row[4] else {},
-                'metadata': json.loads(row[5]) if row[5] else {},
-                'created_at': row[6]
+                "id": row[0],
+                "timestamp": row[1],
+                "event": row[2],
+                "user_id": row[3],
+                "data": json.loads(row[4]) if row[4] else {},
+                "metadata": json.loads(row[5]) if row[5] else {},
+                "created_at": row[6],
             }
 
             # Flatten data fields to top level for easier access in tests
-            if isinstance(event_dict['data'], dict):
-                event_dict.update(event_dict['data'])
+            if isinstance(event_dict["data"], dict):
+                event_dict.update(event_dict["data"])
 
             events.append(event_dict)
 
diff --git a/plugins/test_event/plugin.py b/plugins/test_event/plugin.py
index d75a88df..40bf1215 100644
--- a/plugins/test_event/plugin.py
+++ b/plugins/test_event/plugin.py
@@ -4,6 +4,7 @@
 Logs all plugin events to SQLite database for integration testing.
 Subscribes to all event types to verify event dispatch system works correctly.
 """
+
 import logging
 from typing import Any, Dict, List, Optional
 
@@ -27,12 +28,12 @@ class TestEventPlugin(BasePlugin):
     All events are logged to SQLite database with full context for test verification.
     """
 
-    SUPPORTED_ACCESS_LEVELS: List[str] = ['transcript', 'conversation', 'memory']
+    SUPPORTED_ACCESS_LEVELS: List[str] = ["transcript", "conversation", "memory"]
 
     def __init__(self, config: Dict[str, Any]):
         super().__init__(config)
         self.storage = EventStorage(
-            db_path=config.get('db_path', '/app/debug/test_plugin_events.db')
+            db_path=config.get("db_path", "/app/debug/test_plugin_events.db")
         )
         self.event_count = 0
 
@@ -66,15 +67,15 @@ async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
             event_type = context.event  # 'transcript.streaming' or 'transcript.batch'
 
             # Extract key data fields
-            transcript = context.data.get('transcript', '')
-            conversation_id = context.data.get('conversation_id', 'unknown')
+            transcript = context.data.get("transcript", "")
+            conversation_id = context.data.get("conversation_id", "unknown")
 
             # Log to storage
             row_id = await self.storage.log_event(
                 event=event_type,
                 user_id=context.user_id,
                 data=context.data,
-                metadata=context.metadata
+                metadata=context.metadata,
             )
 
             self.event_count += 1
@@ -89,7 +90,7 @@ async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
             return PluginResult(
                 success=True,
                 message=f"Transcript event logged (row_id={row_id})",
-                should_continue=True  # Don't block normal processing
+                should_continue=True,  # Don't block normal processing
             )
 
         except Exception as e:
@@ -97,10 +98,12 @@ async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
             return PluginResult(
                 success=False,
                 message=f"Failed to log transcript event: {e}",
-                should_continue=True
+                should_continue=True,
             )
 
-    async def on_conversation_complete(self, context: PluginContext) -> Optional[PluginResult]:
+    async def on_conversation_complete(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
         """
         Log conversation completion events.
 
@@ -116,8 +119,8 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
         Returns:
             PluginResult indicating success
         """
-        conversation_id = context.data.get('conversation_id', 'unknown')
-        duration = context.data.get('duration', 0)
+        conversation_id = context.data.get("conversation_id", "unknown")
+        duration = context.data.get("duration", 0)
 
         # Add at start
         logger.info(
@@ -135,7 +138,7 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
                 event=context.event,  # 'conversation.complete'
                 user_id=context.user_id,
                 data=context.data,
-                metadata=context.metadata
+                metadata=context.metadata,
             )
 
             # Add after storage
@@ -153,8 +156,7 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
         except Exception as e:
             # Enhance error logging
             logger.error(
-                f"   ✗ Storage FAILED for {conversation_id[:12]}: {e}",
-                exc_info=True
+                f"   ✗ Storage FAILED for {conversation_id[:12]}: {e}", exc_info=True
             )
             return PluginResult(
                 success=False,
@@ -162,7 +164,9 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
                 should_continue=True,
             )
 
-    async def on_memory_processed(self, context: PluginContext) -> Optional[PluginResult]:
+    async def on_memory_processed(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
         """
         Log memory processing events.
 
@@ -183,17 +187,17 @@ async def on_memory_processed(self, context: PluginContext) -> Optional[PluginRe
             PluginResult indicating success
         """
         try:
-            conversation_id = context.data.get('conversation_id', 'unknown')
-            memory_count = context.data.get('memory_count', 0)
-            memory_provider = context.metadata.get('memory_provider', 'unknown')
-            processing_time = context.metadata.get('processing_time', 0)
+            conversation_id = context.data.get("conversation_id", "unknown")
+            memory_count = context.data.get("memory_count", 0)
+            memory_provider = context.metadata.get("memory_provider", "unknown")
+            processing_time = context.metadata.get("processing_time", 0)
 
             # Log to storage
             row_id = await self.storage.log_event(
                 event=context.event,  # 'memory.processed'
                 user_id=context.user_id,
                 data=context.data,
-                metadata=context.metadata
+                metadata=context.metadata,
             )
 
             self.event_count += 1
@@ -210,7 +214,7 @@ async def on_memory_processed(self, context: PluginContext) -> Optional[PluginRe
             return PluginResult(
                 success=True,
                 message=f"Memory event logged (row_id={row_id})",
-                should_continue=True
+                should_continue=True,
             )
 
         except Exception as e:
@@ -218,7 +222,7 @@ async def on_memory_processed(self, context: PluginContext) -> Optional[PluginRe
             return PluginResult(
                 success=False,
                 message=f"Failed to log memory event: {e}",
-                should_continue=True
+                should_continue=True,
             )
 
     async def cleanup(self):
diff --git a/quickstart.md b/quickstart.md
index ac54e75a..1758c111 100644
--- a/quickstart.md
+++ b/quickstart.md
@@ -16,7 +16,7 @@ Think of it like having Siri/Alexa, but it's **your own AI** running on **your h
 - **Chronicle Backend** - The main AI brain (transcription, memory, processing)
 - **Tailscale** - Creates secure tunnel so your phone can reach home
 
-### On Your Phone  
+### On Your Phone
 - **Tailscale** - Connects securely to your home computer
 - **Chronicle Mobile App** - Interface for your OMI device and conversations
 
@@ -40,7 +40,7 @@ Think of it like having Siri/Alexa, but it's **your own AI** running on **your h
 ### On Your Home Computer
 
 **Git** (Downloads code from the internet):
-- **Windows/Mac**: [Download Git](https://git-scm.com/downloads)  
+- **Windows/Mac**: [Download Git](https://git-scm.com/downloads)
 - **Linux**: `sudo apt install git` or `sudo yum install git`
 
 **Docker** (Runs the AI services):
@@ -184,7 +184,7 @@ uv run --with-requirements setup-requirements.txt python services.py start --all
 Before connecting your phone, make sure everything works:
 
 1. Visit: **https://[your-tailscale-ip]** (like `https://100.64.1.5`)
-   
+
    *Your browser will warn about "unsafe certificate" - click "Advanced" → "Proceed anyway"*
 
 2. You should see the Chronicle dashboard
@@ -204,27 +204,27 @@ Before connecting your phone, make sure everything works:
    - Enable "Install from unknown sources" in Android settings
    - Tap the downloaded APK file to install
 
-### iPhone Users  
+### iPhone Users
 1. Go to [GitHub Releases](https://github.com/AnkushMalaker/chronicle/releases)
-2. Find the latest release and download `chronicle-ios.ipa` 
+2. Find the latest release and download `chronicle-ios.ipa`
 3. Install using sideloading tool:
    - **AltStore** (recommended): [altstore.io](https://altstore.io)
    - **Sideloadly**: [sideloadly.io](https://sideloadly.io)
-   
+
    *Note: iOS requires sideloading since we're not on App Store yet*
 
 ### Configure the App
 1. **First**: Make sure Tailscale is running on your phone
 2. Open Chronicle app
 3. Go to Settings → Backend Configuration
-4. Enter Backend URL: `https://[your-tailscale-ip]` 
-   
+4. Enter Backend URL: `https://[your-tailscale-ip]`
+
    *Use the same IP as your web dashboard - like `https://100.64.1.5`*
-   
+
 5. Tap "Test Connection" - should show **green checkmark**
 6. If connection fails, double-check:
    - Tailscale is running on phone
-   - Same IP as web dashboard  
+   - Same IP as web dashboard
    - Using `https://` (not `http://`)
 
 ## Step 6: Connect Your OMI Device
@@ -240,7 +240,7 @@ Before connecting your phone, make sure everything works:
 
 **What you now have:**
 - ✅ Personal AI running on your home computer
-- ✅ Phone app connected securely via Tailscale  
+- ✅ Phone app connected securely via Tailscale
 - ✅ OMI device streaming audio to your AI
 - ✅ All conversations processed privately and stored locally
 - ✅ Access from anywhere via your phone
@@ -257,7 +257,7 @@ Before connecting your phone, make sure everything works:
 - **"Permission denied"**: Try `sudo` before commands (Linux/Mac)
 - **"uv not found"**: Restart terminal after installing uv
 
-### Connection Issues  
+### Connection Issues
 - **Phone can't reach backend**: Check Tailscale is running on both devices
 - **Certificate warnings**: Click "Advanced" → "Proceed" in browser
 - **Test connection fails**: Verify you're using `https://` and correct Tailscale IP
diff --git a/services.py b/services.py
index 00958e92..a0f907c7 100755
--- a/services.py
+++ b/services.py
@@ -12,7 +12,6 @@
 from dotenv import dotenv_values
 from rich.console import Console
 from rich.table import Table
-
 from setup_utils import read_env_value
 
 console = Console()
diff --git a/setup-requirements.txt b/setup-requirements.txt
index 9d1ab4a6..401d86ca 100644
--- a/setup-requirements.txt
+++ b/setup-requirements.txt
@@ -4,4 +4,4 @@ python-dotenv>=1.0.0
 requests>=2.31.0
 pyyaml>=6.0.0
 ruamel-yaml>=0.18.0
-omegaconf>=2.3.0
\ No newline at end of file
+omegaconf>=2.3.0
diff --git a/setup_utils.py b/setup_utils.py
index 8a906c7b..673e0ff9 100644
--- a/setup_utils.py
+++ b/setup_utils.py
@@ -63,10 +63,10 @@ def is_placeholder(value: str, *placeholder_variants: str) -> bool:
         return True
 
     # Normalize by replacing hyphens with underscores
-    normalized_value = value.replace('-', '_').lower()
+    normalized_value = value.replace("-", "_").lower()
 
     for placeholder in placeholder_variants:
-        normalized_placeholder = placeholder.replace('-', '_').lower()
+        normalized_placeholder = placeholder.replace("-", "_").lower()
         if normalized_value == normalized_placeholder:
             return True
 
@@ -126,9 +126,7 @@ def prompt_value(prompt_text: str, default: str = "") -> str:
 
 
 def prompt_password(
-    prompt_text: str,
-    min_length: int = 8,
-    allow_generated: bool = False
+    prompt_text: str, min_length: int = 8, allow_generated: bool = False
 ) -> str:
     """
     Prompt user for a password (hidden input).
@@ -171,7 +169,7 @@ def prompt_with_existing_masked(
     is_password: bool = False,
     default: str = "",
     env_file_path: Optional[str] = None,
-    env_key: Optional[str] = None
+    env_key: Optional[str] = None,
 ) -> str:
     """
     Prompt for a value, showing masked existing value if present.
@@ -228,15 +226,21 @@ def prompt_with_existing_masked(
         existing_value = read_env_value(env_file_path, env_key)
 
     # Check if we have a valid existing value (not a placeholder)
-    has_valid_existing = existing_value and not is_placeholder(existing_value, *placeholders)
+    has_valid_existing = existing_value and not is_placeholder(
+        existing_value, *placeholders
+    )
 
     if has_valid_existing:
         # Show masked value with option to reuse
         if is_password:
             masked = mask_value(existing_value)
-            display_prompt = f"{prompt_text} ({masked}) [press Enter to reuse, or enter new]"
+            display_prompt = (
+                f"{prompt_text} ({masked}) [press Enter to reuse, or enter new]"
+            )
         else:
-            display_prompt = f"{prompt_text} ({existing_value}) [press Enter to reuse, or enter new]"
+            display_prompt = (
+                f"{prompt_text} ({existing_value}) [press Enter to reuse, or enter new]"
+            )
 
         if is_password:
             user_input = prompt_password(display_prompt, min_length=0)
@@ -255,11 +259,12 @@ def prompt_with_existing_masked(
 
 # Convenience functions for common patterns
 
+
 def prompt_api_key(
     service_name: str,
     env_file_path: str = ".env",
     env_key: Optional[str] = None,
-    placeholders: Optional[List[str]] = None
+    placeholders: Optional[List[str]] = None,
 ) -> str:
     """
     Convenience function for prompting API keys.
@@ -278,9 +283,9 @@ def prompt_api_key(
     """
     env_key = env_key or f"{service_name.upper().replace(' ', '_')}_API_KEY"
     placeholders = placeholders or [
-        'your-api-key-here',
-        'your_api_key_here',
-        f'your-{service_name.lower()}-key-here'
+        "your-api-key-here",
+        "your_api_key_here",
+        f"your-{service_name.lower()}-key-here",
     ]
 
     return prompt_with_existing_masked(
@@ -288,7 +293,7 @@ def prompt_api_key(
         env_file_path=env_file_path,
         env_key=env_key,
         placeholders=placeholders,
-        is_password=True
+        is_password=True,
     )
 
 
@@ -296,7 +301,7 @@ def prompt_token(
     service_name: str,
     env_file_path: str = ".env",
     env_key: Optional[str] = None,
-    placeholders: Optional[List[str]] = None
+    placeholders: Optional[List[str]] = None,
 ) -> str:
     """
     Convenience function for prompting authentication tokens.
@@ -315,9 +320,9 @@ def prompt_token(
     """
     env_key = env_key or f"{service_name.upper().replace(' ', '_')}_TOKEN"
     placeholders = placeholders or [
-        'your-token-here',
-        'your_token_here',
-        f'your-{service_name.lower()}-token-here'
+        "your-token-here",
+        "your_token_here",
+        f"your-{service_name.lower()}-token-here",
     ]
 
     return prompt_with_existing_masked(
@@ -325,7 +330,7 @@ def prompt_token(
         env_file_path=env_file_path,
         env_key=env_key,
         placeholders=placeholders,
-        is_password=True
+        is_password=True,
     )
 
 
@@ -344,10 +349,7 @@ def detect_tailscale_info() -> Tuple[Optional[str], Optional[str]]:
     # Get MagicDNS name from tailscale status --json
     try:
         result = subprocess.run(
-            ["tailscale", "status", "--json"],
-            capture_output=True,
-            text=True,
-            timeout=5
+            ["tailscale", "status", "--json"], capture_output=True, text=True, timeout=5
         )
         if result.returncode == 0:
             status = json.loads(result.stdout)
@@ -361,10 +363,7 @@ def detect_tailscale_info() -> Tuple[Optional[str], Optional[str]]:
     # Get IPv4 address as fallback
     try:
         result = subprocess.run(
-            ["tailscale", "ip", "-4"],
-            capture_output=True,
-            text=True,
-            timeout=5
+            ["tailscale", "ip", "-4"], capture_output=True, text=True, timeout=5
         )
         if result.returncode == 0:
             ip = result.stdout.strip()
@@ -388,13 +387,10 @@ def detect_cuda_version(default: str = "cu126") -> str:
     """
     try:
         result = subprocess.run(
-            ["nvidia-smi"],
-            capture_output=True,
-            text=True,
-            timeout=5
+            ["nvidia-smi"], capture_output=True, text=True, timeout=5
         )
         if result.returncode == 0:
-            match = re.search(r'CUDA Version:\s*(\d+)\.(\d+)', result.stdout)
+            match = re.search(r"CUDA Version:\s*(\d+)\.(\d+)", result.stdout)
             if match:
                 major, minor = int(match.group(1)), int(match.group(2))
                 if (major, minor) >= (12, 8):
diff --git a/status.py b/status.py
index 90322cbc..452d7297 100644
--- a/status.py
+++ b/status.py
@@ -5,20 +5,20 @@
 """
 
 import argparse
+import json
 import subprocess
 import sys
-import json
-import requests
 from pathlib import Path
-from typing import Dict, List, Any, Optional
+from typing import Any, Dict, List, Optional
 
+import requests
+from dotenv import dotenv_values
 from rich import print as rprint
 from rich.console import Console
-from rich.table import Table
-from rich.panel import Panel
-from rich.live import Live
 from rich.layout import Layout
-from dotenv import dotenv_values
+from rich.live import Live
+from rich.panel import Panel
+from rich.table import Table
 
 # Import service definitions from services.py
 from services import SERVICES, check_service_configured
@@ -27,9 +27,9 @@
 
 # Health check endpoints
 HEALTH_ENDPOINTS = {
-    'backend': 'http://localhost:8000/health',
-    'speaker-recognition': 'http://localhost:8085/health',
-    'openmemory-mcp': 'http://localhost:8765/docs',  # No health endpoint, check docs
+    "backend": "http://localhost:8000/health",
+    "speaker-recognition": "http://localhost:8085/health",
+    "openmemory-mcp": "http://localhost:8765/docs",  # No health endpoint, check docs
 }
 
 
@@ -39,17 +39,18 @@ def get_restart_counts(container_names: List[str]) -> Dict[str, int]:
         return {}
     try:
         result = subprocess.run(
-            ['docker', 'inspect', '--format', '{{.Name}} {{.RestartCount}}'] + container_names,
+            ["docker", "inspect", "--format", "{{.Name}} {{.RestartCount}}"]
+            + container_names,
             capture_output=True,
             text=True,
-            timeout=10
+            timeout=10,
         )
         counts = {}
-        for line in result.stdout.strip().split('\n'):
+        for line in result.stdout.strip().split("\n"):
             if line.strip():
-                parts = line.strip().rsplit(' ', 1)
+                parts = line.strip().rsplit(" ", 1)
                 if len(parts) == 2:
-                    name = parts[0].lstrip('/')
+                    name = parts[0].lstrip("/")
                     try:
                         counts[name] = int(parts[1])
                     except ValueError:
@@ -62,74 +63,72 @@ def get_restart_counts(container_names: List[str]) -> Dict[str, int]:
 def get_container_status(service_name: str) -> Dict[str, Any]:
     """Get Docker container status for a service"""
     service = SERVICES[service_name]
-    service_path = Path(service['path'])
+    service_path = Path(service["path"])
 
     if not service_path.exists():
-        return {'status': 'not_found', 'containers': []}
+        return {"status": "not_found", "containers": []}
 
     try:
         # Get container status using docker compose ps
         # Only check containers from active profiles (excludes inactive profile services)
-        cmd = ['docker', 'compose', 'ps', '--format', 'json']
+        cmd = ["docker", "compose", "ps", "--format", "json"]
 
         result = subprocess.run(
-            cmd,
-            cwd=service_path,
-            capture_output=True,
-            text=True,
-            timeout=10
+            cmd, cwd=service_path, capture_output=True, text=True, timeout=10
         )
 
         if result.returncode != 0:
-            return {'status': 'error', 'containers': [], 'error': result.stderr}
+            return {"status": "error", "containers": [], "error": result.stderr}
 
         # Parse JSON output (one JSON object per line)
         containers = []
-        for line in result.stdout.strip().split('\n'):
+        for line in result.stdout.strip().split("\n"):
             if line:
                 try:
                     container = json.loads(line)
-                    container_name = container.get('Name', 'unknown')
+                    container_name = container.get("Name", "unknown")
 
                     # Skip test containers - they're not part of production services
-                    if '-test-' in container_name.lower():
+                    if "-test-" in container_name.lower():
                         continue
 
-                    containers.append({
-                        'name': container_name,
-                        'state': container.get('State', 'unknown'),
-                        'status': container.get('Status', 'unknown'),
-                        'health': container.get('Health', 'none')
-                    })
+                    containers.append(
+                        {
+                            "name": container_name,
+                            "state": container.get("State", "unknown"),
+                            "status": container.get("Status", "unknown"),
+                            "health": container.get("Health", "none"),
+                        }
+                    )
                 except json.JSONDecodeError:
                     continue
 
         if not containers:
-            return {'status': 'stopped', 'containers': []}
+            return {"status": "stopped", "containers": []}
 
         # Fetch restart counts via docker inspect
-        container_names = [c['name'] for c in containers]
+        container_names = [c["name"] for c in containers]
         restart_counts = get_restart_counts(container_names)
         for container in containers:
-            container['restart_count'] = restart_counts.get(container['name'], 0)
+            container["restart_count"] = restart_counts.get(container["name"], 0)
 
         # Determine overall status
-        all_running = all(c['state'] == 'running' for c in containers)
-        any_running = any(c['state'] == 'running' for c in containers)
+        all_running = all(c["state"] == "running" for c in containers)
+        any_running = any(c["state"] == "running" for c in containers)
 
         if all_running:
-            status = 'running'
+            status = "running"
         elif any_running:
-            status = 'partial'
+            status = "partial"
         else:
-            status = 'stopped'
+            status = "stopped"
 
-        return {'status': status, 'containers': containers}
+        return {"status": status, "containers": containers}
 
     except subprocess.TimeoutExpired:
-        return {'status': 'timeout', 'containers': []}
+        return {"status": "timeout", "containers": []}
     except Exception as e:
-        return {'status': 'error', 'containers': [], 'error': str(e)}
+        return {"status": "error", "containers": [], "error": str(e)}
 
 
 def check_http_health(url: str, timeout: int = 5) -> Dict[str, Any]:
@@ -141,18 +140,18 @@ def check_http_health(url: str, timeout: int = 5) -> Dict[str, Any]:
             # Try to parse JSON response
             try:
                 data = response.json()
-                return {'healthy': True, 'status_code': 200, 'data': data}
+                return {"healthy": True, "status_code": 200, "data": data}
             except json.JSONDecodeError:
-                return {'healthy': True, 'status_code': 200, 'data': None}
+                return {"healthy": True, "status_code": 200, "data": None}
         else:
-            return {'healthy': False, 'status_code': response.status_code, 'data': None}
+            return {"healthy": False, "status_code": response.status_code, "data": None}
 
     except requests.exceptions.ConnectionError:
-        return {'healthy': False, 'error': 'Connection refused'}
+        return {"healthy": False, "error": "Connection refused"}
     except requests.exceptions.Timeout:
-        return {'healthy': False, 'error': 'Timeout'}
+        return {"healthy": False, "error": "Timeout"}
     except Exception as e:
-        return {'healthy': False, 'error': str(e)}
+        return {"healthy": False, "error": str(e)}
 
 
 def get_service_health(service_name: str) -> Dict[str, Any]:
@@ -160,9 +159,9 @@ def get_service_health(service_name: str) -> Dict[str, Any]:
     # Check if configured
     if not check_service_configured(service_name):
         return {
-            'configured': False,
-            'container_status': 'not_configured',
-            'health': None
+            "configured": False,
+            "container_status": "not_configured",
+            "health": None,
         }
 
     # Get container status
@@ -175,10 +174,10 @@ def get_service_health(service_name: str) -> Dict[str, Any]:
         health_check = check_http_health(url)
 
     return {
-        'configured': True,
-        'container_status': container_info['status'],
-        'containers': container_info.get('containers', []),
-        'health': health_check
+        "configured": True,
+        "container_status": container_info["status"],
+        "containers": container_info.get("containers", []),
+        "health": health_check,
     }
 
 
@@ -189,15 +188,15 @@ def get_backend_worker_health() -> Optional[Dict[str, Any]]:
     This catches internal worker crash loops that Docker restart counts miss.
     """
     try:
-        response = requests.get('http://localhost:8000/health', timeout=5)
+        response = requests.get("http://localhost:8000/health", timeout=5)
         if response.status_code == 200:
             data = response.json()
-            redis_info = data.get('services', {}).get('redis', {})
+            redis_info = data.get("services", {}).get("redis", {})
             return {
-                'worker_count': redis_info.get('worker_count', 0),
-                'active_workers': redis_info.get('active_workers', 0),
-                'idle_workers': redis_info.get('idle_workers', 0),
-                'queues': redis_info.get('queues', {}),
+                "worker_count": redis_info.get("worker_count", 0),
+                "active_workers": redis_info.get("active_workers", 0),
+                "idle_workers": redis_info.get("idle_workers", 0),
+                "queues": redis_info.get("queues", {}),
             }
     except Exception:
         pass
@@ -220,28 +219,30 @@ def show_quick_status():
         status = get_service_health(service_name)
 
         # Config status
-        config_icon = "✅" if status['configured'] else "❌"
+        config_icon = "✅" if status["configured"] else "❌"
 
         # Container status
-        if not status['configured']:
+        if not status["configured"]:
             container_icon = "⚪"
-        elif status['container_status'] == 'running':
+        elif status["container_status"] == "running":
             container_icon = "🟢"
-        elif status['container_status'] == 'partial':
+        elif status["container_status"] == "partial":
             container_icon = "🟡"
-        elif status['container_status'] == 'stopped':
+        elif status["container_status"] == "stopped":
             container_icon = "🔴"
-        elif status['container_status'] == 'not_found':
+        elif status["container_status"] == "not_found":
             container_icon = "⚪"
-        elif status['container_status'] in ['error', 'timeout']:
+        elif status["container_status"] in ["error", "timeout"]:
             container_icon = "⚫"
         else:
             # Unknown status - log it for debugging
             container_icon = "⚫"
 
         # Restart count
-        total_restarts = sum(c.get('restart_count', 0) for c in status.get('containers', []))
-        if not status['configured'] or not status.get('containers'):
+        total_restarts = sum(
+            c.get("restart_count", 0) for c in status.get("containers", [])
+        )
+        if not status["configured"] or not status.get("containers"):
             restart_text = "⚪"
         elif total_restarts > 0:
             restart_text = f"[bold red]⚠️  {total_restarts}[/bold red]"
@@ -249,9 +250,9 @@ def show_quick_status():
             restart_text = "[green]0[/green]"
 
         # Health status
-        if status['health'] is None:
+        if status["health"] is None:
             health_icon = "⚪"
-        elif status['health'].get('healthy'):
+        elif status["health"].get("healthy"):
             health_icon = "✅"
         else:
             health_icon = "❌"
@@ -262,7 +263,7 @@ def show_quick_status():
             container_icon,
             restart_text,
             health_icon,
-            service_info['description']
+            service_info["description"],
         )
 
     console.print(table)
@@ -270,20 +271,32 @@ def show_quick_status():
     # Worker health note (from backend /health endpoint)
     worker_health = get_backend_worker_health()
     if worker_health is not None:
-        wc = worker_health['worker_count']
-        active = worker_health['active_workers']
-        total_failed = sum(q.get('failed_count', 0) for q in worker_health['queues'].values())
+        wc = worker_health["worker_count"]
+        active = worker_health["active_workers"]
+        total_failed = sum(
+            q.get("failed_count", 0) for q in worker_health["queues"].values()
+        )
         if wc == 0:
-            console.print("\n[bold red]  ❌ RQ Workers: 0 registered — workers may be crash-looping. Check: docker compose logs workers[/bold red]")
+            console.print(
+                "\n[bold red]  ❌ RQ Workers: 0 registered — workers may be crash-looping. Check: docker compose logs workers[/bold red]"
+            )
         elif total_failed > 0:
-            console.print(f"\n  [yellow]⚠️  RQ Workers: {wc} registered ({active} active), {total_failed} failed job(s) in queues[/yellow]")
+            console.print(
+                f"\n  [yellow]⚠️  RQ Workers: {wc} registered ({active} active), {total_failed} failed job(s) in queues[/yellow]"
+            )
         else:
-            console.print(f"\n  [green]✅ RQ Workers: {wc} registered ({active} active)[/green]")
+            console.print(
+                f"\n  [green]✅ RQ Workers: {wc} registered ({active} active)[/green]"
+            )
 
     # Legend
     console.print("\n[dim]Legend:[/dim]")
-    console.print("[dim]  Containers: 🟢 Running | 🟡 Partial | 🔴 Stopped | ⚪ Not Configured | ⚫ Error[/dim]")
-    console.print("[dim]  Restarts: 0 = stable | ⚠️  N = container crashed N times (restart loop)[/dim]")
+    console.print(
+        "[dim]  Containers: 🟢 Running | 🟡 Partial | 🔴 Stopped | ⚪ Not Configured | ⚫ Error[/dim]"
+    )
+    console.print(
+        "[dim]  Restarts: 0 = stable | ⚠️  N = container crashed N times (restart loop)[/dim]"
+    )
     console.print("[dim]  Health: ✅ Healthy | ❌ Unhealthy | ⚪ No Endpoint[/dim]")
 
 
@@ -296,7 +309,7 @@ def show_detailed_status():
         status = get_service_health(service_name)
 
         # Service header
-        if status['configured']:
+        if status["configured"]:
             header = f"📦 {service_name.upper()}"
         else:
             header = f"📦 {service_name.upper()} (Not Configured)"
@@ -304,81 +317,111 @@ def show_detailed_status():
         console.print(f"\n[bold cyan]{header}[/bold cyan]")
         console.print(f"[dim]{service_info['description']}[/dim]")
 
-        if not status['configured']:
+        if not status["configured"]:
             console.print("[yellow]  ⚠️  Not configured (no .env file)[/yellow]")
             continue
 
         # Container status
         console.print(f"\n  [bold]Containers:[/bold]")
-        if status['container_status'] == 'running':
+        if status["container_status"] == "running":
             console.print(f"    [green]🟢 All containers running[/green]")
-        elif status['container_status'] == 'partial':
+        elif status["container_status"] == "partial":
             console.print(f"    [yellow]🟡 Some containers running[/yellow]")
-        elif status['container_status'] == 'stopped':
+        elif status["container_status"] == "stopped":
             console.print(f"    [red]🔴 All containers stopped[/red]")
         else:
             console.print(f"    [red]⚫ Error checking containers[/red]")
 
         # Show container details
-        for container in status.get('containers', []):
-            state_icon = "🟢" if container['state'] == 'running' else "🔴"
-            health_status = f" ({container['health']})" if container['health'] != 'none' else ""
-            restart_count = container.get('restart_count', 0)
-            restart_info = f" [bold red]⚠️  {restart_count} restarts[/bold red]" if restart_count > 0 else ""
-            console.print(f"      {state_icon} {container['name']}: {container['status']}{health_status}{restart_info}")
+        for container in status.get("containers", []):
+            state_icon = "🟢" if container["state"] == "running" else "🔴"
+            health_status = (
+                f" ({container['health']})" if container["health"] != "none" else ""
+            )
+            restart_count = container.get("restart_count", 0)
+            restart_info = (
+                f" [bold red]⚠️  {restart_count} restarts[/bold red]"
+                if restart_count > 0
+                else ""
+            )
+            console.print(
+                f"      {state_icon} {container['name']}: {container['status']}{health_status}{restart_info}"
+            )
 
         # HTTP Health check
-        if status['health'] is not None:
+        if status["health"] is not None:
             console.print(f"\n  [bold]HTTP Health:[/bold]")
 
-            if status['health'].get('healthy'):
+            if status["health"].get("healthy"):
                 console.print(f"    [green]✅ Healthy[/green]")
 
                 # For backend, show detailed health data
-                if service_name == 'backend' and status['health'].get('data'):
-                    health_data = status['health']['data']
+                if service_name == "backend" and status["health"].get("data"):
+                    health_data = status["health"]["data"]
 
                     # Overall status
-                    overall_status = health_data.get('status', 'unknown')
-                    if overall_status == 'healthy':
+                    overall_status = health_data.get("status", "unknown")
+                    if overall_status == "healthy":
                         console.print(f"      Overall: [green]{overall_status}[/green]")
-                    elif overall_status == 'degraded':
-                        console.print(f"      Overall: [yellow]{overall_status}[/yellow]")
+                    elif overall_status == "degraded":
+                        console.print(
+                            f"      Overall: [yellow]{overall_status}[/yellow]"
+                        )
                     else:
                         console.print(f"      Overall: [red]{overall_status}[/red]")
 
                     # Critical services
-                    services = health_data.get('services', {})
+                    services = health_data.get("services", {})
                     console.print(f"\n      [bold]Critical Services:[/bold]")
 
-                    for svc_name in ['mongodb', 'redis']:
+                    for svc_name in ["mongodb", "redis"]:
                         if svc_name in services:
                             svc = services[svc_name]
-                            if svc.get('healthy'):
-                                console.print(f"        [green]✅ {svc_name}: {svc.get('status', 'ok')}[/green]")
+                            if svc.get("healthy"):
+                                console.print(
+                                    f"        [green]✅ {svc_name}: {svc.get('status', 'ok')}[/green]"
+                                )
                             else:
-                                console.print(f"        [red]❌ {svc_name}: {svc.get('status', 'error')}[/red]")
+                                console.print(
+                                    f"        [red]❌ {svc_name}: {svc.get('status', 'error')}[/red]"
+                                )
 
                     # Optional services
                     console.print(f"\n      [bold]Optional Services:[/bold]")
-                    optional_services = ['audioai', 'memory_service', 'speech_to_text', 'speaker_recognition', 'openmemory_mcp']
+                    optional_services = [
+                        "audioai",
+                        "memory_service",
+                        "speech_to_text",
+                        "speaker_recognition",
+                        "openmemory_mcp",
+                    ]
                     for svc_name in optional_services:
                         if svc_name in services:
                             svc = services[svc_name]
-                            if svc.get('healthy'):
-                                console.print(f"        [green]✅ {svc_name}: {svc.get('status', 'ok')}[/green]")
+                            if svc.get("healthy"):
+                                console.print(
+                                    f"        [green]✅ {svc_name}: {svc.get('status', 'ok')}[/green]"
+                                )
                             else:
-                                console.print(f"        [yellow]⚠️  {svc_name}: {svc.get('status', 'degraded')}[/yellow]")
+                                console.print(
+                                    f"        [yellow]⚠️  {svc_name}: {svc.get('status', 'degraded')}[/yellow]"
+                                )
 
                     # Configuration info
-                    config = health_data.get('config', {})
+                    config = health_data.get("config", {})
                     if config:
                         console.print(f"\n      [bold]Configuration:[/bold]")
-                        console.print(f"        LLM: {config.get('llm_provider', 'unknown')} ({config.get('llm_model', 'unknown')})")
-                        console.print(f"        Transcription: {config.get('transcription_service', 'unknown')}")
-                        console.print(f"        Active Clients: {config.get('active_clients', 0)}")
+                        console.print(
+                            f"        LLM: {config.get('llm_provider', 'unknown')} ({config.get('llm_model', 'unknown')})"
+                        )
+                        console.print(
+                            f"        Transcription: {config.get('transcription_service', 'unknown')}"
+                        )
+                        console.print(
+                            f"        Active Clients: {config.get('active_clients', 0)}"
+                        )
             else:
-                error = status['health'].get('error', 'Unknown error')
+                error = status["health"].get("error", "Unknown error")
                 console.print(f"    [red]❌ Unhealthy: {error}[/red]")
 
         console.print("")  # Spacing
@@ -403,19 +446,18 @@ def main():
   ./status.sh              Show quick status overview
   ./status.sh --detailed   Show detailed health information
   ./status.sh --json       Output status in JSON format
-        """
+        """,
     )
 
     parser.add_argument(
-        '--detailed', '-d',
-        action='store_true',
-        help='Show detailed health information including backend service breakdown'
+        "--detailed",
+        "-d",
+        action="store_true",
+        help="Show detailed health information including backend service breakdown",
     )
 
     parser.add_argument(
-        '--json', '-j',
-        action='store_true',
-        help='Output status in JSON format'
+        "--json", "-j", action="store_true", help="Output status in JSON format"
     )
 
     args = parser.parse_args()
@@ -427,7 +469,9 @@ def main():
     else:
         show_quick_status()
 
-    console.print("\n💡 [dim]Tip: Use './status.sh --detailed' for comprehensive health checks[/dim]\n")
+    console.print(
+        "\n💡 [dim]Tip: Use './status.sh --detailed' for comprehensive health checks[/dim]\n"
+    )
 
 
 if __name__ == "__main__":
diff --git a/tests/.env.test b/tests/.env.test
index b26c757c..9b7b1d0c 100644
--- a/tests/.env.test
+++ b/tests/.env.test
@@ -17,4 +17,4 @@ MEMORY_PROVIDER=chronicle
 
 # MongoDB Configuration (test environment)
 MONGODB_URI=mongodb://localhost:27018
-TEST_DB_NAME=test_db
\ No newline at end of file
+TEST_DB_NAME=test_db
diff --git a/tests/endpoints/client_queue_tests.robot b/tests/endpoints/client_queue_tests.robot
index b161b7fa..03d21c4a 100644
--- a/tests/endpoints/client_queue_tests.robot
+++ b/tests/endpoints/client_queue_tests.robot
@@ -174,7 +174,7 @@ Unauthorized Queue Access Test
     [Documentation]    Test that queue endpoints require authentication
     [Tags]             queue    security    negative
     ${session}=    Get Anonymous Session    session
-    
+
     # Try to access queue jobs without token
     ${response}=    GET On Session    ${session}    /api/queue/jobs    expected_status=401
     Should Be Equal As Integers    ${response.status_code}    401
@@ -197,4 +197,3 @@ Client Manager Integration Test
     ${clients}=        Set Variable    ${response.json()}
     # Verify structure - should be a valid JSON response
     Should Be True     isinstance($clients, (dict, list))
-
diff --git a/tests/endpoints/health_tests.robot b/tests/endpoints/health_tests.robot
index dc734496..a5e84445 100644
--- a/tests/endpoints/health_tests.robot
+++ b/tests/endpoints/health_tests.robot
@@ -37,17 +37,17 @@ Health Check Test
     Dictionary Should Contain Key    ${health}    services
     Dictionary Should Contain Key    ${health}    overall_healthy
     Dictionary Should Contain Key    ${health}    critical_services_healthy
-    
+
     ${services}=    Set Variable    ${health}[services]
     Log To Console    \n
-    Log To Console    Mongodb: ${services}[mongodb][status]    
+    Log To Console    Mongodb: ${services}[mongodb][status]
     Log To Console    AudioAI: ${services}[audioai][status]
     Log To Console    Memory Service: ${services}[memory_service][status]
     Log To Console    Speech to Text: ${services}[speech_to_text][status]
     Log To Console    Speaker recognition: ${services}[speaker_recognition][status]
     # Verify status is one of expected values
     Should Be True    '${health}[status]' in ['healthy', 'degraded', 'critical']
-    
+
     ${config}=    Set Variable    ${health}[config]
     Dictionary Should Contain Key    ${config}    mongodb_uri
     Dictionary Should Contain Key    ${config}    qdrant_url
@@ -212,4 +212,3 @@ Unauthorized Health Access Test
     # Admin-only endpoints should require authentication
     ${response}=    GET On Session    session    /api/metrics    expected_status=401
     Should Be Equal As Integers    ${response.status_code}    401
-
diff --git a/tests/endpoints/memory_tests.robot b/tests/endpoints/memory_tests.robot
index b12a4ff6..c39000f1 100644
--- a/tests/endpoints/memory_tests.robot
+++ b/tests/endpoints/memory_tests.robot
@@ -153,4 +153,3 @@ Unauthorized Memory Access Test
     &{params}=     Create Dictionary    query=test
     ${response}=   GET On Session    session    /api/memories/search    params=${params}    expected_status=401
     Should Be Equal As Integers    ${response.status_code}    401
-
diff --git a/tests/endpoints/system_admin_tests.robot b/tests/endpoints/system_admin_tests.robot
index eb33c039..0a3457f5 100644
--- a/tests/endpoints/system_admin_tests.robot
+++ b/tests/endpoints/system_admin_tests.robot
@@ -329,4 +329,3 @@ Speaker Configuration Workflow Test
     ${speakers_list}=  Set Variable    ${updated_config}[primary_speakers]
     ${length}=         Get Length    ${speakers_list}
     Should Be Equal As Integers    ${length}    0
-
diff --git a/tests/integration/integration_test.robot b/tests/integration/integration_test.robot
index a9b1230f..b1f624d0 100644
--- a/tests/integration/integration_test.robot
+++ b/tests/integration/integration_test.robot
@@ -28,7 +28,7 @@ Full Pipeline Integration Test
 
     Log    Starting Full Pipeline Integration Test    INFO
 
-   
+
     # Phase 4: Audio Processing - Upload and wait for conversation completion
     Log    Starting audio upload and started    INFO
     ${conversation}=    Upload Audio File    ${TEST_AUDIO_FILE}    ${TEST_DEVICE_NAME}
@@ -252,5 +252,3 @@ Verify Chat Integration
     Should Be True    ${response.status_code} in [200, 204]    Chat session deletion failed with status ${response.status_code}
 
     Log    Chat integration verification finished    INFO
-
-
diff --git a/tests/libs/auth_helpers.py b/tests/libs/auth_helpers.py
index e9625d85..f4e6e8fa 100644
--- a/tests/libs/auth_helpers.py
+++ b/tests/libs/auth_helpers.py
@@ -20,21 +20,23 @@ def get_user_id_from_token(jwt_token: str) -> str:
         ${user_id}=    Get User ID From Token    ${token}
     """
     # Split token into parts
-    parts = jwt_token.split('.')
+    parts = jwt_token.split(".")
     if len(parts) != 3:
-        raise ValueError(f"Invalid JWT token format: expected 3 parts, got {len(parts)}")
+        raise ValueError(
+            f"Invalid JWT token format: expected 3 parts, got {len(parts)}"
+        )
 
     # Decode payload (add padding if needed)
     payload_b64 = parts[1]
     padding = (4 - len(payload_b64) % 4) % 4
-    payload_b64_padded = payload_b64 + ('=' * padding)
+    payload_b64_padded = payload_b64 + ("=" * padding)
 
     # Base64 decode and parse JSON
     payload_bytes = base64.urlsafe_b64decode(payload_b64_padded)
-    payload = json.loads(payload_bytes.decode('utf-8'))
+    payload = json.loads(payload_bytes.decode("utf-8"))
 
     # Extract user ID from 'sub' field
-    user_id = payload.get('sub')
+    user_id = payload.get("sub")
     if not user_id:
         raise ValueError("Token payload does not contain 'sub' field")
 
diff --git a/tests/libs/mock_asr_server.py b/tests/libs/mock_asr_server.py
index d03c0c1b..b8dabe92 100644
--- a/tests/libs/mock_asr_server.py
+++ b/tests/libs/mock_asr_server.py
@@ -24,12 +24,11 @@
 from typing import Optional
 
 import uvicorn
-from fastapi import FastAPI, File, UploadFile, HTTPException
+from fastapi import FastAPI, File, HTTPException, UploadFile
 from pydantic import BaseModel
 
 logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+    level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
 )
 logger = logging.getLogger(__name__)
 
@@ -120,7 +119,12 @@ def get_provider_config():
 
 # Mock diarized segments (for providers with built-in diarization)
 MOCK_DIARIZED_SEGMENTS = [
-    {"speaker": "Speaker 0", "start": 0.0, "end": 1.2, "text": "This is a mock transcription"},
+    {
+        "speaker": "Speaker 0",
+        "start": 0.0,
+        "end": 1.2,
+        "text": "This is a mock transcription",
+    },
     {"speaker": "Speaker 1", "start": 1.25, "end": 2.2, "text": "for testing purposes"},
 ]
 
@@ -131,9 +135,7 @@ async def health():
     config = get_provider_config()
     logger.debug(f"Health check requested (provider: {config['provider']})")
     return HealthResponse(
-        status="healthy",
-        model=config["model_id"],
-        provider=config["provider"]
+        status="healthy", model=config["model_id"], provider=config["provider"]
     )
 
 
@@ -146,7 +148,7 @@ async def info():
         model_id=config["model_id"],
         provider=config["provider"],
         capabilities=config["capabilities"],
-        supported_languages=None
+        supported_languages=None,
     )
 
 
@@ -165,7 +167,9 @@ async def transcribe(file: UploadFile = File(...)):
     file_size = len(content)
     config = get_provider_config()
 
-    logger.info(f"Received file: {file.filename}, size: {file_size} bytes (provider: {config['provider']})")
+    logger.info(
+        f"Received file: {file.filename}, size: {file_size} bytes (provider: {config['provider']})"
+    )
 
     # Basic validation - reject empty files
     if file_size == 0:
@@ -181,11 +185,7 @@ async def transcribe(file: UploadFile = File(...)):
     if config["has_diarization"]:
         segments = MOCK_DIARIZED_SEGMENTS
 
-    return TranscriptionResult(
-        text=MOCK_TRANSCRIPT,
-        words=words,
-        segments=segments
-    )
+    return TranscriptionResult(text=MOCK_TRANSCRIPT, words=words, segments=segments)
 
 
 def main(host: str, port: int, provider: str = "mock", debug: bool = False):
@@ -203,23 +203,22 @@ def main(host: str, port: int, provider: str = "mock", debug: bool = False):
     logger.info(f"Has word timestamps: {config['has_word_timestamps']}")
     logger.info("Endpoints: /health, /info, /transcribe")
 
-    uvicorn.run(
-        app,
-        host=host,
-        port=port,
-        log_level=log_level
-    )
+    uvicorn.run(app, host=host, port=port, log_level=log_level)
 
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="Mock ASR Server")
-    parser.add_argument("--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)")
-    parser.add_argument("--port", type=int, default=8765, help="Server port (default: 8765)")
+    parser.add_argument(
+        "--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)"
+    )
+    parser.add_argument(
+        "--port", type=int, default=8765, help="Server port (default: 8765)"
+    )
     parser.add_argument(
         "--provider",
         default="mock",
         choices=["mock", "parakeet", "vibevoice", "deepgram"],
-        help="Provider mode - determines reported capabilities (default: mock)"
+        help="Provider mode - determines reported capabilities (default: mock)",
     )
     parser.add_argument("--debug", action="store_true", help="Enable debug logging")
 
diff --git a/tests/libs/mock_llm_server.py b/tests/libs/mock_llm_server.py
index e00b0b06..ba6688ab 100755
--- a/tests/libs/mock_llm_server.py
+++ b/tests/libs/mock_llm_server.py
@@ -14,18 +14,18 @@
 - Memory updates: system prompt contains "UPDATE_MEMORY_PROMPT" or "memory manager"
 """
 
+import argparse
 import asyncio
+import hashlib
 import json
 import logging
-import argparse
-import hashlib
 from typing import List
-from aiohttp import web
+
 import numpy as np
+from aiohttp import web
 
 logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+    level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
 )
 logger = logging.getLogger(__name__)
 
@@ -38,8 +38,8 @@ def generate_deterministic_embedding(text: str, dimensions: int = 1536) -> List[
     Generates unit vector for cosine similarity compatibility.
     """
     # Use SHA-256 hash as seed
-    hash_bytes = hashlib.sha256(text.encode('utf-8')).digest()
-    seed = int.from_bytes(hash_bytes[:4], 'big')
+    hash_bytes = hashlib.sha256(text.encode("utf-8")).digest()
+    seed = int.from_bytes(hash_bytes[:4], "big")
 
     # Generate reproducible random vector
     rng = np.random.default_rng(seed)
@@ -83,7 +83,7 @@ def create_fact_extraction_response() -> dict:
         "User met with John",
         "Discussed project timeline",
         "User prefers morning meetings",
-        "User is working on Chronicle project"
+        "User is working on Chronicle project",
     ]
 
     content = json.dumps({"facts": facts})
@@ -93,19 +93,14 @@ def create_fact_extraction_response() -> dict:
         "object": "chat.completion",
         "created": 1234567890,
         "model": "gpt-4o-mini",
-        "choices": [{
-            "index": 0,
-            "message": {
-                "role": "assistant",
-                "content": content
-            },
-            "finish_reason": "stop"
-        }],
-        "usage": {
-            "prompt_tokens": 100,
-            "completion_tokens": 50,
-            "total_tokens": 150
-        }
+        "choices": [
+            {
+                "index": 0,
+                "message": {"role": "assistant", "content": content},
+                "finish_reason": "stop",
+            }
+        ],
+        "usage": {"prompt_tokens": 100, "completion_tokens": 50, "total_tokens": 150},
     }
 
 
@@ -136,19 +131,14 @@ def create_memory_update_response() -> dict:
         "object": "chat.completion",
         "created": 1234567890,
         "model": "gpt-4o-mini",
-        "choices": [{
-            "index": 0,
-            "message": {
-                "role": "assistant",
-                "content": xml_content
-            },
-            "finish_reason": "stop"
-        }],
-        "usage": {
-            "prompt_tokens": 150,
-            "completion_tokens": 80,
-            "total_tokens": 230
-        }
+        "choices": [
+            {
+                "index": 0,
+                "message": {"role": "assistant", "content": xml_content},
+                "finish_reason": "stop",
+            }
+        ],
+        "usage": {"prompt_tokens": 150, "completion_tokens": 80, "total_tokens": 230},
     }
 
 
@@ -161,19 +151,14 @@ def create_general_response(user_message: str) -> dict:
         "object": "chat.completion",
         "created": 1234567890,
         "model": "gpt-4o-mini",
-        "choices": [{
-            "index": 0,
-            "message": {
-                "role": "assistant",
-                "content": response_text
-            },
-            "finish_reason": "stop"
-        }],
-        "usage": {
-            "prompt_tokens": 50,
-            "completion_tokens": 20,
-            "total_tokens": 70
-        }
+        "choices": [
+            {
+                "index": 0,
+                "message": {"role": "assistant", "content": response_text},
+                "finish_reason": "stop",
+            }
+        ],
+        "usage": {"prompt_tokens": 50, "completion_tokens": 20, "total_tokens": 70},
     }
 
 
@@ -206,8 +191,7 @@ async def handle_chat_completions(request: web.Request) -> web.Response:
     except Exception as e:
         logger.error(f"Error handling chat completions: {e}", exc_info=True)
         return web.json_response(
-            {"error": {"message": str(e), "type": "server_error"}},
-            status=500
+            {"error": {"message": str(e), "type": "server_error"}}, status=500
         )
 
 
@@ -225,11 +209,9 @@ async def handle_embeddings(request: web.Request) -> web.Response:
         embeddings_data = []
         for idx, text in enumerate(input_texts):
             embedding = generate_deterministic_embedding(text, dimensions=1536)
-            embeddings_data.append({
-                "object": "embedding",
-                "embedding": embedding,
-                "index": idx
-            })
+            embeddings_data.append(
+                {"object": "embedding", "embedding": embedding, "index": idx}
+            )
 
         logger.info(f"Generated {len(embeddings_data)} embeddings")
 
@@ -239,8 +221,8 @@ async def handle_embeddings(request: web.Request) -> web.Response:
             "model": "text-embedding-3-small",
             "usage": {
                 "prompt_tokens": len(input_texts) * 10,
-                "total_tokens": len(input_texts) * 10
-            }
+                "total_tokens": len(input_texts) * 10,
+            },
         }
 
         return web.json_response(response)
@@ -248,8 +230,7 @@ async def handle_embeddings(request: web.Request) -> web.Response:
     except Exception as e:
         logger.error(f"Error handling embeddings: {e}", exc_info=True)
         return web.json_response(
-            {"error": {"message": str(e), "type": "server_error"}},
-            status=500
+            {"error": {"message": str(e), "type": "server_error"}}, status=500
         )
 
 
@@ -262,15 +243,15 @@ async def handle_models(request: web.Request) -> web.Response:
                 "id": "gpt-4o-mini",
                 "object": "model",
                 "created": 1234567890,
-                "owned_by": "mock-llm"
+                "owned_by": "mock-llm",
             },
             {
                 "id": "text-embedding-3-small",
                 "object": "model",
                 "created": 1234567890,
-                "owned_by": "mock-llm"
-            }
-        ]
+                "owned_by": "mock-llm",
+            },
+        ],
     }
 
     logger.info("Returning available models")
@@ -287,12 +268,12 @@ def create_app() -> web.Application:
     app = web.Application()
 
     # OpenAI-compatible routes
-    app.router.add_post('/v1/chat/completions', handle_chat_completions)
-    app.router.add_post('/v1/embeddings', handle_embeddings)
-    app.router.add_get('/v1/models', handle_models)
+    app.router.add_post("/v1/chat/completions", handle_chat_completions)
+    app.router.add_post("/v1/embeddings", handle_embeddings)
+    app.router.add_get("/v1/models", handle_models)
 
     # Health check
-    app.router.add_get('/health', handle_health)
+    app.router.add_get("/health", handle_health)
 
     return app
 
@@ -313,8 +294,12 @@ def main(host: str, port: int):
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="Mock LLM Server")
-    parser.add_argument("--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)")
-    parser.add_argument("--port", type=int, default=11435, help="Server port (default: 11435)")
+    parser.add_argument(
+        "--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)"
+    )
+    parser.add_argument(
+        "--port", type=int, default=11435, help="Server port (default: 11435)"
+    )
     parser.add_argument("--debug", action="store_true", help="Enable debug logging")
 
     args = parser.parse_args()
diff --git a/tests/libs/mock_streaming_stt_server.py b/tests/libs/mock_streaming_stt_server.py
index 65c02f93..b5f54865 100755
--- a/tests/libs/mock_streaming_stt_server.py
+++ b/tests/libs/mock_streaming_stt_server.py
@@ -16,17 +16,17 @@
 - This matches production behavior and tests will catch offset accumulation bugs
 """
 
+import argparse
 import asyncio
 import json
 import logging
-import argparse
 from typing import Optional
+
 import websockets
 from websockets.server import WebSocketServerProtocol
 
 logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+    level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
 )
 logger = logging.getLogger(__name__)
 
@@ -40,7 +40,7 @@ def create_deepgram_response(
     is_final: bool,
     words: Optional[list] = None,
     confidence: float = 0.99,
-    cumulative_offset: float = 0.0
+    cumulative_offset: float = 0.0,
 ) -> tuple[dict, float]:
     """
     Create Deepgram-compatible nested response format.
@@ -69,12 +69,15 @@ def create_deepgram_response(
         words = []
         local_time = 0.0
         for word in transcript.split():
-            words.append({
-                "word": word,
-                "start": cumulative_offset + local_time,  # Cumulative from stream start
-                "end": cumulative_offset + local_time + 0.3,
-                "confidence": confidence
-            })
+            words.append(
+                {
+                    "word": word,
+                    "start": cumulative_offset
+                    + local_time,  # Cumulative from stream start
+                    "end": cumulative_offset + local_time + 0.3,
+                    "confidence": confidence,
+                }
+            )
             local_time += 0.35  # 0.3s word + 0.05s gap
 
         # Update cumulative offset for next chunk
@@ -84,12 +87,10 @@ def create_deepgram_response(
         "type": "Results",
         "is_final": is_final,
         "channel": {
-            "alternatives": [{
-                "transcript": transcript,
-                "confidence": confidence,
-                "words": words
-            }]
-        }
+            "alternatives": [
+                {"transcript": transcript, "confidence": confidence, "words": words}
+            ]
+        },
     }
     return response, new_offset
 
@@ -114,12 +115,14 @@ def create_final_response(cumulative_offset: float = 0.0) -> tuple[dict, float]:
 
     local_time = 0.0
     for word in transcript_words:
-        words.append({
-            "word": word,
-            "start": cumulative_offset + local_time,  # Cumulative from stream start
-            "end": cumulative_offset + local_time + 0.35,
-            "confidence": 0.99
-        })
+        words.append(
+            {
+                "word": word,
+                "start": cumulative_offset + local_time,  # Cumulative from stream start
+                "end": cumulative_offset + local_time + 0.35,
+                "confidence": 0.99,
+            }
+        )
         local_time += 0.4  # 0.35s word + 0.05s gap
 
     # Final timestamp should be >2.0s from start of this segment
@@ -132,12 +135,10 @@ def create_final_response(cumulative_offset: float = 0.0) -> tuple[dict, float]:
         "type": "Results",
         "is_final": True,
         "channel": {
-            "alternatives": [{
-                "transcript": transcript,
-                "confidence": 0.99,
-                "words": words
-            }]
-        }
+            "alternatives": [
+                {"transcript": transcript, "confidence": 0.99, "words": words}
+            ]
+        },
     }
     return response, new_offset
 
@@ -155,7 +156,9 @@ async def handle_client(websocket: WebSocketServerProtocol):
 
     try:
         # Send initial empty result (no timestamp advancement for empty result)
-        initial, _ = create_deepgram_response(transcript="", is_final=False, cumulative_offset=0.0)
+        initial, _ = create_deepgram_response(
+            transcript="", is_final=False, cumulative_offset=0.0
+        )
         await websocket.send(json.dumps(initial))
         logger.debug(f"Sent initial result to {client_id}")
 
@@ -169,22 +172,28 @@ async def handle_client(websocket: WebSocketServerProtocol):
                 # Speech detection relies on is_final=True results stored in transcription:results stream
                 if chunk_count % 50 == 0:
                     current_offset = connection_state[client_id]["cumulative_offset"]
-                    final, new_offset = create_final_response(cumulative_offset=current_offset)
+                    final, new_offset = create_final_response(
+                        cumulative_offset=current_offset
+                    )
                     connection_state[client_id]["cumulative_offset"] = new_offset
                     await websocket.send(json.dumps(final))
-                    logger.info(f"Sent periodic final result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s)")
+                    logger.info(
+                        f"Sent periodic final result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s)"
+                    )
                 # Send interim results every 10 chunks
                 elif chunk_count % 10 == 0:
                     current_offset = connection_state[client_id]["cumulative_offset"]
                     interim, new_offset = create_deepgram_response(
                         transcript=f"This is interim transcription for chunk {chunk_count // 10}",
                         is_final=False,
-                        cumulative_offset=current_offset
+                        cumulative_offset=current_offset,
                     )
                     # Update cumulative offset for next chunk
                     connection_state[client_id]["cumulative_offset"] = new_offset
                     await websocket.send(json.dumps(interim))
-                    logger.debug(f"Sent interim result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s)")
+                    logger.debug(
+                        f"Sent interim result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s)"
+                    )
 
             # Handle control messages
             elif isinstance(message, str):
@@ -196,17 +205,25 @@ async def handle_client(websocket: WebSocketServerProtocol):
                         logger.info(f"Received CloseStream from {client_id}")
 
                         # Send final result with cumulative timestamps
-                        current_offset = connection_state[client_id]["cumulative_offset"]
-                        final, new_offset = create_final_response(cumulative_offset=current_offset)
+                        current_offset = connection_state[client_id][
+                            "cumulative_offset"
+                        ]
+                        final, new_offset = create_final_response(
+                            cumulative_offset=current_offset
+                        )
                         await websocket.send(json.dumps(final))
-                        logger.info(f"Sent final result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s): {final['channel']['alternatives'][0]['transcript']}")
+                        logger.info(
+                            f"Sent final result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s): {final['channel']['alternatives'][0]['transcript']}"
+                        )
 
                         # Close connection gracefully
                         await websocket.close()
                         break
 
                     else:
-                        logger.warning(f"Unknown message type from {client_id}: {msg_type}")
+                        logger.warning(
+                            f"Unknown message type from {client_id}: {msg_type}"
+                        )
 
                 except json.JSONDecodeError:
                     logger.error(f"Invalid JSON from {client_id}: {message}")
@@ -222,9 +239,13 @@ async def handle_client(websocket: WebSocketServerProtocol):
         if client_id in connection_state:
             final_offset = connection_state[client_id]["cumulative_offset"]
             del connection_state[client_id]
-            logger.info(f"Connection closed: {client_id}, processed {chunk_count} chunks, final cumulative offset: {final_offset:.2f}s")
+            logger.info(
+                f"Connection closed: {client_id}, processed {chunk_count} chunks, final cumulative offset: {final_offset:.2f}s"
+            )
         else:
-            logger.info(f"Connection closed: {client_id}, processed {chunk_count} chunks")
+            logger.info(
+                f"Connection closed: {client_id}, processed {chunk_count} chunks"
+            )
 
 
 async def main(host: str, port: int):
@@ -240,8 +261,12 @@ async def main(host: str, port: int):
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="Mock Streaming STT Server")
-    parser.add_argument("--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)")
-    parser.add_argument("--port", type=int, default=9999, help="Server port (default: 9999)")
+    parser.add_argument(
+        "--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)"
+    )
+    parser.add_argument(
+        "--port", type=int, default=9999, help="Server port (default: 9999)"
+    )
     parser.add_argument("--debug", action="store_true", help="Enable debug logging")
 
     args = parser.parse_args()
diff --git a/tests/libs/mongodb_helper.py b/tests/libs/mongodb_helper.py
index aaa91cd0..c67f6445 100644
--- a/tests/libs/mongodb_helper.py
+++ b/tests/libs/mongodb_helper.py
@@ -6,8 +6,9 @@
 
 import os
 from pathlib import Path
-from pymongo import MongoClient
+
 from dotenv import load_dotenv
+from pymongo import MongoClient
 
 # Load test environment variables
 tests_dir = Path(__file__).parent.parent
@@ -39,10 +40,11 @@ def get_audio_chunks(conversation_id):
 
     try:
         # Query audio_chunks collection
-        chunks = list(db.audio_chunks.find(
-            {"conversation_id": conversation_id},
-            sort=[("chunk_index", 1)]
-        ))
+        chunks = list(
+            db.audio_chunks.find(
+                {"conversation_id": conversation_id}, sort=[("chunk_index", 1)]
+            )
+        )
 
         # Convert ObjectId to string and Binary to bytes length for Robot Framework
         for chunk in chunks:
diff --git a/tests/mocks/mock_speaker_client.py b/tests/mocks/mock_speaker_client.py
index e53a556e..ae595876 100644
--- a/tests/mocks/mock_speaker_client.py
+++ b/tests/mocks/mock_speaker_client.py
@@ -33,7 +33,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "The pumpkin that'll last for forever. Finally. Does it count? Today, we're taking a glass blowing class.",
-                "confidence": 0.95
+                "confidence": 0.95,
             },
             {
                 "start": 10.28,
@@ -41,7 +41,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "I'm sweating already. We've worked with a lot of materials before, but we've only scratched the surface",
-                "confidence": 0.93
+                "confidence": 0.93,
             },
             {
                 "start": 20.455,
@@ -49,7 +49,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "when it comes to glass",
-                "confidence": 0.91
+                "confidence": 0.91,
             },
             {
                 "start": 22.095,
@@ -57,7 +57,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "and that's because",
-                "confidence": 0.94
+                "confidence": 0.94,
             },
             {
                 "start": 23.815,
@@ -65,7 +65,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "a little intimidating. We've got about 400 pounds",
-                "confidence": 0.92
+                "confidence": 0.92,
             },
             {
                 "start": 28.335,
@@ -73,7 +73,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "of liquid glass in this furnace right here. Nick's gonna really help us out. Nick, I'm excited and nervous. Me too.",
-                "confidence": 0.96
+                "confidence": 0.96,
             },
             {
                 "start": 43.28,
@@ -81,7 +81,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "So we're gonna",
-                "confidence": 0.90
+                "confidence": 0.90,
             },
             {
                 "start": 44.68,
@@ -89,7 +89,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "make what's called a trumpet",
-                "confidence": 0.95
+                "confidence": 0.95,
             },
             {
                 "start": 46.96,
@@ -97,8 +97,8 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "flower. We're using gravity as a tool.",
-                "confidence": 0.93
-            }
+                "confidence": 0.93,
+            },
         ]
     }
 
@@ -111,7 +111,7 @@ async def diarize_identify_match(
         conversation_id: str,
         backend_token: str,
         transcript_data: Dict,
-        user_id: Optional[str] = None
+        user_id: Optional[str] = None,
     ) -> Dict:
         """
         Return pre-computed mock segments for known test audio files.
@@ -125,7 +125,9 @@ async def diarize_identify_match(
         Returns:
             Dictionary with 'segments' array matching speaker service format
         """
-        logger.info(f"🎤 Mock speaker client processing conversation: {conversation_id[:12]}...")
+        logger.info(
+            f"🎤 Mock speaker client processing conversation: {conversation_id[:12]}..."
+        )
 
         # Try to identify which test audio this is from the transcript
         transcript_text = transcript_data.get("text", "").lower()
@@ -135,11 +137,15 @@ async def diarize_identify_match(
             filename = "DIY_Experts_Glass_Blowing_16khz_mono_1min.wav"
             if filename in self.MOCK_SEGMENTS:
                 segments = self.MOCK_SEGMENTS[filename]
-                logger.info(f"🎤 Mock returning {len(segments)} segments for DIY Glass Blowing audio")
+                logger.info(
+                    f"🎤 Mock returning {len(segments)} segments for DIY Glass Blowing audio"
+                )
                 return {"segments": segments}
 
         # Fallback: Create single generic segment
-        logger.warning(f"🎤 Mock: No pre-computed segments found, creating generic segment")
+        logger.warning(
+            f"🎤 Mock: No pre-computed segments found, creating generic segment"
+        )
 
         # Get duration from words if available
         words = transcript_data.get("words", [])
@@ -149,12 +155,14 @@ async def diarize_identify_match(
             duration = 60.0
 
         return {
-            "segments": [{
-                "start": 0.0,
-                "end": duration,
-                "speaker": 0,
-                "identified_as": "Unknown",
-                "text": transcript_data.get("text", ""),
-                "confidence": 0.85
-            }]
+            "segments": [
+                {
+                    "start": 0.0,
+                    "end": duration,
+                    "speaker": 0,
+                    "identified_as": "Unknown",
+                    "text": transcript_data.get("text", ""),
+                    "confidence": 0.85,
+                }
+            ]
         }
diff --git a/tests/resources/asr_keywords.robot b/tests/resources/asr_keywords.robot
index 5cf95afe..fec7e031 100644
--- a/tests/resources/asr_keywords.robot
+++ b/tests/resources/asr_keywords.robot
@@ -139,4 +139,3 @@ Remove GPU ASR Service
     ELSE
         Log To Console    ✅ ${service} removed
     END
-
diff --git a/tests/resources/chat_keywords.robot b/tests/resources/chat_keywords.robot
index 38c2f39c..89d5bcf6 100644
--- a/tests/resources/chat_keywords.robot
+++ b/tests/resources/chat_keywords.robot
@@ -85,6 +85,3 @@ Send Chat Message
     ${response}=        POST On Session    api    /api/chat/completions    json=${body}    expected_status=${expected_status}
 
     RETURN    ${response}
-
-
-
diff --git a/tests/resources/conversation_keywords.robot b/tests/resources/conversation_keywords.robot
index 9d393025..37a45b3c 100644
--- a/tests/resources/conversation_keywords.robot
+++ b/tests/resources/conversation_keywords.robot
@@ -56,7 +56,7 @@ Get Conversation By ID
 Get Conversation Versions
     [Documentation]    Get version history for a conversation
     [Arguments]    ${conversation_id}
-    ${response}=    GET On Session    api    /api/conversations/${conversation_id}/versions 
+    ${response}=    GET On Session    api    /api/conversations/${conversation_id}/versions
     RETURN    ${response.json()}[transcript_versions]
 
 Get conversation memory versions
@@ -95,14 +95,14 @@ Activate Transcript Version
     [Documentation]    Activate a specific transcript version
     [Arguments]    ${conversation_id}    ${version_id}
 
-    ${response}=    POST On Session    api    /api/conversations/${conversation_id}/activate-transcript/${version_id}  
+    ${response}=    POST On Session    api    /api/conversations/${conversation_id}/activate-transcript/${version_id}
     RETURN    ${response.json()}
 
 Activate Memory Version
     [Documentation]    Activate a specific memory version
     [Arguments]     ${conversation_id}    ${version_id}
 
-    ${response}=    POST On Session    api    /api/conversations/${conversation_id}/activate-memory/${version_id}  
+    ${response}=    POST On Session    api    /api/conversations/${conversation_id}/activate-memory/${version_id}
     RETURN    ${response.json()}
 
 Delete Conversation
diff --git a/tests/resources/queue_keywords.robot b/tests/resources/queue_keywords.robot
index b6678bf7..1e8e5255 100644
--- a/tests/resources/queue_keywords.robot
+++ b/tests/resources/queue_keywords.robot
@@ -375,4 +375,4 @@ Get Job Result
     ${job_data}=    Set Variable    ${response.json()}
     ${result}=    Set Variable    ${job_data}[result]
 
-    RETURN    ${result}
\ No newline at end of file
+    RETURN    ${result}
diff --git a/tests/resources/session_keywords.robot b/tests/resources/session_keywords.robot
index bb4d4444..de892cf8 100644
--- a/tests/resources/session_keywords.robot
+++ b/tests/resources/session_keywords.robot
@@ -166,4 +166,4 @@ DELETE On Session
 Get Random ID
     [Documentation]    Generate a unique random ID for test data (call each time for new ID)
     ${random_id}=    Generate Random String    8    [LETTERS][NUMBERS]
-    RETURN    ${random_id}
\ No newline at end of file
+    RETURN    ${random_id}
diff --git a/tests/scripts/mock_transcription_server.py b/tests/scripts/mock_transcription_server.py
index d4d25e6a..f6a98a7c 100755
--- a/tests/scripts/mock_transcription_server.py
+++ b/tests/scripts/mock_transcription_server.py
@@ -15,14 +15,15 @@
 
 try:
     import websockets
-    from websockets.server import serve, WebSocketServerProtocol
+    from websockets.server import WebSocketServerProtocol, serve
 except ImportError:
-    print("ERROR: websockets package not found. Install with: uv pip install websockets")
+    print(
+        "ERROR: websockets package not found. Install with: uv pip install websockets"
+    )
     exit(1)
 
 logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s [%(levelname)s] %(message)s'
+    level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s"
 )
 logger = logging.getLogger(__name__)
 
@@ -42,13 +43,17 @@ async def handle_connection(self, websocket: WebSocketServerProtocol):
 
         try:
             # Send initial connection acknowledgment (simplified format for mock config)
-            await websocket.send(json.dumps({
-                "type": "Results",
-                "is_final": False,
-                "text": "",
-                "words": [],
-                "segments": []
-            }))
+            await websocket.send(
+                json.dumps(
+                    {
+                        "type": "Results",
+                        "is_final": False,
+                        "text": "",
+                        "words": [],
+                        "segments": [],
+                    }
+                )
+            )
 
             chunk_count = 0
             duration = 0.0
@@ -61,39 +66,102 @@ async def handle_connection(self, websocket: WebSocketServerProtocol):
 
                     # Every 10 chunks, send an interim result (simplified format)
                     if chunk_count % 10 == 0:
-                        await websocket.send(json.dumps({
-                            "type": "Results",
-                            "is_final": False,
-                            "text": f"This is mock transcription chunk {chunk_count // 10}",
-                            "confidence": 0.95,
-                            "words": [
-                                {"word": "This", "start": 0.0, "end": 0.1, "confidence": 0.95},
-                                {"word": "is", "start": 0.1, "end": 0.2, "confidence": 0.95},
-                                {"word": "mock", "start": 0.2, "end": 0.3, "confidence": 0.95},
-                                {"word": "transcription", "start": 0.3, "end": 0.5, "confidence": 0.95},
-                            ],
-                            "segments": []
-                        }))
+                        await websocket.send(
+                            json.dumps(
+                                {
+                                    "type": "Results",
+                                    "is_final": False,
+                                    "text": f"This is mock transcription chunk {chunk_count // 10}",
+                                    "confidence": 0.95,
+                                    "words": [
+                                        {
+                                            "word": "This",
+                                            "start": 0.0,
+                                            "end": 0.1,
+                                            "confidence": 0.95,
+                                        },
+                                        {
+                                            "word": "is",
+                                            "start": 0.1,
+                                            "end": 0.2,
+                                            "confidence": 0.95,
+                                        },
+                                        {
+                                            "word": "mock",
+                                            "start": 0.2,
+                                            "end": 0.3,
+                                            "confidence": 0.95,
+                                        },
+                                        {
+                                            "word": "transcription",
+                                            "start": 0.3,
+                                            "end": 0.5,
+                                            "confidence": 0.95,
+                                        },
+                                    ],
+                                    "segments": [],
+                                }
+                            )
+                        )
 
                     # Every 50 chunks, send a final result (simplified format)
                     # Make sure words span at least 2 seconds for speech detection
                     if chunk_count % 50 == 0:
-                        await websocket.send(json.dumps({
-                            "type": "Results",
-                            "is_final": True,
-                            "text": "This is a final mock transcription segment.",
-                            "confidence": 0.98,
-                            "words": [
-                                {"word": "This", "start": 0.0, "end": 0.3, "confidence": 0.98},
-                                {"word": "is", "start": 0.3, "end": 0.6, "confidence": 0.98},
-                                {"word": "a", "start": 0.6, "end": 0.8, "confidence": 0.98},
-                                {"word": "final", "start": 0.8, "end": 1.2, "confidence": 0.98},
-                                {"word": "mock", "start": 1.2, "end": 1.5, "confidence": 0.98},
-                                {"word": "transcription", "start": 1.5, "end": 2.0, "confidence": 0.98},
-                                {"word": "segment", "start": 2.0, "end": 2.5, "confidence": 0.98},
-                            ],
-                            "segments": []
-                        }))
+                        await websocket.send(
+                            json.dumps(
+                                {
+                                    "type": "Results",
+                                    "is_final": True,
+                                    "text": "This is a final mock transcription segment.",
+                                    "confidence": 0.98,
+                                    "words": [
+                                        {
+                                            "word": "This",
+                                            "start": 0.0,
+                                            "end": 0.3,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "is",
+                                            "start": 0.3,
+                                            "end": 0.6,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "a",
+                                            "start": 0.6,
+                                            "end": 0.8,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "final",
+                                            "start": 0.8,
+                                            "end": 1.2,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "mock",
+                                            "start": 1.2,
+                                            "end": 1.5,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "transcription",
+                                            "start": 1.5,
+                                            "end": 2.0,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "segment",
+                                            "start": 2.0,
+                                            "end": 2.5,
+                                            "confidence": 0.98,
+                                        },
+                                    ],
+                                    "segments": [],
+                                }
+                            )
+                        )
 
                 elif isinstance(message, str):
                     # Control message received
@@ -102,22 +170,61 @@ async def handle_connection(self, websocket: WebSocketServerProtocol):
                         if msg.get("type") == "CloseStream":
                             logger.info(f"📴 Received CloseStream from {client_id}")
                             # Send final results (simplified format) with words spanning >2s
-                            await websocket.send(json.dumps({
-                                "type": "Results",
-                                "is_final": True,
-                                "text": "This is the complete mock transcription result.",
-                                "confidence": 0.98,
-                                "words": [
-                                    {"word": "This", "start": 0.0, "end": 0.4, "confidence": 0.98},
-                                    {"word": "is", "start": 0.4, "end": 0.7, "confidence": 0.98},
-                                    {"word": "the", "start": 0.7, "end": 1.0, "confidence": 0.98},
-                                    {"word": "complete", "start": 1.0, "end": 1.5, "confidence": 0.98},
-                                    {"word": "mock", "start": 1.5, "end": 1.9, "confidence": 0.98},
-                                    {"word": "transcription", "start": 1.9, "end": 2.5, "confidence": 0.98},
-                                    {"word": "result", "start": 2.5, "end": 3.0, "confidence": 0.98},
-                                ],
-                                "segments": []
-                            }))
+                            await websocket.send(
+                                json.dumps(
+                                    {
+                                        "type": "Results",
+                                        "is_final": True,
+                                        "text": "This is the complete mock transcription result.",
+                                        "confidence": 0.98,
+                                        "words": [
+                                            {
+                                                "word": "This",
+                                                "start": 0.0,
+                                                "end": 0.4,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "is",
+                                                "start": 0.4,
+                                                "end": 0.7,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "the",
+                                                "start": 0.7,
+                                                "end": 1.0,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "complete",
+                                                "start": 1.0,
+                                                "end": 1.5,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "mock",
+                                                "start": 1.5,
+                                                "end": 1.9,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "transcription",
+                                                "start": 1.9,
+                                                "end": 2.5,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "result",
+                                                "start": 2.5,
+                                                "end": 3.0,
+                                                "confidence": 0.98,
+                                            },
+                                        ],
+                                        "segments": [],
+                                    }
+                                )
+                            )
                             break
                     except json.JSONDecodeError:
                         logger.warning(f"⚠️ Invalid JSON from {client_id}: {message}")
@@ -127,19 +234,19 @@ async def handle_connection(self, websocket: WebSocketServerProtocol):
         except Exception as e:
             logger.error(f"❌ Error handling connection from {client_id}: {e}")
         finally:
-            logger.info(f"✅ Cleaned up connection from {client_id} (received {chunk_count} chunks)")
+            logger.info(
+                f"✅ Cleaned up connection from {client_id} (received {chunk_count} chunks)"
+            )
 
     async def start(self):
         """Start the WebSocket server."""
         logger.info(f"🚀 Starting Mock Transcription Server on {self.host}:{self.port}")
 
-        self.server = await serve(
-            self.handle_connection,
-            self.host,
-            self.port
-        )
+        self.server = await serve(self.handle_connection, self.host, self.port)
 
-        logger.info(f"✅ Mock Transcription Server ready at ws://{self.host}:{self.port}")
+        logger.info(
+            f"✅ Mock Transcription Server ready at ws://{self.host}:{self.port}"
+        )
 
     async def run_forever(self):
         """Start the server and run until interrupted."""
@@ -161,8 +268,12 @@ async def main():
     import argparse
 
     parser = argparse.ArgumentParser(description="Mock WebSocket Transcription Server")
-    parser.add_argument("--host", default="0.0.0.0", help="Host to bind to (default: 0.0.0.0)")
-    parser.add_argument("--port", type=int, default=9999, help="Port to bind to (default: 9999)")
+    parser.add_argument(
+        "--host", default="0.0.0.0", help="Host to bind to (default: 0.0.0.0)"
+    )
+    parser.add_argument(
+        "--port", type=int, default=9999, help="Port to bind to (default: 9999)"
+    )
     args = parser.parse_args()
 
     server = MockTranscriptionServer(host=args.host, port=args.port)
diff --git a/tests/scripts/verify_mock_servers.py b/tests/scripts/verify_mock_servers.py
index e40aae4e..8983e125 100755
--- a/tests/scripts/verify_mock_servers.py
+++ b/tests/scripts/verify_mock_servers.py
@@ -14,6 +14,7 @@
 import json
 import sys
 import urllib.request
+
 import websockets
 
 
@@ -21,7 +22,7 @@ def test_llm_models():
     """Test mock LLM models endpoint."""
     print("Testing Mock LLM - Models endpoint...")
     try:
-        with urllib.request.urlopen('http://localhost:11435/v1/models') as response:
+        with urllib.request.urlopen("http://localhost:11435/v1/models") as response:
             data = json.loads(response.read())
             assert "data" in data
             assert len(data["data"]) == 2
@@ -43,14 +44,14 @@ def test_llm_fact_extraction():
             "model": "gpt-4o-mini",
             "messages": [
                 {"role": "system", "content": "FACT_RETRIEVAL_PROMPT extract facts"},
-                {"role": "user", "content": "I like hiking"}
-            ]
+                {"role": "user", "content": "I like hiking"},
+            ],
         }
 
         req = urllib.request.Request(
-            'http://localhost:11435/v1/chat/completions',
+            "http://localhost:11435/v1/chat/completions",
             data=json.dumps(request_data).encode(),
-            headers={'Content-Type': 'application/json'}
+            headers={"Content-Type": "application/json"},
         )
 
         with urllib.request.urlopen(req) as response:
@@ -74,14 +75,14 @@ def test_llm_memory_update():
             "model": "gpt-4o-mini",
             "messages": [
                 {"role": "system", "content": "UPDATE_MEMORY_PROMPT memory manager"},
-                {"role": "user", "content": "User now likes apple pie"}
-            ]
+                {"role": "user", "content": "User now likes apple pie"},
+            ],
         }
 
         req = urllib.request.Request(
-            'http://localhost:11435/v1/chat/completions',
+            "http://localhost:11435/v1/chat/completions",
             data=json.dumps(request_data).encode(),
-            headers={'Content-Type': 'application/json'}
+            headers={"Content-Type": "application/json"},
         )
 
         with urllib.request.urlopen(req) as response:
@@ -103,13 +104,13 @@ def test_llm_embeddings():
     try:
         request_data = {
             "model": "text-embedding-3-small",
-            "input": ["test text 1", "test text 2"]
+            "input": ["test text 1", "test text 2"],
         }
 
         req = urllib.request.Request(
-            'http://localhost:11435/v1/embeddings',
+            "http://localhost:11435/v1/embeddings",
             data=json.dumps(request_data).encode(),
-            headers={'Content-Type': 'application/json'}
+            headers={"Content-Type": "application/json"},
         )
 
         with urllib.request.urlopen(req) as response:
@@ -178,9 +179,9 @@ async def test_streaming_stt():
 
 def main():
     """Run all verification tests."""
-    print("\n" + "="*60)
+    print("\n" + "=" * 60)
     print("Mock Servers Verification")
-    print("="*60 + "\n")
+    print("=" * 60 + "\n")
 
     results = []
 
@@ -194,11 +195,11 @@ def main():
     results.append(asyncio.run(test_streaming_stt()))
 
     # Summary
-    print("\n" + "="*60)
+    print("\n" + "=" * 60)
     passed = sum(results)
     total = len(results)
     print(f"Results: {passed}/{total} tests passed")
-    print("="*60 + "\n")
+    print("=" * 60 + "\n")
 
     if passed == total:
         print("✅ All mock servers are working correctly!")
diff --git a/tests/setup/init.py b/tests/setup/init.py
index 8223e619..61e25d28 100644
--- a/tests/setup/init.py
+++ b/tests/setup/init.py
@@ -50,9 +50,7 @@ def main():
 
     # Ensure template exists
     if not ENV_TEST_TEMPLATE.exists():
-        console.print(
-            f"[red][ERROR][/red] Template not found: {ENV_TEST_TEMPLATE}"
-        )
+        console.print(f"[red][ERROR][/red] Template not found: {ENV_TEST_TEMPLATE}")
         sys.exit(1)
 
     # Copy template to .env.test if it doesn't exist
diff --git a/tests/setup/setup_keywords.robot b/tests/setup/setup_keywords.robot
index b0cb87b7..d10df975 100644
--- a/tests/setup/setup_keywords.robot
+++ b/tests/setup/setup_keywords.robot
@@ -210,4 +210,3 @@ Check Environment Variables
         END
     END
     RETURN    ${missing_vars}
-
diff --git a/tests/setup/test_data.py b/tests/setup/test_data.py
index e1821796..61776b48 100644
--- a/tests/setup/test_data.py
+++ b/tests/setup/test_data.py
@@ -1,6 +1,7 @@
 """
 Test data for Robot Framework tests
 """
+
 import os
 
 # Test Data
@@ -8,29 +9,25 @@
     {
         "id": "conv_001",
         "transcript": "This is a test conversation about AI development.",
-        "created_at": "2025-01-15T10:00:00Z"
+        "created_at": "2025-01-15T10:00:00Z",
     },
     {
         "id": "conv_002",
         "transcript": "Another test conversation discussing machine learning.",
-        "created_at": "2025-01-15T11:00:00Z"
-    }
+        "created_at": "2025-01-15T11:00:00Z",
+    },
 ]
 
 SAMPLE_MEMORIES = [
-    {
-        "text": "User prefers AI discussions in the morning",
-        "importance": 0.8
-    },
-    {
-        "text": "User is interested in machine learning applications",
-        "importance": 0.7
-    }
+    {"text": "User prefers AI discussions in the morning", "importance": 0.8},
+    {"text": "User is interested in machine learning applications", "importance": 0.7},
 ]
 
 # Construct path relative to the tests directory (works from any working directory)
 _tests_dir = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
-TEST_AUDIO_FILE = os.path.join(_tests_dir, "test_assets", "DIY_Experts_Glass_Blowing_16khz_mono_1min.wav")
+TEST_AUDIO_FILE = os.path.join(
+    _tests_dir, "test_assets", "DIY_Experts_Glass_Blowing_16khz_mono_1min.wav"
+)
 TEST_DEVICE_NAME = "Robot-test-device"
 
 # Expected content for transcript quality verification
@@ -47,7 +44,7 @@
     "Class involves making a trumpet flower",
     "Gravity is used as a tool in glass blowing",
     "Nick did most of the turning during the demonstration",
-    "The video is sponsored by Squarespace."
+    "The video is sponsored by Squarespace.",
 ]
 
 # Expected segment timestamps for DIY Glass Blowing audio (4-minute version, 500 chunks)
diff --git a/tests/setup/test_env.py b/tests/setup/test_env.py
index 924d0592..f6f69723 100644
--- a/tests/setup/test_env.py
+++ b/tests/setup/test_env.py
@@ -1,6 +1,7 @@
 # Test Environment Configuration
 import os
 from pathlib import Path
+
 from dotenv import load_dotenv
 
 # Load environment files with correct precedence:
@@ -30,34 +31,29 @@
 # Final precedence: environment variables > .env.test > .env
 
 # API Configuration
-API_URL = 'http://localhost:8001'  # Use BACKEND_URL from test.env
-API_BASE = 'http://localhost:8001/api'
-SPEAKER_RECOGNITION_URL = 'http://localhost:8085'  # Speaker recognition service
+API_URL = "http://localhost:8001"  # Use BACKEND_URL from test.env
+API_BASE = "http://localhost:8001/api"
+SPEAKER_RECOGNITION_URL = "http://localhost:8085"  # Speaker recognition service
 
-WEB_URL = os.getenv('FRONTEND_URL', 'http://localhost:3001')  # Use FRONTEND_URL from test.env
+WEB_URL = os.getenv(
+    "FRONTEND_URL", "http://localhost:3001"
+)  # Use FRONTEND_URL from test.env
 
 # Test-specific credentials (override any values from .env)
 # These are the credentials used in docker-compose-test.yml
-ADMIN_EMAIL = 'test-admin@example.com'
-ADMIN_PASSWORD = 'test-admin-password-123'
+ADMIN_EMAIL = "test-admin@example.com"
+ADMIN_PASSWORD = "test-admin-password-123"
 
 # Admin user credentials (Robot Framework format)
-ADMIN_USER = {
-    "email": ADMIN_EMAIL,
-    "password": ADMIN_PASSWORD
-}
+ADMIN_USER = {"email": ADMIN_EMAIL, "password": ADMIN_PASSWORD}
 
-TEST_USER = {
-    "email": "test@example.com",
-    "password": "test-password"
-}
+TEST_USER = {"email": "test@example.com", "password": "test-password"}
 
 # Individual variables for Robot Framework
 TEST_USER_EMAIL = "test@example.com"
 TEST_USER_PASSWORD = "test-password"
 
 
-
 # API Endpoints
 ENDPOINTS = {
     "health": "/health",
@@ -66,20 +62,16 @@
     "conversations": "/api/conversations",
     "memories": "/api/memories",
     "memory_search": "/api/memories/search",
-    "users": "/api/users"
+    "users": "/api/users",
 }
 
 # API Keys (loaded from test.env)
-OPENAI_API_KEY = os.getenv('OPENAI_API_KEY')
-DEEPGRAM_API_KEY = os.getenv('DEEPGRAM_API_KEY')
-HF_TOKEN = os.getenv('HF_TOKEN')
+OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
+DEEPGRAM_API_KEY = os.getenv("DEEPGRAM_API_KEY")
+HF_TOKEN = os.getenv("HF_TOKEN")
 
 # Test Configuration
-TEST_CONFIG = {
-    "retry_count": 3,
-    "retry_delay": 1,
-    "default_timeout": 30
-}
+TEST_CONFIG = {"retry_count": 3, "retry_delay": 1, "default_timeout": 30}
 
 # Docker Container Names (based on docker-compose-test.yml project name: backend-test)
 BACKEND_CONTAINER = "backend-test-chronicle-backend-test-1"
diff --git a/tests/show_results.py b/tests/show_results.py
index 0d2e1b2c..991ec1a7 100755
--- a/tests/show_results.py
+++ b/tests/show_results.py
@@ -8,9 +8,9 @@
 
 import argparse
 import sys
+from datetime import datetime
 from pathlib import Path
 from xml.etree import ElementTree as ET
-from datetime import datetime
 
 
 # ANSI color codes
@@ -132,12 +132,14 @@ def parse_results(xml_file):
                 except (ValueError, TypeError):
                     pass
 
-            failed_tests.append({
-                "name": test.get("name"),
-                "suite": " > ".join(suite_path) if suite_path else "Unknown Suite",
-                "error": error_msg.strip(),
-                "duration": test_duration
-            })
+            failed_tests.append(
+                {
+                    "name": test.get("name"),
+                    "suite": " > ".join(suite_path) if suite_path else "Unknown Suite",
+                    "error": error_msg.strip(),
+                    "duration": test_duration,
+                }
+            )
 
     return {
         "passed": passed,
@@ -145,7 +147,7 @@ def parse_results(xml_file):
         "skipped": skipped,
         "total": total,
         "duration_seconds": duration_seconds,
-        "failed_tests": failed_tests
+        "failed_tests": failed_tests,
     }
 
 
@@ -187,32 +189,46 @@ def print_summary(results, xml_file, show_detailed=False):
 
     # File info
     file_mtime = datetime.fromtimestamp(xml_file.stat().st_mtime)
-    print(f"Results from: {colorize(str(xml_file.relative_to(Path.cwd())), Colors.BLUE)}")
+    print(
+        f"Results from: {colorize(str(xml_file.relative_to(Path.cwd())), Colors.BLUE)}"
+    )
     print(f"Last modified: {file_mtime.strftime('%Y-%m-%d %H:%M:%S')}")
     print(f"Total duration: {format_duration(results['duration_seconds'])}")
     print()
 
     # Statistics
     print(colorize("Test Statistics:", Colors.BOLD))
-    print(f"  {colorize('✓', Colors.GREEN)} Passed:  {colorize(str(results['passed']), Colors.GREEN)}")
-    print(f"  {colorize('✗', Colors.RED)} Failed:  {colorize(str(results['failed']), Colors.RED)}")
-    if results['skipped'] > 0:
-        print(f"  {colorize('○', Colors.YELLOW)} Skipped: {colorize(str(results['skipped']), Colors.YELLOW)}")
+    print(
+        f"  {colorize('✓', Colors.GREEN)} Passed:  {colorize(str(results['passed']), Colors.GREEN)}"
+    )
+    print(
+        f"  {colorize('✗', Colors.RED)} Failed:  {colorize(str(results['failed']), Colors.RED)}"
+    )
+    if results["skipped"] > 0:
+        print(
+            f"  {colorize('○', Colors.YELLOW)} Skipped: {colorize(str(results['skipped']), Colors.YELLOW)}"
+        )
     print(f"  Total:    {results['total']}")
 
-    if results['total'] > 0:
-        pass_rate = (results['passed'] / results['total']) * 100
-        color = Colors.GREEN if pass_rate == 100 else Colors.YELLOW if pass_rate >= 90 else Colors.RED
+    if results["total"] > 0:
+        pass_rate = (results["passed"] / results["total"]) * 100
+        color = (
+            Colors.GREEN
+            if pass_rate == 100
+            else Colors.YELLOW if pass_rate >= 90 else Colors.RED
+        )
         print(f"  Pass rate: {colorize(f'{pass_rate:.1f}%', color)}")
     print()
 
     # Failed tests
-    if results['failed'] > 0:
+    if results["failed"] > 0:
         print(colorize(f"Failed Tests ({results['failed']}):", Colors.BOLD))
         print()
 
-        for i, test in enumerate(results['failed_tests'], 1):
-            print(f"{colorize(f'{i}.', Colors.RED)} {colorize(test['name'], Colors.BOLD)}")
+        for i, test in enumerate(results["failed_tests"], 1):
+            print(
+                f"{colorize(f'{i}.', Colors.RED)} {colorize(test['name'], Colors.BOLD)}"
+            )
             print(f"   Suite: {test['suite']}")
 
             if show_detailed:
@@ -221,13 +237,15 @@ def print_summary(results, xml_file, show_detailed=False):
                 print(f"   Duration: {format_duration(test['duration'])}")
             else:
                 # Truncate error in summary mode
-                error_lines = test['error'].split('\n')
+                error_lines = test["error"].split("\n")
                 first_line = error_lines[0]
                 if len(first_line) > 100:
                     first_line = first_line[:97] + "..."
                 print(f"   Error: {first_line}")
                 if len(error_lines) > 1:
-                    print(f"   {colorize('(Use --detailed for full error)', Colors.YELLOW)}")
+                    print(
+                        f"   {colorize('(Use --detailed for full error)', Colors.YELLOW)}"
+                    )
             print()
     else:
         print(colorize("🎉 All tests passed!", Colors.GREEN))
@@ -273,24 +291,24 @@ def main():
   %(prog)s --path            # Print path to HTML report
   %(prog)s --detailed        # Detailed terminal output with full errors
   %(prog)s --dir results-no-api  # Specific result directory
-        """
+        """,
     )
 
     parser.add_argument(
         "--dir",
-        help="Specific result directory to use (default: auto-find most recent)"
+        help="Specific result directory to use (default: auto-find most recent)",
     )
 
     parser.add_argument(
         "--path",
         action="store_true",
-        help="Print path to HTML report instead of showing summary"
+        help="Print path to HTML report instead of showing summary",
     )
 
     parser.add_argument(
         "--detailed",
         action="store_true",
-        help="Show detailed output with full error messages"
+        help="Show detailed output with full error messages",
     )
 
     args = parser.parse_args()
@@ -300,7 +318,12 @@ def main():
 
     if xml_file is None:
         if args.dir:
-            print(colorize(f"Error: No test results found in '{args.dir}' directory", Colors.RED))
+            print(
+                colorize(
+                    f"Error: No test results found in '{args.dir}' directory",
+                    Colors.RED,
+                )
+            )
         else:
             print(colorize("Error: No test results found", Colors.RED))
         print()
@@ -331,7 +354,7 @@ def main():
     print_summary(results, xml_file, show_detailed=args.detailed)
 
     # Return exit code based on test results
-    return 1 if results['failed'] > 0 else 0
+    return 1 if results["failed"] > 0 else 0
 
 
 if __name__ == "__main__":
diff --git a/tests/test-requirements.txt b/tests/test-requirements.txt
index f32614e0..c7bd7ea1 100644
--- a/tests/test-requirements.txt
+++ b/tests/test-requirements.txt
@@ -6,4 +6,3 @@ robotframework-databaselibrary
 python-dotenv
 websockets
 pymongo
- 
\ No newline at end of file
diff --git a/tests/unit/test_config_loading.py b/tests/unit/test_config_loading.py
index 28477462..29645c8b 100644
--- a/tests/unit/test_config_loading.py
+++ b/tests/unit/test_config_loading.py
@@ -4,8 +4,10 @@
 and provides proper caching and reload mechanisms.
 """
 
-import pytest
 from pathlib import Path
+
+import pytest
+
 from advanced_omi_backend.config import get_config, merge_configs, reload_config
 
 
@@ -23,17 +25,8 @@ def test_merge_configs_basic():
 
 def test_merge_configs_nested():
     """Test nested dictionary merging."""
-    defaults = {
-        "memory": {
-            "provider": "chronicle",
-            "timeout": 120
-        }
-    }
-    overrides = {
-        "memory": {
-            "provider": "openmemory_mcp"
-        }
-    }
+    defaults = {"memory": {"provider": "chronicle", "timeout": 120}}
+    overrides = {"memory": {"provider": "openmemory_mcp"}}
 
     result = merge_configs(defaults, overrides)
 
@@ -49,20 +42,12 @@ def test_merge_configs_deep_nested():
                 "openai": {
                     "model": "gpt-4o-mini",
                     "temperature": 0.2,
-                    "max_tokens": 2000
-                }
-            }
-        }
-    }
-    overrides = {
-        "models": {
-            "llm": {
-                "openai": {
-                    "temperature": 0.5
+                    "max_tokens": 2000,
                 }
             }
         }
     }
+    overrides = {"models": {"llm": {"openai": {"temperature": 0.5}}}}
 
     result = merge_configs(defaults, overrides)
 
@@ -109,7 +94,9 @@ def test_get_config_structure():
 
     # Should have main sections
     assert isinstance(config, dict)
-    assert "defaults" in config or "models" in config  # At least one of these should exist
+    assert (
+        "defaults" in config or "models" in config
+    )  # At least one of these should exist
 
 
 def test_get_config_caching():
@@ -147,35 +134,21 @@ def test_merge_configs_none_handling():
 def test_merge_configs_complex_scenario():
     """Test complex real-world scenario with mixed types."""
     defaults = {
-        "defaults": {
-            "llm": "openai-llm",
-            "stt": "stt-deepgram"
-        },
+        "defaults": {"llm": "openai-llm", "stt": "stt-deepgram"},
         "models": [
             {"name": "model1", "type": "llm"},
-            {"name": "model2", "type": "embedding"}
+            {"name": "model2", "type": "embedding"},
         ],
         "memory": {
             "provider": "chronicle",
             "timeout_seconds": 1200,
-            "extraction": {
-                "enabled": True,
-                "prompt": "Default prompt"
-            }
-        }
+            "extraction": {"enabled": True, "prompt": "Default prompt"},
+        },
     }
     overrides = {
-        "defaults": {
-            "llm": "local-llm"
-        },
-        "models": [
-            {"name": "model3", "type": "llm"}
-        ],
-        "memory": {
-            "extraction": {
-                "prompt": "Custom prompt"
-            }
-        }
+        "defaults": {"llm": "local-llm"},
+        "models": [{"name": "model3", "type": "llm"}],
+        "memory": {"extraction": {"prompt": "Custom prompt"}},
     }
 
     result = merge_configs(defaults, overrides)

From f39886c59c48aefb36aedcf616f13a379a68feef Mon Sep 17 00:00:00 2001
From: 0xrushi <0xrushi@gmail.com>
Date: Mon, 23 Feb 2026 22:07:17 -0500
Subject: [PATCH 6/7] merge

---
 .../routers/modules/annotation_routes.py                     | 5 +++--
 services.py                                                  | 1 -
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py
index 8a0e6897..43ffa212 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py
@@ -9,6 +9,9 @@
 from datetime import datetime, timezone
 from typing import List
 
+from fastapi import APIRouter, Depends, HTTPException, Query
+from fastapi.responses import JSONResponse
+
 from advanced_omi_backend.auth import current_active_user
 from advanced_omi_backend.models.annotation import (
     Annotation,
@@ -28,8 +31,6 @@
 from advanced_omi_backend.services.knowledge_graph import get_knowledge_graph_service
 from advanced_omi_backend.services.memory import get_memory_service
 from advanced_omi_backend.users import User
-from fastapi import APIRouter, Depends, HTTPException, Query
-from fastapi.responses import JSONResponse
 
 logger = logging.getLogger(__name__)
 
diff --git a/services.py b/services.py
index 0519ba8e..3d375b9f 100755
--- a/services.py
+++ b/services.py
@@ -12,7 +12,6 @@
 from dotenv import dotenv_values
 from rich.console import Console
 from rich.table import Table
-
 from setup_utils import read_env_value
 
 console = Console()

From e2d9041d480ca1d3da207d921b87c508ce2ef0fa Mon Sep 17 00:00:00 2001
From: 0xrushi <0xrushi@gmail.com>
Date: Tue, 24 Feb 2026 13:36:53 -0500
Subject: [PATCH 7/7] black

---
 backends/advanced/scripts/create_plugin.py    |   1 +
 .../scripts/delete_all_conversations_api.py   |  75 +-
 .../controllers/client_controller.py          |   9 +-
 .../advanced_omi_backend/models/__init__.py   |   2 +-
 .../routers/modules/user_routes.py            |  12 +-
 .../services/audio_service.py                 |  44 +-
 .../services/memory/utils.py                  |  26 +-
 .../src/advanced_omi_backend/task_manager.py  |  20 +-
 .../utils/audio_extraction.py                 |  26 +-
 .../advanced_omi_backend/utils/file_utils.py  |   6 +-
 .../advanced/tests/test_obsidian_service.py   | 143 ++--
 .../other-backends/example-satellite/main.py  |  76 +-
 .../omi-webhook-compatible/main.py            |  23 +-
 backends/simple/main.py                       |  68 +-
 extras/asr-services/client.py                 | 165 +++--
 extras/asr-services/enhanced_chunking.py      | 396 ++++++----
 extras/asr-services/parakeet-offline.py       | 361 +++++----
 .../tests/test_parakeet_service.py            | 199 +++--
 extras/openmemory-mcp/test_standalone.py      | 244 ++++---
 .../data_preparation.py                       | 611 +++++++++-------
 .../qwen_speaker_diarizer.py                  | 365 ++++++----
 extras/speaker-recognition/laptop_client.py   | 352 +++++----
 .../scripts/enroll_from_backup.py             |  70 +-
 .../scripts/enroll_speaker.py                 | 280 ++++---
 .../scripts/install-pytorch.py                |  48 +-
 .../scripts/simple_enroll.py                  |  24 +-
 .../scripts/test_diarize.py                   |  47 +-
 .../scripts/test_workflow.py                  | 117 +--
 .../scripts/youtube_cli.py                    | 282 +++----
 .../simple_speaker_recognition/__init__.py    |   2 +-
 .../api/__init__.py                           |   2 +-
 .../api/core/__init__.py                      |   8 +-
 .../api/core/utils.py                         |  79 +-
 .../api/routers/__init__.py                   |  14 +-
 .../api/routers/deepgram_wrapper.py           | 551 ++++++++------
 .../api/routers/enrollment.py                 | 291 +++++---
 .../api/routers/users.py                      |  12 +-
 .../api/routers/websocket_wrapper.py          | 689 ++++++++++--------
 .../core/__init__.py                          |   4 +-
 .../simple_speaker_recognition/core/models.py | 223 ++++--
 .../core/seeded_clustering.py                 | 218 +++---
 .../core/unified_speaker_db.py                | 234 +++---
 .../database/__init__.py                      |  19 +-
 .../database/models.py                        | 136 ++--
 .../database/queries.py                       | 209 ++++--
 .../utils/__init__.py                         |   2 +-
 .../utils/analysis.py                         | 214 +++---
 .../utils/audio_processing.py                 | 152 ++--
 .../utils/audio_segment_manager.py            | 271 +++----
 .../utils/cache_manager.py                    | 310 ++++----
 .../utils/deepgram_parser.py                  | 338 +++++----
 .../utils/embedding_manager.py                | 163 +++--
 .../utils/quality.py                          | 111 +--
 .../utils/transcript_processor.py             | 368 +++++-----
 .../utils/visualization.py                    | 387 +++++-----
 .../utils/youtube_transcriber.py              | 399 ++++++----
 scripts/generate-docker-configs.py            |  43 +-
 scripts/generate-k8s-configs.py               |  28 +-
 scripts/lib/env_utils.py                      |  48 +-
 tests/scripts/mock_transcription_server.py    |   1 +
 tests/scripts/sdk_test_auth.py                |   1 +
 tests/scripts/sdk_test_conversations.py       |   1 +
 tests/scripts/sdk_test_upload.py              |   1 +
 63 files changed, 5604 insertions(+), 4017 deletions(-)

diff --git a/backends/advanced/scripts/create_plugin.py b/backends/advanced/scripts/create_plugin.py
index 3f379dd6..9668c14d 100755
--- a/backends/advanced/scripts/create_plugin.py
+++ b/backends/advanced/scripts/create_plugin.py
@@ -7,6 +7,7 @@
 Usage:
     uv run python scripts/create_plugin.py my_awesome_plugin
 """
+
 import argparse
 import os
 import shutil
diff --git a/backends/advanced/scripts/delete_all_conversations_api.py b/backends/advanced/scripts/delete_all_conversations_api.py
index 2c47f263..25cd2b3b 100755
--- a/backends/advanced/scripts/delete_all_conversations_api.py
+++ b/backends/advanced/scripts/delete_all_conversations_api.py
@@ -4,11 +4,12 @@
 This uses the proper API authentication and endpoints.
 """
 
+import argparse
 import asyncio
 import os
 import sys
-import argparse
 from pathlib import Path
+
 import aiohttp
 from dotenv import load_dotenv
 
@@ -20,104 +21,100 @@ async def get_auth_token():
     """Get admin authentication token."""
     admin_email = os.getenv("ADMIN_EMAIL")
     admin_password = os.getenv("ADMIN_PASSWORD")
-    
+
     if not admin_email or not admin_password:
         print("Error: ADMIN_EMAIL and ADMIN_PASSWORD must be set in .env file")
         sys.exit(1)
-    
+
     base_url = "http://localhost:8000"
-    
+
     async with aiohttp.ClientSession() as session:
         # Login to get token
-        login_data = {
-            "username": admin_email,
-            "password": admin_password
-        }
-        
+        login_data = {"username": admin_email, "password": admin_password}
+
         async with session.post(
-            f"{base_url}/auth/jwt/login",
-            data=login_data
+            f"{base_url}/auth/jwt/login", data=login_data
         ) as response:
             if response.status != 200:
                 print(f"Failed to login: {response.status}")
                 text = await response.text()
                 print(f"Response: {text}")
                 sys.exit(1)
-            
+
             result = await response.json()
             return result["access_token"]
 
 
 async def delete_all_conversations(skip_prompt=False):
     """Delete all conversations using the API."""
-    
+
     base_url = "http://localhost:8000"
-    
+
     # Get auth token
     print("Getting admin authentication token...")
     token = await get_auth_token()
-    
-    headers = {
-        "Authorization": f"Bearer {token}"
-    }
-    
+
+    headers = {"Authorization": f"Bearer {token}"}
+
     async with aiohttp.ClientSession() as session:
         # First, get all conversations
         print("Fetching all conversations...")
         async with session.get(
-            f"{base_url}/api/conversations",
-            headers=headers
+            f"{base_url}/api/conversations", headers=headers
         ) as response:
             if response.status != 200:
                 print(f"Failed to fetch conversations: {response.status}")
                 text = await response.text()
                 print(f"Response: {text}")
                 return
-            
+
             data = await response.json()
-            
+
         # Extract conversations from nested structure
         conversations_dict = data.get("conversations", {})
         conversations = []
         for client_id, client_conversations in conversations_dict.items():
             conversations.extend(client_conversations)
-            
+
         print(f"Found {len(conversations)} conversations")
-        
+
         if len(conversations) == 0:
             print("No conversations to delete")
             return
-        
+
         # Confirm deletion unless --yes flag is used
         if not skip_prompt:
-            response = input(f"Are you sure you want to delete ALL {len(conversations)} conversations? (yes/no): ")
+            response = input(
+                f"Are you sure you want to delete ALL {len(conversations)} conversations? (yes/no): "
+            )
             if response.lower() != "yes":
                 print("Deletion cancelled")
                 return
-        
+
         # Delete each conversation
         deleted_count = 0
         failed_count = 0
-        
+
         for conv in conversations:
             audio_uuid = conv.get("audio_uuid")
             if not audio_uuid:
                 print(f"Skipping conversation without audio_uuid: {conv.get('_id')}")
                 continue
-            
+
             # Delete the conversation
             async with session.delete(
-                f"{base_url}/api/conversations/{audio_uuid}",
-                headers=headers
+                f"{base_url}/api/conversations/{audio_uuid}", headers=headers
             ) as response:
                 if response.status == 200:
                     deleted_count += 1
-                    print(f"Deleted conversation {audio_uuid} ({deleted_count}/{len(conversations)})")
+                    print(
+                        f"Deleted conversation {audio_uuid} ({deleted_count}/{len(conversations)})"
+                    )
                 else:
                     failed_count += 1
                     text = await response.text()
                     print(f"Failed to delete {audio_uuid}: {response.status} - {text}")
-        
+
         print(f"\nDeletion complete:")
         print(f"  Successfully deleted: {deleted_count}")
         print(f"  Failed: {failed_count}")
@@ -125,8 +122,10 @@ async def delete_all_conversations(skip_prompt=False):
 
 if __name__ == "__main__":
     # Parse command line arguments
-    parser = argparse.ArgumentParser(description='Delete all conversations')
-    parser.add_argument('--yes', '-y', action='store_true', help='Skip confirmation prompt')
+    parser = argparse.ArgumentParser(description="Delete all conversations")
+    parser.add_argument(
+        "--yes", "-y", action="store_true", help="Skip confirmation prompt"
+    )
     args = parser.parse_args()
-    
-    asyncio.run(delete_all_conversations(skip_prompt=args.yes))
\ No newline at end of file
+
+    asyncio.run(delete_all_conversations(skip_prompt=args.yes))
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/client_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/client_controller.py
index b400d3ed..d603e7ea 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/client_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/client_controller.py
@@ -6,10 +6,7 @@
 
 from fastapi.responses import JSONResponse
 
-from advanced_omi_backend.client_manager import (
-    ClientManager,
-    get_user_clients_active,
-)
+from advanced_omi_backend.client_manager import ClientManager, get_user_clients_active
 from advanced_omi_backend.users import User
 
 logger = logging.getLogger(__name__)
@@ -37,7 +34,9 @@ async def get_active_clients(user: User, client_manager: ClientManager):
 
             # Filter to only the user's clients
             user_clients = [
-                client for client in all_clients if client["client_id"] in user_active_clients
+                client
+                for client in all_clients
+                if client["client_id"] in user_active_clients
             ]
 
             return {
diff --git a/backends/advanced/src/advanced_omi_backend/models/__init__.py b/backends/advanced/src/advanced_omi_backend/models/__init__.py
index a19fa0db..4dbedc18 100644
--- a/backends/advanced/src/advanced_omi_backend/models/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/models/__init__.py
@@ -7,4 +7,4 @@
 
 # Models can be imported directly from their files
 # e.g. from .job import TranscriptionJob
-# e.g. from .conversation import Conversation, create_conversation
\ No newline at end of file
+# e.g. from .conversation import Conversation, create_conversation
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/user_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/user_routes.py
index 12ed5c63..f66b5d39 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/user_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/user_routes.py
@@ -24,13 +24,17 @@ async def get_users(current_user: User = Depends(current_superuser)):
 
 
 @router.post("")
-async def create_user(user_data: UserCreate, current_user: User = Depends(current_superuser)):
+async def create_user(
+    user_data: UserCreate, current_user: User = Depends(current_superuser)
+):
     """Create a new user. Admin only."""
     return await user_controller.create_user(user_data)
 
 
 @router.put("/{user_id}")
-async def update_user(user_id: str, user_data: UserUpdate, current_user: User = Depends(current_superuser)):
+async def update_user(
+    user_id: str, user_data: UserUpdate, current_user: User = Depends(current_superuser)
+):
     """Update a user. Admin only."""
     return await user_controller.update_user(user_id, user_data)
 
@@ -43,4 +47,6 @@ async def delete_user(
     delete_memories: bool = False,
 ):
     """Delete a user and optionally their associated data. Admin only."""
-    return await user_controller.delete_user(user_id, delete_conversations, delete_memories)
+    return await user_controller.delete_user(
+        user_id, delete_conversations, delete_memories
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_service.py b/backends/advanced/src/advanced_omi_backend/services/audio_service.py
index 992ede75..09914e24 100644
--- a/backends/advanced/src/advanced_omi_backend/services/audio_service.py
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_service.py
@@ -42,9 +42,9 @@ def __init__(self, redis_url: Optional[str] = None):
         self.memory_events_stream = "memory:events"
 
         # Consumer group names (action verbs - what they DO)
-        self.audio_writer = "audio-file-writer"            # Writes audio chunks to WAV files
-        self.memory_enqueuer = "memory-job-enqueuer"       # Enqueues memory extraction jobs
-        self.event_listener = "event-listener"             # Listens for completion events
+        self.audio_writer = "audio-file-writer"  # Writes audio chunks to WAV files
+        self.memory_enqueuer = "memory-job-enqueuer"  # Enqueues memory extraction jobs
+        self.event_listener = "event-listener"  # Listens for completion events
 
     async def connect(self):
         """Connect to Redis with connection pooling."""
@@ -55,7 +55,7 @@ async def connect(self):
             max_connections=20,  # Allow multiple concurrent operations
             socket_keepalive=True,
             socket_connect_timeout=5,
-            retry_on_timeout=True
+            retry_on_timeout=True,
         )
         logger.info(f"Audio stream service connected to Redis at {self.redis_url}")
 
@@ -84,7 +84,7 @@ async def publish_audio_chunk(
         user_email: str,
         audio_chunk: AudioChunk,
         audio_uuid: Optional[str] = None,
-        timestamp: Optional[int] = None
+        timestamp: Optional[int] = None,
     ) -> str:
         """
         Publish audio chunk to Redis Stream.
@@ -135,12 +135,11 @@ async def publish_audio_chunk(
         # Ensure consumer group exists for this stream
         try:
             await self.redis.xgroup_create(
-                stream_name,
-                self.audio_writer,
-                id="0",
-                mkstream=True
+                stream_name, self.audio_writer, id="0", mkstream=True
+            )
+            audio_logger.debug(
+                f"Created consumer group {self.audio_writer} for {stream_name}"
             )
-            audio_logger.debug(f"Created consumer group {self.audio_writer} for {stream_name}")
         except aioredis.ResponseError as e:
             if "BUSYGROUP" not in str(e):
                 raise
@@ -152,7 +151,7 @@ async def publish_transcript_event(
         audio_uuid: str,
         conversation_id: str,
         status: str,
-        error: Optional[str] = None
+        error: Optional[str] = None,
     ):
         """
         Publish transcript completion event.
@@ -189,7 +188,7 @@ async def publish_transcript_event(
                 self.transcript_events_stream,
                 self.memory_enqueuer,
                 id="0",
-                mkstream=True
+                mkstream=True,
             )
         except aioredis.ResponseError as e:
             if "BUSYGROUP" not in str(e):
@@ -200,7 +199,7 @@ async def publish_memory_event(
         conversation_id: str,
         status: str,
         memory_count: int = 0,
-        error: Optional[str] = None
+        error: Optional[str] = None,
     ):
         """
         Publish memory processing event.
@@ -234,21 +233,14 @@ async def publish_memory_event(
         # Ensure consumer group exists
         try:
             await self.redis.xgroup_create(
-                self.memory_events_stream,
-                self.event_listener,
-                id="0",
-                mkstream=True
+                self.memory_events_stream, self.event_listener, id="0", mkstream=True
             )
         except aioredis.ResponseError as e:
             if "BUSYGROUP" not in str(e):
                 raise
 
     async def consume_audio_stream(
-        self,
-        consumer_name: str,
-        callback,
-        block_ms: int = 5000,
-        count: int = 10
+        self, consumer_name: str, callback, block_ms: int = 5000, count: int = 10
     ):
         """
         Consume audio chunks from all client streams.
@@ -288,7 +280,7 @@ async def consume_audio_stream(
                 consumer_name,
                 streams_dict,
                 count=count,
-                block=block_ms
+                block=block_ms,
             )
 
             for stream_name, stream_messages in messages:
@@ -299,15 +291,13 @@ async def consume_audio_stream(
 
                         # Acknowledge message
                         await self.redis.xack(
-                            stream_name,
-                            self.audio_writer,
-                            message_id
+                            stream_name, self.audio_writer, message_id
                         )
 
                     except Exception as e:
                         logger.error(
                             f"Error processing audio message {message_id.decode()}: {e}",
-                            exc_info=True
+                            exc_info=True,
                         )
 
         except Exception as e:
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/utils.py b/backends/advanced/src/advanced_omi_backend/services/memory/utils.py
index b3c231f7..bdb4d340 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/utils.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/utils.py
@@ -38,7 +38,7 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
             think_end = response_text.find("</think>")
             if think_end != -1:
                 # Extract everything after </think>
-                json_part = response_text[think_end + 8:].strip()
+                json_part = response_text[think_end + 8 :].strip()
 
                 if json_part:
                     try:
@@ -56,12 +56,14 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
     # Clean up common LLM response artifacts
     cleaned_text = response_text
     # Remove markdown code blocks
-    cleaned_text = re.sub(r'```(?:json)?\s*(.*?)\s*```', r'\1', cleaned_text, flags=re.DOTALL)
+    cleaned_text = re.sub(
+        r"```(?:json)?\s*(.*?)\s*```", r"\1", cleaned_text, flags=re.DOTALL
+    )
     # Remove common prefixes
-    cleaned_text = re.sub(r'^.*?(?=\{)', '', cleaned_text, flags=re.DOTALL)
+    cleaned_text = re.sub(r"^.*?(?=\{)", "", cleaned_text, flags=re.DOTALL)
     # Remove trailing non-JSON content
-    cleaned_text = re.sub(r'\}.*$', '}', cleaned_text, flags=re.DOTALL)
-    
+    cleaned_text = re.sub(r"\}.*$", "}", cleaned_text, flags=re.DOTALL)
+
     # Try parsing the cleaned text
     try:
         parsed = json.loads(cleaned_text.strip())
@@ -79,7 +81,7 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
         # Look for any JSON object containing memory or facts
         r'\{[^{}]*"(?:memory|facts)"[^{}]*\}',
         # Look for any balanced JSON object
-        r'\{(?:[^{}]|{[^{}]*})*\}',
+        r"\{(?:[^{}]|{[^{}]*})*\}",
     ]
 
     for pattern in json_patterns:
@@ -100,7 +102,7 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
                 except json.JSONDecodeError:
                     continue
             # Use fallback if we found a valid dict but without preferred keys
-            if 'fallback' in locals():
+            if "fallback" in locals():
                 return fallback
         except Exception as e:
             memory_logger.debug(f"Pattern {pattern} failed: {e}")
@@ -115,7 +117,9 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
                 array_str = match.group(1)
                 array_data = json.loads(array_str)
                 if isinstance(array_data, list):
-                    memory_logger.debug(f"Successfully extracted {key} array from response")
+                    memory_logger.debug(
+                        f"Successfully extracted {key} array from response"
+                    )
                     return {key: array_data}
         except Exception as e:
             memory_logger.debug(f"{key} array extraction failed: {e}")
@@ -131,7 +135,9 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
             try:
                 parsed = json.loads(potential_json)
                 if isinstance(parsed, dict):
-                    memory_logger.debug("Successfully extracted JSON using bracket matching")
+                    memory_logger.debug(
+                        "Successfully extracted JSON using bracket matching"
+                    )
                     return parsed
             except json.JSONDecodeError:
                 pass
@@ -143,5 +149,3 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
         f"Failed to extract JSON from LLM response. Response preview: {response_text[:200]}..."
     )
     return None
-
-
diff --git a/backends/advanced/src/advanced_omi_backend/task_manager.py b/backends/advanced/src/advanced_omi_backend/task_manager.py
index b93a397d..2fe72c6c 100644
--- a/backends/advanced/src/advanced_omi_backend/task_manager.py
+++ b/backends/advanced/src/advanced_omi_backend/task_manager.py
@@ -68,7 +68,9 @@ async def shutdown(self):
         if active_tasks:
             tasks = [info.task for info in active_tasks]
             try:
-                await asyncio.wait_for(asyncio.gather(*tasks, return_exceptions=True), timeout=30.0)
+                await asyncio.wait_for(
+                    asyncio.gather(*tasks, return_exceptions=True), timeout=30.0
+                )
             except asyncio.TimeoutError:
                 logger.warning("Some tasks did not complete within shutdown timeout")
 
@@ -172,7 +174,9 @@ async def _periodic_cleanup(self):
                                 long_running.append(f"{task_info.name} ({age:.0f}s)")
 
                         if long_running:
-                            logger.info(f"Long-running tasks: {', '.join(long_running[:5])}")
+                            logger.info(
+                                f"Long-running tasks: {', '.join(long_running[:5])}"
+                            )
 
                 except Exception as e:
                     logger.error(f"Error in periodic cleanup: {e}", exc_info=True)
@@ -237,7 +241,9 @@ async def cancel_tasks_for_client(self, client_id: str, timeout: float = 30.0):
         for task_info in client_tasks:
             task_type = task_info.metadata.get("type", "")
             # Check if this is a processing task that should continue
-            is_processing_task = any(task_type.startswith(pt) for pt in PROCESSING_TASK_TYPES)
+            is_processing_task = any(
+                task_type.startswith(pt) for pt in PROCESSING_TASK_TYPES
+            )
 
             if is_processing_task:
                 tasks_to_preserve.append(task_info)
@@ -278,7 +284,9 @@ async def cancel_tasks_for_client(self, client_id: str, timeout: float = 30.0):
                     asyncio.gather(*tasks, return_exceptions=True), timeout=timeout
                 )
             except asyncio.TimeoutError:
-                logger.warning(f"Some tasks for client {client_id} did not complete within timeout")
+                logger.warning(
+                    f"Some tasks for client {client_id} did not complete within timeout"
+                )
 
     def get_health_status(self) -> Dict[str, Any]:
         """Get health status of the task manager."""
@@ -333,5 +341,7 @@ def init_task_manager() -> BackgroundTaskManager:
 def get_task_manager() -> BackgroundTaskManager:
     """Get the global task manager instance."""
     if _task_manager is None:
-        raise RuntimeError("BackgroundTaskManager not initialized. Call init_task_manager first.")
+        raise RuntimeError(
+            "BackgroundTaskManager not initialized. Call init_task_manager first."
+        )
     return _task_manager
diff --git a/backends/advanced/src/advanced_omi_backend/utils/audio_extraction.py b/backends/advanced/src/advanced_omi_backend/utils/audio_extraction.py
index df999a10..8a140874 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/audio_extraction.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/audio_extraction.py
@@ -28,10 +28,7 @@ def parse_chunk_range(chunk_id: str) -> Tuple[int, int]:
 
 
 async def extract_audio_for_results(
-    redis_client,
-    client_id: str,
-    session_id: str,
-    transcription_results: List[dict]
+    redis_client, client_id: str, session_id: str, transcription_results: List[dict]
 ) -> bytes:
     """
     Extract audio chunks for transcription results.
@@ -47,8 +44,12 @@ async def extract_audio_for_results(
     Returns:
         Combined audio bytes for all chunks in results
     """
-    logger.info(f"🎵 [AUDIO EXTRACT] Starting audio extraction for session {session_id}")
-    logger.info(f"🎵 [AUDIO EXTRACT] Client: {client_id}, Results count: {len(transcription_results)}")
+    logger.info(
+        f"🎵 [AUDIO EXTRACT] Starting audio extraction for session {session_id}"
+    )
+    logger.info(
+        f"🎵 [AUDIO EXTRACT] Client: {client_id}, Results count: {len(transcription_results)}"
+    )
 
     if not transcription_results:
         logger.warning(f"🎵 [AUDIO EXTRACT] No transcription results provided")
@@ -64,7 +65,9 @@ async def extract_audio_for_results(
             chunk_ranges.append((start, end))
 
     if not chunk_ranges:
-        logger.warning("🎵 [AUDIO EXTRACT] No chunk ranges found in transcription results")
+        logger.warning(
+            "🎵 [AUDIO EXTRACT] No chunk ranges found in transcription results"
+        )
         return b""
 
     # Find overall range
@@ -108,7 +111,9 @@ async def extract_audio_for_results(
         if min_chunk <= chunk_num <= max_chunk:
             audio_data = fields.get(b"audio_data", b"")
             audio_chunks[chunk_num] = audio_data
-            logger.debug(f"🎵 [AUDIO EXTRACT] Collected chunk {chunk_num}: {len(audio_data)} bytes")
+            logger.debug(
+                f"🎵 [AUDIO EXTRACT] Collected chunk {chunk_num}: {len(audio_data)} bytes"
+            )
 
     # Combine chunks in order
     sorted_chunks = sorted(audio_chunks.items())
@@ -123,7 +128,8 @@ async def extract_audio_for_results(
         logger.warning(f"🎵 [AUDIO EXTRACT] ⚠️ No audio data collected!")
     elif len(sorted_chunks) < (max_chunk - min_chunk + 1):
         missing_chunks = (max_chunk - min_chunk + 1) - len(sorted_chunks)
-        logger.warning(f"🎵 [AUDIO EXTRACT] ⚠️ Missing {missing_chunks} chunks from expected range")
+        logger.warning(
+            f"🎵 [AUDIO EXTRACT] ⚠️ Missing {missing_chunks} chunks from expected range"
+        )
 
     return combined_audio
-
diff --git a/backends/advanced/src/advanced_omi_backend/utils/file_utils.py b/backends/advanced/src/advanced_omi_backend/utils/file_utils.py
index 0b499420..c65d1a39 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/file_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/file_utils.py
@@ -15,13 +15,14 @@
 
 class ZipExtractionError(Exception):
     """Exception raised when zip extraction fails."""
+
     pass
 
 
 def extract_zip(
     zip_path: Union[str, Path],
     extract_dir: Union[str, Path],
-    create_extract_dir: bool = True
+    create_extract_dir: bool = True,
 ) -> Path:
     """
     Extract a zip file to a specified directory.
@@ -59,7 +60,7 @@ def extract_zip(
 
     # Extract zip file
     try:
-        with zipfile.ZipFile(zip_path, 'r') as zf:
+        with zipfile.ZipFile(zip_path, "r") as zf:
             zf.extractall(extract_dir)
         logger.info(f"Successfully extracted {zip_path} to {extract_dir}")
         return extract_dir
@@ -79,4 +80,3 @@ def extract_zip(
         error_msg = f"Error extracting zip file {zip_path}: {e}"
         logger.error(error_msg)
         raise ZipExtractionError(error_msg) from e
-
diff --git a/backends/advanced/tests/test_obsidian_service.py b/backends/advanced/tests/test_obsidian_service.py
index 0daafc1a..47ef3601 100644
--- a/backends/advanced/tests/test_obsidian_service.py
+++ b/backends/advanced/tests/test_obsidian_service.py
@@ -1,41 +1,56 @@
-import unittest
 import asyncio
-from unittest.mock import MagicMock, patch, AsyncMock
-import sys
 import os
+import sys
+import unittest
+from unittest.mock import AsyncMock, MagicMock, patch
 
-sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '../src')))
+sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), "../src")))
 
 from advanced_omi_backend.services.obsidian_service import (
-    ObsidianService,
     ObsidianSearchError,
+    ObsidianService,
 )
 
+
 class TestObsidianService(unittest.TestCase):
 
     def setUp(self):
         # Patch load_root_config
-        self.config_patcher = patch('advanced_omi_backend.services.obsidian_service.load_root_config')
+        self.config_patcher = patch(
+            "advanced_omi_backend.services.obsidian_service.load_root_config"
+        )
         self.mock_load_config = self.config_patcher.start()
         self.mock_load_config.return_value = {
-            'defaults': {'llm': 'gpt-4', 'embedding': 'text-embedding-3-small'},
-            'models': [
-                {'name': 'gpt-4', 'model_url': 'https://api.openai.com/v1', 'api_key': 'sk-test'},
-                {'name': 'text-embedding-3-small', 'model_name': 'text-embedding-3-small', 'embedding_dimensions': 1536, 'model_url': 'https://api.openai.com/v1', 'api_key': 'sk-test'}
-            ]
+            "defaults": {"llm": "gpt-4", "embedding": "text-embedding-3-small"},
+            "models": [
+                {
+                    "name": "gpt-4",
+                    "model_url": "https://api.openai.com/v1",
+                    "api_key": "sk-test",
+                },
+                {
+                    "name": "text-embedding-3-small",
+                    "model_name": "text-embedding-3-small",
+                    "embedding_dimensions": 1536,
+                    "model_url": "https://api.openai.com/v1",
+                    "api_key": "sk-test",
+                },
+            ],
         }
         self.addCleanup(self.config_patcher.stop)
 
         # Patch embedding helper
         self.embedding_patcher = patch(
-            'advanced_omi_backend.services.obsidian_service.generate_openai_embeddings',
-            new_callable=AsyncMock
+            "advanced_omi_backend.services.obsidian_service.generate_openai_embeddings",
+            new_callable=AsyncMock,
         )
         self.mock_generate_embeddings = self.embedding_patcher.start()
         self.addCleanup(self.embedding_patcher.stop)
 
         # Patch GraphDatabase
-        self.graph_db_patcher = patch('advanced_omi_backend.services.neo4j_client.GraphDatabase')
+        self.graph_db_patcher = patch(
+            "advanced_omi_backend.services.neo4j_client.GraphDatabase"
+        )
         self.mock_graph_db = self.graph_db_patcher.start()
         self.mock_driver = MagicMock()
         self.mock_session = MagicMock()
@@ -44,14 +59,17 @@ def setUp(self):
         self.addCleanup(self.graph_db_patcher.stop)
 
         # Patch environment variables
-        self.env_patcher = patch.dict(os.environ, {
-            "NEO4J_HOST": "localhost",
-            "NEO4J_USER": "neo4j",
-            "NEO4J_PASSWORD": "password"
-        })
+        self.env_patcher = patch.dict(
+            os.environ,
+            {
+                "NEO4J_HOST": "localhost",
+                "NEO4J_USER": "neo4j",
+                "NEO4J_PASSWORD": "password",
+            },
+        )
         self.env_patcher.start()
         self.addCleanup(self.env_patcher.stop)
-        
+
         # Initialize Service
         self.service = ObsidianService()
 
@@ -59,45 +77,45 @@ def test_search_obsidian_success(self):
         # Setup mock embedding response
         mock_embedding = [0.1, 0.2, 0.3]
         self.mock_generate_embeddings.return_value = [mock_embedding]
-        
+
         # Setup mock Neo4j results
         mock_record1 = {
-            'source': 'Note1',
-            'content': 'Content of chunk 1',
-            'tags': ['tag1', 'tag2'],
-            'outgoing_links': ['Note2'],
-            'score': 0.95
+            "source": "Note1",
+            "content": "Content of chunk 1",
+            "tags": ["tag1", "tag2"],
+            "outgoing_links": ["Note2"],
+            "score": 0.95,
         }
         mock_record2 = {
-            'source': 'Note2',
-            'content': 'Content of chunk 2',
-            'tags': [],
-            'outgoing_links': [],
-            'score': 0.90
+            "source": "Note2",
+            "content": "Content of chunk 2",
+            "tags": [],
+            "outgoing_links": [],
+            "score": 0.90,
         }
-        
+
         # The session.run returns an iterable of records
         self.mock_session.run.return_value = [mock_record1, mock_record2]
-        
+
         # Execute search
         response = asyncio.run(self.service.search_obsidian("test query", limit=2))
-        
+
         # Assertions
         # 1. Check embedding call
         self.mock_generate_embeddings.assert_awaited_once()
-        
+
         # 2. Check Neo4j query execution
         self.mock_session.run.assert_called_once()
         args, kwargs = self.mock_session.run.call_args
         self.assertIn("CALL db.index.vector.queryNodes", args[0])
-        self.assertEqual(kwargs['vector'], mock_embedding)
-        self.assertEqual(kwargs['limit'], 2)
-        
+        self.assertEqual(kwargs["vector"], mock_embedding)
+        self.assertEqual(kwargs["limit"], 2)
+
         # 3. Check results formatting
-        self.assertEqual(len(response['results']), 2)
-        
+        self.assertEqual(len(response["results"]), 2)
+
         # Check first result format
-        first_entry = response['results'][0]
+        first_entry = response["results"][0]
         self.assertIn("SOURCE: Note1", first_entry)
         self.assertIn("TAGS: tag1, tag2", first_entry)
         self.assertIn("RELATED NOTES: Note2", first_entry)
@@ -105,18 +123,18 @@ def test_search_obsidian_success(self):
 
     def test_setup_database(self):
         self.service.setup_database()
-        
+
         # Verify constraints and index creation calls
         self.assertTrue(self.mock_session.run.called)
         # It should run at least 3 queries: Note constraint, Chunk constraint, Vector Index
         self.assertGreaterEqual(self.mock_session.run.call_count, 3)
-        
+
         calls = [call[0][0] for call in self.mock_session.run.call_args_list]
         self.assertTrue(any("CREATE CONSTRAINT note_path" in c for c in calls))
         self.assertTrue(any("CREATE CONSTRAINT chunk_id" in c for c in calls))
         self.assertTrue(any("CREATE VECTOR INDEX chunk_embeddings" in c for c in calls))
 
-    @patch('advanced_omi_backend.services.obsidian_service.chunk_text_with_spacy')
+    @patch("advanced_omi_backend.services.obsidian_service.chunk_text_with_spacy")
     def test_chunking_and_embedding_uses_shared_chunker(self, mock_chunker):
         mock_chunker.return_value = ["part1"]
         self.mock_generate_embeddings.return_value = [[0.1, 0.2]]
@@ -130,7 +148,9 @@ def test_chunking_and_embedding_uses_shared_chunker(self, mock_chunker):
             "tags": [],
         }
         chunks = asyncio.run(self.service.chunking_and_embedding(note_data))
-        mock_chunker.assert_called_once_with("sample", max_tokens=self.service.chunk_word_limit)
+        mock_chunker.assert_called_once_with(
+            "sample", max_tokens=self.service.chunk_word_limit
+        )
         self.mock_generate_embeddings.assert_awaited_once()
         self.assertEqual(len(chunks), 1)
 
@@ -142,21 +162,19 @@ def test_ingest_note_and_chunks(self):
             "content": "some content",
             "wordcount": 2,
             "links": ["OtherNote"],
-            "tags": ["tag1"]
+            "tags": ["tag1"],
         }
-        chunks = [
-            {"text": "chunk1", "embedding": [0.1, 0.2]}
-        ]
-        
+        chunks = [{"text": "chunk1", "embedding": [0.1, 0.2]}]
+
         self.service.ingest_note_and_chunks(note_data, chunks)
-        
+
         # Verify DB calls
         # 1. Note + Folder merge
         # 2. Chunk merge
         # 3. Tag merge
         # 4. Link merge
         self.assertGreaterEqual(self.mock_session.run.call_count, 4)
-        
+
         calls = [call[0][0] for call in self.mock_session.run.call_args_list]
         self.assertTrue(any("MERGE (f:Folder" in c for c in calls))
         self.assertTrue(any("MERGE (c:Chunk" in c for c in calls))
@@ -166,10 +184,10 @@ def test_ingest_note_and_chunks(self):
     def test_search_obsidian_embedding_fail(self):
         # Mock embedding failure (raises exception)
         self.mock_generate_embeddings.side_effect = Exception("API Error")
-        
+
         with self.assertRaises(ObsidianSearchError) as ctx:
             asyncio.run(self.service.search_obsidian("test query"))
-        
+
         self.assertEqual(ctx.exception.stage, "embedding")
         self.assertIn("API Error", str(ctx.exception))
         self.mock_session.run.assert_not_called()
@@ -178,13 +196,13 @@ def test_search_obsidian_db_fail(self):
         # Setup mock embedding
         mock_embedding = [0.1]
         self.mock_generate_embeddings.return_value = [mock_embedding]
-        
+
         # Mock DB failure
         self.mock_session.run.side_effect = Exception("DB Connection Failed")
-        
+
         with self.assertRaises(ObsidianSearchError) as ctx:
             asyncio.run(self.service.search_obsidian("test query"))
-        
+
         self.assertEqual(ctx.exception.stage, "database")
         self.assertIn("DB Connection Failed", str(ctx.exception))
 
@@ -192,13 +210,14 @@ def test_search_obsidian_empty_results(self):
         # Setup mock embedding
         mock_embedding = [0.1]
         self.mock_generate_embeddings.return_value = [mock_embedding]
-        
+
         # Mock empty DB results
         self.mock_session.run.return_value = []
-        
+
         response = asyncio.run(self.service.search_obsidian("test query"))
-        
-        self.assertEqual(response['results'], [])
 
-if __name__ == '__main__':
+        self.assertEqual(response["results"], [])
+
+
+if __name__ == "__main__":
     unittest.main()
diff --git a/backends/other-backends/example-satellite/main.py b/backends/other-backends/example-satellite/main.py
index 7f7ec98a..9549510b 100644
--- a/backends/other-backends/example-satellite/main.py
+++ b/backends/other-backends/example-satellite/main.py
@@ -43,6 +43,7 @@
 DEFAULT_OMI_MAC = "C67EDFB1-56C8-7A6F-0776-7303E8F697AF"
 DEFAULT_OMI_CHAR_UUID = "19B10001-E8F2-537E-4F6C-D104768A1214"
 
+
 ###############################################################################
 # BLE → PCM helper
 ###############################################################################
@@ -87,8 +88,10 @@ def _cb(_: int, data: bytes):
                     self._q.put_nowait(pcm)
                 except asyncio.QueueFull:
                     _LOGGER.warning("PCM queue full - dropping packet")
+
         await listen_to_omi(self._mac, self._char_uuid, _cb)
 
+
 ###############################################################################
 # Satellite mix-in: consume _OmiMic instead of built-in mic service
 ###############################################################################
@@ -113,9 +116,12 @@ async def stopped(self):
 
     async def _pump(self):
         async for pcm in self._mic_src.pcm_iter():
-            evt = AudioChunk(rate=RATE, width=WIDTH, channels=CHANNELS, audio=pcm).event()
+            evt = AudioChunk(
+                rate=RATE, width=WIDTH, channels=CHANNELS, audio=pcm
+            ).event()
             await self.event_from_mic(evt, audio_bytes=pcm)
 
+
 ###############################################################################
 # Handler bridging TCP client ↔ satellite
 ###############################################################################
@@ -137,13 +143,10 @@ async def handle_event(self, event: Event) -> bool:  # noqa: D401
             info = Info(
                 satellite=Satellite(
                     name="Omi Bluetooth Satellite",
-                    attribution=Attribution(
-                        name="Omi",
-                        url="https://omi.com"
-                    ),
+                    attribution=Attribution(name="Omi", url="https://omi.com"),
                     installed=True,
                     description="Omi Bluetooth Satellite",
-                    version="0.1.0"
+                    version="0.1.0",
                 )
             )
             await self.write_event(info.event())
@@ -155,11 +158,15 @@ async def disconnect(self) -> None:
         await self._sat.clear_server()
         await super().disconnect()
 
+
 ###############################################################################
 # SatelliteSettings factory (matches frozen dataclass definition)
 ###############################################################################
 
-def build_settings(*, wake_uri: str | None, wake_names: list[str] | None) -> SatelliteSettings:
+
+def build_settings(
+    *, wake_uri: str | None, wake_names: list[str] | None
+) -> SatelliteSettings:
     mic = MicSettings(
         uri=None,
         command=None,
@@ -169,8 +176,23 @@ def build_settings(*, wake_uri: str | None, wake_names: list[str] | None) -> Sat
     snd = SndSettings(
         awake_wav="./sounds/awake_sound.wav",
         done_wav="./sounds/done_sound.wav",
-        command=["sox", "-t", "raw", "-r", "22050", "-c", "1", "-e", "signed-integer", "-b", "16", "-", "-t", "coreaudio"]
-        )
+        command=[
+            "sox",
+            "-t",
+            "raw",
+            "-r",
+            "22050",
+            "-c",
+            "1",
+            "-e",
+            "signed-integer",
+            "-b",
+            "16",
+            "-",
+            "-t",
+            "coreaudio",
+        ],
+    )
     # event = EventSettings()
     # timer = TimerSettings()
 
@@ -179,7 +201,10 @@ def build_settings(*, wake_uri: str | None, wake_names: list[str] | None) -> Sat
             uri=wake_uri,
             command=None,
             reconnect_seconds=1.0,
-            names=[WakeWordAndPipeline(name=n, pipeline="Omi BT Wakeword Pipeline") for n in (wake_names or [])],
+            names=[
+                WakeWordAndPipeline(name=n, pipeline="Omi BT Wakeword Pipeline")
+                for n in (wake_names or [])
+            ],
             rate=RATE,
             width=WIDTH,
             channels=CHANNELS,
@@ -197,7 +222,7 @@ def build_settings(*, wake_uri: str | None, wake_names: list[str] | None) -> Sat
 
 
 def register_service(ip: str, port: int):
-    desc = {'uri': f'tcp://{ip}:{port}'}
+    desc = {"uri": f"tcp://{ip}:{port}"}
     info = ServiceInfo(
         "_wyoming._tcp.local.",
         "OmiSatellite._wyoming._tcp.local.",
@@ -211,6 +236,7 @@ def register_service(ip: str, port: int):
     zeroconf.register_service(info)
     return zeroconf
 
+
 ###############################################################################
 # Entry-point
 ###############################################################################
@@ -224,6 +250,7 @@ async def _run_satellite(sat: SatelliteBase, host: str, port: int):
         _LOGGER.error(f"Failed to start satellite server: {e}")
         raise
 
+
 async def main():
     p = argparse.ArgumentParser()
     p.add_argument("--host", default="0.0.0.0")
@@ -237,31 +264,38 @@ async def main():
 
     logging_level = logging.DEBUG if args.debug else logging.INFO
     print(f"Logging level: {logging_level}")
-    logging.basicConfig(level=logging_level, format="%(asctime)s %(levelname)s: %(message)s")
+    logging.basicConfig(
+        level=logging_level, format="%(asctime)s %(levelname)s: %(message)s"
+    )
 
     try:
         mic_src = _OmiMic(args.omi_mac, args.omi_char_uuid)
         await mic_src.start()
 
-        settings = build_settings(wake_uri=args.wake_uri, wake_names=args.wake_word_name)
+        settings = build_settings(
+            wake_uri=args.wake_uri, wake_names=args.wake_word_name
+        )
 
         sat_cls = type(
             "OmiBluetoothSatellite",
-            (_BluetoothMixin, WakeStreamingSatellite if args.wake_uri else AlwaysStreamingSatellite),
+            (
+                _BluetoothMixin,
+                WakeStreamingSatellite if args.wake_uri else AlwaysStreamingSatellite,
+            ),
             {},
         )
         _LOGGER.info(f"Creating satellite with class: {sat_cls.__name__}")
         satellite: SatelliteBase = sat_cls(settings, mic_src)  # type: ignore[arg-type]
 
-
-                
         # Initialize satellite
         await satellite.started()
-        
+
         try:
-            
+
             await asyncio.gather(
-                asyncio.create_task(_run_satellite(satellite, args.host, args.port), name="tcp"),
+                asyncio.create_task(
+                    _run_satellite(satellite, args.host, args.port), name="tcp"
+                ),
                 asyncio.create_task(satellite.run(), name="sat-loop"),
             )
         finally:
@@ -271,6 +305,7 @@ async def main():
         _LOGGER.error(f"Error in main: {e}", exc_info=True)
         raise
 
+
 def get_lan_ip():
     s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
     try:
@@ -283,6 +318,7 @@ def get_lan_ip():
         s.close()
     return ip
 
+
 if __name__ == "__main__":
     try:
         zeroconf = register_service(get_lan_ip(), 10700)
@@ -294,4 +330,4 @@ def get_lan_ip():
         pass
     finally:
         zeroconf.unregister_all_services()
-        zeroconf.close()
\ No newline at end of file
+        zeroconf.close()
diff --git a/backends/other-backends/omi-webhook-compatible/main.py b/backends/other-backends/omi-webhook-compatible/main.py
index 23a43d09..7874deb2 100644
--- a/backends/other-backends/omi-webhook-compatible/main.py
+++ b/backends/other-backends/omi-webhook-compatible/main.py
@@ -1,9 +1,10 @@
-import fastapi
-import uvicorn
+import os
 import wave
 from datetime import datetime
-import os
-from fastapi import Request, HTTPException
+
+import fastapi
+import uvicorn
+from fastapi import HTTPException, Request
 
 app = fastapi.FastAPI()
 
@@ -27,6 +28,7 @@
 COMP_NAME = "not compressed"
 # --- End WAV File Parameters ---
 
+
 @app.post("/webhook/audio_bytes")
 async def receive_audio_bytes(request: Request):
     """
@@ -43,21 +45,25 @@ async def receive_audio_bytes(request: Request):
         filename = os.path.join(AUDIO_DIR, f"audio_{timestamp}.wav")
 
         # Write the audio bytes to a WAV file
-        with wave.open(filename, 'wb') as wf:
+        with wave.open(filename, "wb") as wf:
             wf.setnchannels(N_CHANNELS)
             wf.setsampwidth(SAMP_WIDTH)
             wf.setframerate(FRAME_RATE)
             wf.writeframes(audio_bytes)
 
-        return {"message": "Audio received and saved successfully", "filename": filename}
+        return {
+            "message": "Audio received and saved successfully",
+            "filename": filename,
+        }
 
     except HTTPException as e:
         # Re-raise HTTPExceptions to let FastAPI handle them
         raise e
     except Exception as e:
-        print(f"Error processing audio: {e}") # For server-side logging
+        print(f"Error processing audio: {e}")  # For server-side logging
         raise HTTPException(status_code=500, detail=f"Error processing audio: {str(e)}")
 
+
 def main():
     """
     Main function to run the FastAPI server.
@@ -65,11 +71,12 @@ def main():
     print(f"Starting Uvicorn server. Listening on http://0.0.0.0:8000")
     print(f"Audio files will be saved in: {os.path.abspath(AUDIO_DIR)}")
     print("POST audio bytes to http://0.0.0.0:8000/webhook/audio_bytes")
-    
+
     # It's common to run uvicorn from the command line like:
     # uvicorn main:app --reload
     # However, for self-contained execution for this example, we can run it programmatically.
     uvicorn.run(app, host="0.0.0.0", port=8000)
 
+
 if __name__ == "__main__":
     main()
diff --git a/backends/simple/main.py b/backends/simple/main.py
index 7ef44d61..f696273b 100644
--- a/backends/simple/main.py
+++ b/backends/simple/main.py
@@ -5,6 +5,7 @@
 * Uses OmiSDK (`OmiOpusDecoder`) to convert them to 16-kHz/16-bit/mono PCM.
 * Buffers PCM and writes 30-second WAV chunks to `./audio_chunks/`.
 """
+
 from __future__ import annotations
 
 import json
@@ -31,25 +32,26 @@
 CHUNK_DIR = Path("./audio_chunks")
 CHUNK_DIR.mkdir(parents=True, exist_ok=True)
 
+
 ###############################################################################
 # Wyoming Protocol Support
 ###############################################################################
 async def parse_wyoming_protocol(ws: WebSocket) -> Tuple[dict, Optional[bytes]]:
     """Parse Wyoming protocol or fall back to raw Opus audio.
-    
+
     Returns:
         Tuple of (header_dict, payload_bytes or None)
     """
     # Read data from WebSocket
     message = await ws.receive()
-    
+
     # Handle text message (JSON header)
     if "text" in message:
         header_text = message["text"]
         # Wyoming protocol uses newline-terminated JSON
-        if not header_text.endswith('\n'):
-            header_text += '\n'
-        
+        if not header_text.endswith("\n"):
+            header_text += "\n"
+
         # Parse JSON header
         json_line = header_text.strip()
         try:
@@ -58,18 +60,20 @@ async def parse_wyoming_protocol(ws: WebSocket) -> Tuple[dict, Optional[bytes]]:
             # Invalid JSON, treat as error
             audio_logger.warning(f"Invalid JSON header: {json_line}")
             return {"type": "error", "data": {"message": "Invalid JSON"}}, None
-        
+
         # If payload is expected, read binary data
         payload = None
-        if header.get('payload_length', 0) > 0:
+        if header.get("payload_length", 0) > 0:
             payload_msg = await ws.receive()
             if "bytes" in payload_msg:
                 payload = payload_msg["bytes"]
             else:
-                audio_logger.warning(f"Expected binary payload but got: {payload_msg.keys()}")
-                
+                audio_logger.warning(
+                    f"Expected binary payload but got: {payload_msg.keys()}"
+                )
+
         return header, payload
-    
+
     # Handle binary message (backward compatibility - treat as raw Opus audio)
     elif "bytes" in message:
         # For simple backend, we expect Opus audio, not PCM
@@ -79,13 +83,13 @@ async def parse_wyoming_protocol(ws: WebSocket) -> Tuple[dict, Optional[bytes]]:
             "type": "audio-chunk",
             "data": {
                 "format": "opus",  # Indicate this is Opus, not PCM
-                "timestamp": int(datetime.utcnow().timestamp() * 1000)
+                "timestamp": int(datetime.utcnow().timestamp() * 1000),
             },
             "data_length": None,
-            "payload_length": len(opus_data)
+            "payload_length": len(opus_data),
         }
         return header, opus_data
-    
+
     else:
         raise ValueError(f"Unexpected WebSocket message type: {message.keys()}")
 
@@ -143,7 +147,9 @@ async def _flush_segment(self):
             wf.setsampwidth(SAMPLE_WIDTH)
             wf.setframerate(SAMPLE_RATE)
             wf.writeframes(pcm_bytes)
-        audio_logger.info("Client %s: wrote %s (%.1fs)", self.id, wav_path.name, duration)
+        audio_logger.info(
+            "Client %s: wrote %s (%.1fs)", self.id, wav_path.name, duration
+        )
 
         # Reset buffers
         self.pcm_frames.clear()
@@ -166,7 +172,7 @@ async def ws_endpoint(ws: WebSocket):
     state = ClientState(ws, client_id)
     clients.append(state)
     audio_logger.info("Client %s connected", client_id)
-    
+
     audio_session_active = False
     packet_count = 0
 
@@ -176,21 +182,23 @@ async def ws_endpoint(ws: WebSocket):
                 audio_logger.debug("Client %s: waiting for message...", client_id)
                 # Parse Wyoming protocol or raw audio
                 header, payload = await parse_wyoming_protocol(ws)
-                
-                if header['type'] == 'audio-start':
+
+                if header["type"] == "audio-start":
                     # Audio session started
                     audio_session_active = True
-                    audio_format = header.get('data', {})
+                    audio_format = header.get("data", {})
                     audio_logger.info(
                         f"Client {client_id}: Audio session started - "
                         f"Format: {audio_format}"
                     )
                     packet_count = 0
-                    
-                elif header['type'] == 'audio-chunk' and payload:
+
+                elif header["type"] == "audio-chunk" and payload:
                     packet_count += 1
                     # Check if this is Opus audio (from Wyoming or raw)
-                    if header.get('data', {}).get('format') == 'opus' or not 'format' in header.get('data', {}):
+                    if header.get("data", {}).get(
+                        "format"
+                    ) == "opus" or not "format" in header.get("data", {}):
                         # This is Opus audio that needs decoding
                         audio_logger.debug(
                             f"Client {client_id}: received Opus packet #{packet_count} "
@@ -203,8 +211,8 @@ async def ws_endpoint(ws: WebSocket):
                             f"Client {client_id}: Received non-Opus audio format: "
                             f"{header.get('data', {}).get('format')}"
                         )
-                        
-                elif header['type'] == 'audio-stop':
+
+                elif header["type"] == "audio-stop":
                     # Audio session stopped
                     audio_session_active = False
                     audio_logger.info(
@@ -214,24 +222,26 @@ async def ws_endpoint(ws: WebSocket):
                     # Flush any remaining audio
                     await state._flush_segment()
                     packet_count = 0
-                    
-                elif header['type'] == 'error':
+
+                elif header["type"] == "error":
                     # Error in protocol parsing
                     audio_logger.error(
                         f"Client {client_id}: Protocol error - {header.get('data', {}).get('message')}"
                     )
-                    
+
                 else:
                     # Unknown event type, ignore
                     audio_logger.debug(
                         f"Client {client_id}: Ignoring Wyoming event type '{header['type']}'"
                     )
-                    
+
             except WebSocketDisconnect:
                 break  # graceful client close
             except Exception as e:
-                audio_logger.error(f"Client {client_id}: Error processing message - {e}")
-                
+                audio_logger.error(
+                    f"Client {client_id}: Error processing message - {e}"
+                )
+
     finally:
         clients.remove(state)
         # Flush remainder (<30s) before goodbye
diff --git a/extras/asr-services/client.py b/extras/asr-services/client.py
index 51f33f84..b7c858c9 100644
--- a/extras/asr-services/client.py
+++ b/extras/asr-services/client.py
@@ -27,35 +27,37 @@ def ensure_txt_extension(output_path: str) -> Path:
     """Ensure the output file has a .txt extension."""
     path = Path(output_path)
     if not path.suffix:
-        path = path.with_suffix('.txt')
-    elif path.suffix.lower() != '.txt':
-        path = path.with_suffix(path.suffix + '.txt')
+        path = path.with_suffix(".txt")
+    elif path.suffix.lower() != ".txt":
+        path = path.with_suffix(path.suffix + ".txt")
     return path
 
 
 async def write_transcript(text: str, output_file: Path | None = None):
     """Write transcript to console and optionally to file."""
     print(f"Transcript: {text}")
-    
+
     if output_file:
         try:
             # Append to file (create if doesn't exist)
-            with open(output_file, 'a', encoding='utf-8') as f:
+            with open(output_file, "a", encoding="utf-8") as f:
                 f.write(f"{text}\n")
             logger.info(f"Transcript written to: {output_file}")
         except Exception as e:
             logger.error(f"Failed to write to output file {output_file}: {e}")
 
 
-async def run_mic_transcription(asr_url: str, device_index: int | None = None, output_file: Path | None = None):
+async def run_mic_transcription(
+    asr_url: str, device_index: int | None = None, output_file: Path | None = None
+):
     """Run ASR transcription from microphone input (original behavior)."""
     # Import here to only need pyaudio when calling inputmicstream
     from easy_audio_interfaces.extras.local_audio import InputMicStream
-    
+
     print(f"Connecting to ASR service: {asr_url}")
     async with AsyncTcpClient.from_uri(asr_url) as client:
         print("Connected to ASR service")
-        
+
         # Initialize ASR session
         await client.write_event(Transcribe().event())
         await client.write_event(
@@ -68,9 +70,11 @@ async def mic():
                     sample_rate=SAMP_RATE,
                     channels=CHANNELS,
                     chunk_size=512,
-                    device_index=device_index
+                    device_index=device_index,
                 ) as stream:
-                    logger.info(f"Starting microphone capture from device: {device_index or 'default'}")
+                    logger.info(
+                        f"Starting microphone capture from device: {device_index or 'default'}"
+                    )
                     while True:
                         data = await stream.read()
                         await client.write_event(data.event())
@@ -102,7 +106,9 @@ async def transcriptions():
         print("ASR client stopped.")
 
 
-async def run_mic_transcription_with_timing(asr_url: str, device_index: int | None = None, output_file: Path | None = None):
+async def run_mic_transcription_with_timing(
+    asr_url: str, device_index: int | None = None, output_file: Path | None = None
+):
     """Run ASR transcription from microphone with proper timing and audio-stop signaling."""
     # Import here to only need pyaudio when calling inputmicstream
     from easy_audio_interfaces.extras.local_audio import InputMicStream
@@ -110,16 +116,16 @@ async def run_mic_transcription_with_timing(asr_url: str, device_index: int | No
     print(f"Connecting to ASR service: {asr_url}")
     async with AsyncTcpClient.from_uri(asr_url) as client:
         print("Connected to ASR service")
-        
+
         # Initialize ASR session according to Wyoming protocol
         await client.write_event(Transcribe().event())
         await client.write_event(
             AudioStart(rate=SAMP_RATE, width=SAMP_WIDTH, channels=CHANNELS).event()
         )
-        
+
         recording_start_time = asyncio.get_event_loop().time()
         stop_recording = asyncio.Event()
-        
+
         async def send_audio_and_stop():
             """Send audio for minimum duration then signal stop."""
             try:
@@ -127,36 +133,42 @@ async def send_audio_and_stop():
                     sample_rate=SAMP_RATE,
                     channels=CHANNELS,
                     chunk_size=512,
-                    device_index=device_index
+                    device_index=device_index,
                 ) as stream:
-                    logger.info(f"Starting microphone capture from device: {device_index or 'default'}")
-                    print(f"Recording... (will stop after {MIN_RECORDING_SECONDS} seconds or Ctrl+C)")
-                    
+                    logger.info(
+                        f"Starting microphone capture from device: {device_index or 'default'}"
+                    )
+                    print(
+                        f"Recording... (will stop after {MIN_RECORDING_SECONDS} seconds or Ctrl+C)"
+                    )
+
                     while not stop_recording.is_set():
                         current_time = asyncio.get_event_loop().time()
                         elapsed = current_time - recording_start_time
-                        
+
                         data = await stream.read()
                         await client.write_event(data.event())
                         logger.debug(f"Sent audio chunk: {len(data.audio)} bytes")
-                        
+
                         # After minimum time, automatically stop
                         if elapsed >= MIN_RECORDING_SECONDS:
                             stop_recording.set()
                             break
-                    
+
                     # Send audio-stop to signal ASR to finalize transcript
                     elapsed = asyncio.get_event_loop().time() - recording_start_time
                     print(f"Sending audio stop signal after {elapsed:.1f} seconds...")
                     await client.write_event(AudioStop().event())
                     logger.info("Audio stop signal sent")
-                    
+
             except (KeyboardInterrupt, asyncio.CancelledError):
                 logger.info("Stopping microphone capture...")
                 # Send audio-stop even on interruption
                 try:
                     elapsed = asyncio.get_event_loop().time() - recording_start_time
-                    print(f"Interrupted after {elapsed:.1f} seconds, sending audio stop...")
+                    print(
+                        f"Interrupted after {elapsed:.1f} seconds, sending audio stop..."
+                    )
                     await client.write_event(AudioStop().event())
                     logger.info("Audio stop signal sent on interruption")
                 except:
@@ -184,13 +196,17 @@ async def receive_transcriptions():
                 return
 
         try:
-            await asyncio.gather(send_audio_and_stop(), receive_transcriptions(), return_exceptions=True)
+            await asyncio.gather(
+                send_audio_and_stop(), receive_transcriptions(), return_exceptions=True
+            )
         except (KeyboardInterrupt, asyncio.CancelledError):
             print("\nStopping ASR client...")
         print("ASR client stopped.")
 
 
-async def run_file_transcription(asr_url: str, file_path: str | Path, output_file: Path | None = None):
+async def run_file_transcription(
+    asr_url: str, file_path: str | Path, output_file: Path | None = None
+):
     """Run ASR transcription from audio file input."""
     file_path = Path(file_path)
     if not file_path.exists():
@@ -202,30 +218,26 @@ async def run_file_transcription(asr_url: str, file_path: str | Path, output_fil
 
     stop_event = asyncio.Event()
 
-    resampler = ResamplingBlock(
-        resample_rate=16000,
-        resample_channels=1
-    )
-    
+    resampler = ResamplingBlock(resample_rate=16000, resample_channels=1)
+
     print(f"Connecting to ASR service: {asr_url}")
     async with AsyncTcpClient.from_uri(asr_url) as client:
         print("Connected to ASR service")
-        
+
         # Initialize file streamer to get audio properties
         async with LocalFileStreamer(
-            file_path=file_path,
-            chunk_size_samples=512
+            file_path=file_path, chunk_size_samples=512
         ) as streamer, resampler:
             print(f"Loaded audio file: {file_path}")
             print(f"Sample rate: {streamer.sample_rate}, Channels: {streamer.channels}")
-            
+
             # Initialize ASR session with file's audio properties
             await client.write_event(Transcribe().event())
             await client.write_event(
                 AudioStart(
-                    rate=streamer.sample_rate, 
+                    rate=streamer.sample_rate,
                     width=SAMP_WIDTH,  # wtf???
-                    channels=streamer.channels
+                    channels=streamer.channels,
                 ).event()
             )
             send_start_time = asyncio.get_event_loop().time()
@@ -238,15 +250,19 @@ async def file_reader():
                         async for c in resampler.process_chunk(chunk):
                             await client.write_event(c.event())
                             logger.debug(f"Sent audio chunk: {len(c.audio)} bytes")
-                            await asyncio.sleep(0)  # No delay to send audio as fast as possible
+                            await asyncio.sleep(
+                                0
+                            )  # No delay to send audio as fast as possible
                     logger.info("Finished sending audio file")
                     send_end_time = asyncio.get_event_loop().time()
-                    logger.info(f"Finished sending audio file in {send_end_time - send_start_time:.2f} seconds")
-                    
+                    logger.info(
+                        f"Finished sending audio file in {send_end_time - send_start_time:.2f} seconds"
+                    )
+
                     # Send AudioStop to signal end of stream
                     await client.write_event(AudioStop().event())
                     logger.info("Sent AudioStop event")
-                    
+
                     await asyncio.sleep(TIMEOUT_SECONDS)
                     stop_event.set()
                 except (KeyboardInterrupt, asyncio.CancelledError):
@@ -266,7 +282,9 @@ async def transcriptions():
                         if Transcript.is_type(event.type):
                             transcript = Transcript.from_event(event)
                             await write_transcript(transcript.text, output_file)
-                            logger.info(f"Transcript received in {asyncio.get_event_loop().time() - send_end_time:.2f} seconds")
+                            logger.info(
+                                f"Transcript received in {asyncio.get_event_loop().time() - send_end_time:.2f} seconds"
+                            )
                         else:
                             logger.debug(f"Received event: {event}")
                 except (KeyboardInterrupt, asyncio.CancelledError):
@@ -274,7 +292,9 @@ async def transcriptions():
                     return
 
             try:
-                await asyncio.gather(file_reader(), transcriptions(), return_exceptions=True)
+                await asyncio.gather(
+                    file_reader(), transcriptions(), return_exceptions=True
+                )
             except (KeyboardInterrupt, asyncio.CancelledError):
                 print("\nStopping ASR client...")
             print("ASR client stopped.")
@@ -293,9 +313,9 @@ async def main():
   %(prog)s mic --timed -o output    # Save transcript to output.txt
   %(prog)s file audio.wav           # Transcribe audio file
   %(prog)s file audio.wav -o result # Save transcript to result.txt
-        """
+        """,
     )
-    
+
     parser.add_argument(
         "--asr-url",
         type=str,
@@ -303,60 +323,51 @@ async def main():
         help="ASR service URL (default: %(default)s)",
     )
     parser.add_argument(
-        "-v", "--verbose", 
-        action="count", 
-        default=0, 
-        help="Increase verbosity (-v: INFO, -vv: DEBUG)"
+        "-v",
+        "--verbose",
+        action="count",
+        default=0,
+        help="Increase verbosity (-v: INFO, -vv: DEBUG)",
     )
     parser.add_argument(
-        "-o", "--output",
+        "-o",
+        "--output",
         type=str,
         default=None,
-        help="Output file to write transcripts (.txt will be added if no extension)"
+        help="Output file to write transcripts (.txt will be added if no extension)",
     )
-    
+
     # Create subparsers for different input modes
     subparsers = parser.add_subparsers(
-        dest="command", 
-        help="Input source for audio",
-        required=True
+        dest="command", help="Input source for audio", required=True
     )
-    
+
     # Microphone subcommand
-    mic_parser = subparsers.add_parser(
-        "mic", 
-        help="Capture audio from microphone"
-    )
+    mic_parser = subparsers.add_parser("mic", help="Capture audio from microphone")
     mic_parser.add_argument(
         "--device",
         type=int,
         default=None,
-        help="Audio input device index (default: system default)"
+        help="Audio input device index (default: system default)",
     )
     mic_parser.add_argument(
         "--timed",
         action="store_true",
-        help=f"Record for {MIN_RECORDING_SECONDS} seconds then send audio-stop to get transcript (recommended)"
+        help=f"Record for {MIN_RECORDING_SECONDS} seconds then send audio-stop to get transcript (recommended)",
     )
-    
+
     # File subcommand
-    file_parser = subparsers.add_parser(
-        "file",
-        help="Transcribe audio from file"
-    )
+    file_parser = subparsers.add_parser("file", help="Transcribe audio from file")
     file_parser.add_argument(
-        "file_path",
-        type=str,
-        help="Path to audio file (e.g., audio.wav)"
+        "file_path", type=str, help="Path to audio file (e.g., audio.wav)"
     )
-    
+
     args = parser.parse_args()
 
     # Set up logging
     loglevel = logging.WARNING - (10 * min(args.verbose, 2))
     logging.basicConfig(
-        format="%(asctime)s  %(levelname)s  %(message)s", 
-        level=loglevel
+        format="%(asctime)s  %(levelname)s  %(message)s", level=loglevel
     )
 
     # Process output file if specified
@@ -367,7 +378,7 @@ async def main():
         # Clear the file if it exists (start fresh)
         try:
             output_file.parent.mkdir(parents=True, exist_ok=True)
-            with open(output_file, 'w', encoding='utf-8') as f:
+            with open(output_file, "w", encoding="utf-8") as f:
                 f.write("")  # Clear file
         except Exception as e:
             logger.error(f"Failed to initialize output file {output_file}: {e}")
@@ -375,8 +386,10 @@ async def main():
 
     try:
         if args.command == "mic":
-            if getattr(args, 'timed', False):
-                await run_mic_transcription_with_timing(args.asr_url, args.device, output_file)
+            if getattr(args, "timed", False):
+                await run_mic_transcription_with_timing(
+                    args.asr_url, args.device, output_file
+                )
             else:
                 await run_mic_transcription(args.asr_url, args.device, output_file)
         elif args.command == "file":
@@ -386,7 +399,7 @@ async def main():
     except Exception as e:
         logger.error(f"Error: {e}")
         return 1
-    
+
     return 0
 
 
diff --git a/extras/asr-services/enhanced_chunking.py b/extras/asr-services/enhanced_chunking.py
index fab9d927..c2a4d27e 100644
--- a/extras/asr-services/enhanced_chunking.py
+++ b/extras/asr-services/enhanced_chunking.py
@@ -6,12 +6,13 @@
 """
 
 import logging
-import torch
 import time
-from typing import List, Dict, Any, Optional
-from nemo.collections.asr.parts.utils.streaming_utils import FrameBatchChunkedRNNT
+from typing import Any, Dict, List, Optional
+
+import torch
 from nemo.collections.asr.parts.utils import rnnt_utils
 from nemo.collections.asr.parts.utils.rnnt_utils import Hypothesis
+from nemo.collections.asr.parts.utils.streaming_utils import FrameBatchChunkedRNNT
 from nemo.collections.asr.parts.utils.timestamp_utils import process_timestamp_outputs
 
 logger = logging.getLogger(__name__)
@@ -28,26 +29,32 @@ class TimestampedFrameBatchChunkedRNNT(FrameBatchChunkedRNNT):
     def __init__(self, asr_model, frame_len=4, total_buffer=4, batch_size=4):
         super().__init__(asr_model, frame_len, total_buffer, batch_size)
         self.all_hypotheses = []
-        self.chunk_offsets = [0]  # Track chunk offsets like NeMo's FrameBatchMultiTaskAED
+        self.chunk_offsets = [
+            0
+        ]  # Track chunk offsets like NeMo's FrameBatchMultiTaskAED
         self.merged_hypothesis = None
 
         # Get model parameters for timestamp calculations (following FrameBatchMultiTaskAED)
-        self.subsampling_factor = getattr(asr_model._cfg.encoder, 'subsampling_factor', 4)
-        self.window_stride = getattr(asr_model._cfg.preprocessor, 'window_stride', 0.01)
+        self.subsampling_factor = getattr(
+            asr_model._cfg.encoder, "subsampling_factor", 4
+        )
+        self.window_stride = getattr(asr_model._cfg.preprocessor, "window_stride", 0.01)
 
         # Ensure model is in eval mode and timestamps enabled
         self.asr_model.eval()
-        if hasattr(self.asr_model, 'decoding'):
+        if hasattr(self.asr_model, "decoding"):
             # Enable word timestamps but not char timestamps to avoid issues
-            if hasattr(self.asr_model.decoding, 'compute_timestamps'):
+            if hasattr(self.asr_model.decoding, "compute_timestamps"):
                 original_value = self.asr_model.decoding.compute_timestamps
                 self.asr_model.decoding.compute_timestamps = True
                 logger.debug(f"Set compute_timestamps=True (was: {original_value})")
 
             # Set timestamp type to word only to avoid char_offsets issues
-            if hasattr(self.asr_model.decoding, 'rnnt_timestamp_type'):
-                self.asr_model.decoding.rnnt_timestamp_type = 'word'
-                logger.debug("Set rnnt_timestamp_type='word' to avoid char offset issues")
+            if hasattr(self.asr_model.decoding, "rnnt_timestamp_type"):
+                self.asr_model.decoding.rnnt_timestamp_type = "word"
+                logger.debug(
+                    "Set rnnt_timestamp_type='word' to avoid char offset issues"
+                )
         else:
             logger.warning("Model does not have decoding attribute!")
 
@@ -72,7 +79,9 @@ def _get_batch_preds(self, keep_logits=False):
 
         for batch in iter(self.data_loader):
             feat_signal, feat_signal_len = batch
-            feat_signal, feat_signal_len = feat_signal.to(device), feat_signal_len.to(device)
+            feat_signal, feat_signal_len = feat_signal.to(device), feat_signal_len.to(
+                device
+            )
 
             # Get encoder outputs - following parent class pattern
             encoded, encoded_len = self.asr_model(
@@ -81,12 +90,15 @@ def _get_batch_preds(self, keep_logits=False):
 
             # KEY CHANGE: Get full Hypothesis objects instead of just text
             # Temporarily disable timestamps to avoid char_offsets error
-            old_compute_timestamps = getattr(self.asr_model.decoding, 'compute_timestamps', False)
+            old_compute_timestamps = getattr(
+                self.asr_model.decoding, "compute_timestamps", False
+            )
             self.asr_model.decoding.compute_timestamps = False
 
             hypotheses = self.asr_model.decoding.rnnt_decoder_predictions_tensor(
-                encoder_output=encoded, encoded_lengths=encoded_len,
-                return_hypotheses=True  # Get hypothesis objects even without timestamps
+                encoder_output=encoded,
+                encoded_lengths=encoded_len,
+                return_hypotheses=True,  # Get hypothesis objects even without timestamps
             )
 
             # Restore original setting
@@ -94,7 +106,9 @@ def _get_batch_preds(self, keep_logits=False):
 
             # Store hypotheses with chunk offset tracking
             self.all_hypotheses.extend(hypotheses)
-            logger.debug(f"Got {len(hypotheses)} hypotheses from chunk {len(self.chunk_offsets)}")
+            logger.debug(
+                f"Got {len(hypotheses)} hypotheses from chunk {len(self.chunk_offsets)}"
+            )
 
             # Update chunk offsets for ALL chunks (following FrameBatchMultiTaskAED pattern)
             for length in feat_signal_len:
@@ -127,22 +141,30 @@ def get_timestamped_results(self):
             self.merged_hypothesis = self._join_hypotheses(self.all_hypotheses)
 
             # Check merged hypothesis results
-            if self.merged_hypothesis and hasattr(self.merged_hypothesis, 'timestamp'):
-                words = self.merged_hypothesis.timestamp.get('word', [])
+            if self.merged_hypothesis and hasattr(self.merged_hypothesis, "timestamp"):
+                words = self.merged_hypothesis.timestamp.get("word", [])
                 if words and len(words) > 0:
                     first_word = words[0]
                     last_word = words[-1]
-                    first_start = first_word.get('start', 0)
-                    last_end = last_word.get('end', 0)
+                    first_start = first_word.get("start", 0)
+                    last_end = last_word.get("end", 0)
 
-                    logger.info(f"Merged {len(words)} words: {first_start:.2f}s to {last_end:.2f}s")
+                    logger.info(
+                        f"Merged {len(words)} words: {first_start:.2f}s to {last_end:.2f}s"
+                    )
 
                     if first_start > 1.0:
-                        logger.warning(f"First word starts at {first_start:.2f}s (may be chunk-relative)")
+                        logger.warning(
+                            f"First word starts at {first_start:.2f}s (may be chunk-relative)"
+                        )
                 else:
                     logger.warning("No word timestamps found in merged hypothesis")
 
-            return [self.merged_hypothesis] if self.merged_hypothesis else self.all_hypotheses
+            return (
+                [self.merged_hypothesis]
+                if self.merged_hypothesis
+                else self.all_hypotheses
+            )
         except Exception as e:
             logger.error(f"Hypothesis joining FAILED: {e}")
             raise e  # Don't silently fall back
@@ -157,9 +179,9 @@ def _join_hypotheses(self, hypotheses):
             score=0.0,
             y_sequence=torch.tensor([]),
             timestamp={
-                'char': [],
-                'word': [],
-                'segment': [],
+                "char": [],
+                "word": [],
+                "segment": [],
             },
         )
 
@@ -177,7 +199,11 @@ def _join_text(self, merged_hypothesis, hypotheses):
 
     def _join_y_sequence(self, merged_hypothesis, hypotheses):
         """Join y_sequence from multiple hypotheses."""
-        y_sequences = [h.y_sequence for h in hypotheses if hasattr(h, 'y_sequence') and h.y_sequence is not None]
+        y_sequences = [
+            h.y_sequence
+            for h in hypotheses
+            if hasattr(h, "y_sequence") and h.y_sequence is not None
+        ]
         if y_sequences:
             merged_hypothesis.y_sequence = torch.cat(y_sequences)
         return merged_hypothesis
@@ -185,22 +211,26 @@ def _join_y_sequence(self, merged_hypothesis, hypotheses):
     def _join_timestamp(self, merged_hypothesis, hypotheses):
         """Join timestamps from multiple hypotheses with proper offset handling."""
         cumulative_offset = 0
-        logger.debug(f"Processing {len(hypotheses)} hypotheses with chunk_offsets: {self.chunk_offsets}")
+        logger.debug(
+            f"Processing {len(hypotheses)} hypotheses with chunk_offsets: {self.chunk_offsets}"
+        )
 
         for i, h in enumerate(hypotheses):
             # Calculate cumulative offset for this hypothesis
             if i < len(self.chunk_offsets):
                 cumulative_offset = self.chunk_offsets[i]
             else:
-                logger.warning(f"Hypothesis {i}: No chunk offset available, using previous offset {cumulative_offset}")
+                logger.warning(
+                    f"Hypothesis {i}: No chunk offset available, using previous offset {cumulative_offset}"
+                )
 
             logger.debug(f"Hypothesis {i}: using cumulative_offset {cumulative_offset}")
 
             # Process word-level timestamps using h.words and h.timestamp tensor
-            if hasattr(h, 'words') and h.words:
+            if hasattr(h, "words") and h.words:
                 word_list = h.words
-                timestamp_tensor = getattr(h, 'timestamp', None)
-                word_confidence = getattr(h, 'word_confidence', []) or []
+                timestamp_tensor = getattr(h, "timestamp", None)
+                word_confidence = getattr(h, "word_confidence", []) or []
 
                 logger.debug(f"Hypothesis {i}: Processing {len(word_list)} words")
 
@@ -211,42 +241,62 @@ def _join_timestamp(self, merged_hypothesis, hypotheses):
                         # Calculate frame indices for this word from the tensor
                         if timestamp_tensor is not None and j < len(timestamp_tensor):
                             frame_start = timestamp_tensor[j].item()
-                            frame_end = timestamp_tensor[j + 1].item() if j + 1 < len(timestamp_tensor) else frame_start + 1
+                            frame_end = (
+                                timestamp_tensor[j + 1].item()
+                                if j + 1 < len(timestamp_tensor)
+                                else frame_start + 1
+                            )
                         else:
                             # Fallback: estimate frames
                             frame_start = j
                             frame_end = j + 1
 
                         # Apply cumulative offset for absolute timestamps
-                        absolute_frame_start = frame_start + cumulative_offset // self.subsampling_factor
-                        absolute_frame_end = frame_end + cumulative_offset // self.subsampling_factor
+                        absolute_frame_start = (
+                            frame_start + cumulative_offset // self.subsampling_factor
+                        )
+                        absolute_frame_end = (
+                            frame_end + cumulative_offset // self.subsampling_factor
+                        )
 
                         # Convert frames to time using model parameters
-                        start_time = absolute_frame_start * self.window_stride * self.subsampling_factor
-                        end_time = absolute_frame_end * self.window_stride * self.subsampling_factor
+                        start_time = (
+                            absolute_frame_start
+                            * self.window_stride
+                            * self.subsampling_factor
+                        )
+                        end_time = (
+                            absolute_frame_end
+                            * self.window_stride
+                            * self.subsampling_factor
+                        )
 
                         # Get confidence if available
-                        confidence = word_confidence[j] if j < len(word_confidence) else 1.0
+                        confidence = (
+                            word_confidence[j] if j < len(word_confidence) else 1.0
+                        )
 
                         # Create word timestamp entry in NeMo format
                         updated_word = {
-                            'word': word_text,
-                            'start_offset': absolute_frame_start,
-                            'end_offset': absolute_frame_end,
-                            'start': start_time,
-                            'end': end_time,
-                            'confidence': confidence
+                            "word": word_text,
+                            "start_offset": absolute_frame_start,
+                            "end_offset": absolute_frame_end,
+                            "start": start_time,
+                            "end": end_time,
+                            "confidence": confidence,
                         }
 
                         updated_timestamps.append(updated_word)
 
                 if updated_timestamps:
-                    logger.debug(f"Hypothesis {i}: processed {len(updated_timestamps)} words")
-                    merged_hypothesis.timestamp['word'].extend(updated_timestamps)
+                    logger.debug(
+                        f"Hypothesis {i}: processed {len(updated_timestamps)} words"
+                    )
+                    merged_hypothesis.timestamp["word"].extend(updated_timestamps)
 
             # Process segment-level timestamps if available
-            if hasattr(h, 'timestamp') and hasattr(h.timestamp, 'get'):
-                segment_timestamps = h.timestamp.get('segment', None)
+            if hasattr(h, "timestamp") and hasattr(h.timestamp, "get"):
+                segment_timestamps = h.timestamp.get("segment", None)
                 if segment_timestamps:
                     updated_timestamps = []
 
@@ -254,27 +304,41 @@ def _join_timestamp(self, merged_hypothesis, hypotheses):
                         if isinstance(segment, dict):
                             updated_segment = segment.copy()
                             # Apply frame offset with subsampling factor
-                            if 'start_offset' in segment:
-                                updated_segment['start_offset'] = segment['start_offset'] + cumulative_offset // self.subsampling_factor
-                            if 'end_offset' in segment:
-                                updated_segment['end_offset'] = segment['end_offset'] + cumulative_offset // self.subsampling_factor
+                            if "start_offset" in segment:
+                                updated_segment["start_offset"] = (
+                                    segment["start_offset"]
+                                    + cumulative_offset // self.subsampling_factor
+                                )
+                            if "end_offset" in segment:
+                                updated_segment["end_offset"] = (
+                                    segment["end_offset"]
+                                    + cumulative_offset // self.subsampling_factor
+                                )
 
                             # Convert to absolute time using model parameters
-                            if 'start_offset' in updated_segment:
-                                updated_segment['start'] = updated_segment['start_offset'] * self.window_stride * self.subsampling_factor
-                            if 'end_offset' in updated_segment:
-                                updated_segment['end'] = updated_segment['end_offset'] * self.window_stride * self.subsampling_factor
+                            if "start_offset" in updated_segment:
+                                updated_segment["start"] = (
+                                    updated_segment["start_offset"]
+                                    * self.window_stride
+                                    * self.subsampling_factor
+                                )
+                            if "end_offset" in updated_segment:
+                                updated_segment["end"] = (
+                                    updated_segment["end_offset"]
+                                    * self.window_stride
+                                    * self.subsampling_factor
+                                )
 
                             updated_timestamps.append(updated_segment)
 
-                    merged_hypothesis.timestamp['segment'].extend(updated_timestamps)
+                    merged_hypothesis.timestamp["segment"].extend(updated_timestamps)
 
         return merged_hypothesis
 
 
-
-
-def extract_timestamps_from_hypotheses_native(hypotheses: List[Hypothesis], chunk_start_time: float = 0.0, model=None) -> List[Dict[str, Any]]:
+def extract_timestamps_from_hypotheses_native(
+    hypotheses: List[Hypothesis], chunk_start_time: float = 0.0, model=None
+) -> List[Dict[str, Any]]:
     """
     Extract word-level timestamps using NeMo's native process_timestamp_outputs.
 
@@ -284,45 +348,67 @@ def extract_timestamps_from_hypotheses_native(hypotheses: List[Hypothesis], chun
         if not hypotheses:
             return []
 
-        logger.debug(f"Processing {len(hypotheses)} hypotheses with chunk_start_time={chunk_start_time}")
+        logger.debug(
+            f"Processing {len(hypotheses)} hypotheses with chunk_start_time={chunk_start_time}"
+        )
 
         # Get model parameters
-        window_stride = getattr(model._cfg.preprocessor, 'window_stride', 0.01) if model else 0.01
-        subsampling_factor = getattr(model._cfg.encoder, 'subsampling_factor', 4) if model else 4
+        window_stride = (
+            getattr(model._cfg.preprocessor, "window_stride", 0.01) if model else 0.01
+        )
+        subsampling_factor = (
+            getattr(model._cfg.encoder, "subsampling_factor", 4) if model else 4
+        )
 
-        logger.debug(f"Model params: window_stride={window_stride}, subsampling_factor={subsampling_factor}")
+        logger.debug(
+            f"Model params: window_stride={window_stride}, subsampling_factor={subsampling_factor}"
+        )
 
         words = []
         for i, hyp in enumerate(hypotheses):
             # Check if hypothesis already has processed timestamp dict (from joining)
-            if hasattr(hyp, 'timestamp') and isinstance(hyp.timestamp, dict) and 'word' in hyp.timestamp:
-                word_timestamps = hyp.timestamp['word']
+            if (
+                hasattr(hyp, "timestamp")
+                and isinstance(hyp.timestamp, dict)
+                and "word" in hyp.timestamp
+            ):
+                word_timestamps = hyp.timestamp["word"]
                 for word_data in word_timestamps:
-                    if isinstance(word_data, dict) and word_data.get('word'):
+                    if isinstance(word_data, dict) and word_data.get("word"):
                         # Already processed by joining - just add chunk offset if needed
-                        final_start = float(word_data.get('start', 0)) + chunk_start_time
-                        final_end = float(word_data.get('end', 0)) + chunk_start_time
+                        final_start = (
+                            float(word_data.get("start", 0)) + chunk_start_time
+                        )
+                        final_end = float(word_data.get("end", 0)) + chunk_start_time
 
                         word_dict = {
-                            'word': word_data['word'],
-                            'start': final_start,
-                            'end': final_end,
-                            'confidence': float(word_data.get('confidence', 1.0))
+                            "word": word_data["word"],
+                            "start": final_start,
+                            "end": final_end,
+                            "confidence": float(word_data.get("confidence", 1.0)),
                         }
                         words.append(word_dict)
 
-            elif hasattr(hyp, 'words') and hyp.words:
+            elif hasattr(hyp, "words") and hyp.words:
                 # Original tensor processing for raw hypotheses
                 word_list = hyp.words
-                timestamp_tensor = getattr(hyp, 'timestamp', None) if hasattr(hyp, 'timestamp') and hasattr(hyp.timestamp, 'shape') else None
-                word_confidence = getattr(hyp, 'word_confidence', []) or []
+                timestamp_tensor = (
+                    getattr(hyp, "timestamp", None)
+                    if hasattr(hyp, "timestamp") and hasattr(hyp.timestamp, "shape")
+                    else None
+                )
+                word_confidence = getattr(hyp, "word_confidence", []) or []
 
                 for j, word_text in enumerate(word_list):
                     if word_text and word_text.strip():  # Skip empty words
                         # Calculate frame indices for this word
                         if timestamp_tensor is not None and j < len(timestamp_tensor):
                             frame_start = timestamp_tensor[j].item()
-                            frame_end = timestamp_tensor[j + 1].item() if j + 1 < len(timestamp_tensor) else frame_start + 1
+                            frame_end = (
+                                timestamp_tensor[j + 1].item()
+                                if j + 1 < len(timestamp_tensor)
+                                else frame_start + 1
+                            )
                         else:
                             # Fallback: estimate frames
                             frame_start = j
@@ -333,23 +419,27 @@ def extract_timestamps_from_hypotheses_native(hypotheses: List[Hypothesis], chun
                         end_time = frame_end * window_stride * subsampling_factor
 
                         # Get confidence
-                        confidence = word_confidence[j] if j < len(word_confidence) else 1.0
+                        confidence = (
+                            word_confidence[j] if j < len(word_confidence) else 1.0
+                        )
 
                         # Add chunk start time for absolute positioning
                         final_start = start_time + chunk_start_time
                         final_end = end_time + chunk_start_time
 
                         word_dict = {
-                            'word': word_text,
-                            'start': final_start,
-                            'end': final_end,
-                            'confidence': float(confidence)
+                            "word": word_text,
+                            "start": final_start,
+                            "end": final_end,
+                            "confidence": float(confidence),
                         }
                         words.append(word_dict)
 
         logger.info(f"Extracted {len(words)} words")
         if words:
-            logger.info(f"Time range: {words[0]['start']:.2f}s to {words[-1]['end']:.2f}s")
+            logger.info(
+                f"Time range: {words[0]['start']:.2f}s to {words[-1]['end']:.2f}s"
+            )
 
         return words
 
@@ -358,7 +448,9 @@ def extract_timestamps_from_hypotheses_native(hypotheses: List[Hypothesis], chun
         raise e  # Don't silently fall back
 
 
-def extract_timestamps_from_hypotheses(hypotheses: List[Hypothesis], chunk_start_time: float = 0.0, model=None) -> List[Dict[str, Any]]:
+def extract_timestamps_from_hypotheses(
+    hypotheses: List[Hypothesis], chunk_start_time: float = 0.0, model=None
+) -> List[Dict[str, Any]]:
     """
     Extract word-level timestamps from NeMo Hypothesis objects.
 
@@ -375,21 +467,31 @@ def extract_timestamps_from_hypotheses(hypotheses: List[Hypothesis], chunk_start
         if hypotheses is None:
             return []
 
-        logger.debug(f"Processing {len(hypotheses)} hypotheses for timestamp extraction")
+        logger.debug(
+            f"Processing {len(hypotheses)} hypotheses for timestamp extraction"
+        )
 
         for i, hyp in enumerate(hypotheses):
             logger.debug(f"Processing hypothesis {i}: {type(hyp)}")
 
             try:
                 # Use h.words instead of h.timestamp['word']
-                if hasattr(hyp, 'words') and hyp.words:
+                if hasattr(hyp, "words") and hyp.words:
                     word_list = hyp.words
-                    timestamp_tensor = getattr(hyp, 'timestamp', None)
-                    word_confidence = getattr(hyp, 'word_confidence', []) or []
+                    timestamp_tensor = getattr(hyp, "timestamp", None)
+                    word_confidence = getattr(hyp, "word_confidence", []) or []
 
                     # Convert frame indices to word timestamps using model parameters
-                    window_stride = getattr(model._cfg.preprocessor, 'window_stride', 0.01) if model else 0.01
-                    subsampling_factor = getattr(model._cfg.encoder, 'subsampling_factor', 4) if model else 4
+                    window_stride = (
+                        getattr(model._cfg.preprocessor, "window_stride", 0.01)
+                        if model
+                        else 0.01
+                    )
+                    subsampling_factor = (
+                        getattr(model._cfg.encoder, "subsampling_factor", 4)
+                        if model
+                        else 4
+                    )
 
                     # Process each word with its corresponding frame indices
                     for j, word_text in enumerate(word_list):
@@ -397,40 +499,62 @@ def extract_timestamps_from_hypotheses(hypotheses: List[Hypothesis], chunk_start
                             if word_text and word_text.strip():  # Skip empty words
                                 # Calculate frame indices for this word
                                 # For word j, we typically use frames [j, j+1] or similar pattern
-                                if timestamp_tensor is not None and j < len(timestamp_tensor):
+                                if timestamp_tensor is not None and j < len(
+                                    timestamp_tensor
+                                ):
                                     # Use frame index from tensor
-                                    frame_start = timestamp_tensor[j].item() if j < len(timestamp_tensor) else j
-                                    frame_end = timestamp_tensor[j + 1].item() if j + 1 < len(timestamp_tensor) else frame_start + 1
+                                    frame_start = (
+                                        timestamp_tensor[j].item()
+                                        if j < len(timestamp_tensor)
+                                        else j
+                                    )
+                                    frame_end = (
+                                        timestamp_tensor[j + 1].item()
+                                        if j + 1 < len(timestamp_tensor)
+                                        else frame_start + 1
+                                    )
                                 else:
                                     # Fallback: estimate frame indices
                                     frame_start = j
                                     frame_end = j + 1
 
                                 # Convert frame indices to time using model parameters
-                                start_time = frame_start * window_stride * subsampling_factor
-                                end_time = frame_end * window_stride * subsampling_factor
+                                start_time = (
+                                    frame_start * window_stride * subsampling_factor
+                                )
+                                end_time = (
+                                    frame_end * window_stride * subsampling_factor
+                                )
 
                                 # Get confidence for this word
-                                confidence = word_confidence[j] if j < len(word_confidence) else 1.0
+                                confidence = (
+                                    word_confidence[j]
+                                    if j < len(word_confidence)
+                                    else 1.0
+                                )
 
                                 word_dict = {
-                                    'word': word_text,
-                                    'start': float(start_time) + chunk_start_time,
-                                    'end': float(end_time) + chunk_start_time,
-                                    'confidence': float(confidence)
+                                    "word": word_text,
+                                    "start": float(start_time) + chunk_start_time,
+                                    "end": float(end_time) + chunk_start_time,
+                                    "confidence": float(confidence),
                                 }
                                 words.append(word_dict)
 
                         except Exception as word_error:
-                            logger.error(f"Error processing word {j} '{word_text}': {word_error}")
+                            logger.error(
+                                f"Error processing word {j} '{word_text}': {word_error}"
+                            )
                             raise
 
                 # Fallback: if no word timestamps but we have text, create words from text
-                elif hasattr(hyp, 'text') and hyp.text:
+                elif hasattr(hyp, "text") and hyp.text:
                     try:
                         text_words = hyp.text.split()
                         if text_words:
-                            estimated_duration = max(len(text_words) * 0.5, 1.0)  # 0.5s per word minimum
+                            estimated_duration = max(
+                                len(text_words) * 0.5, 1.0
+                            )  # 0.5s per word minimum
                             word_duration = estimated_duration / len(text_words)
 
                             for j, word in enumerate(text_words):
@@ -438,26 +562,32 @@ def extract_timestamps_from_hypotheses(hypotheses: List[Hypothesis], chunk_start
                                 end_time = chunk_start_time + ((j + 1) * word_duration)
 
                                 word_dict = {
-                                    'word': word,
-                                    'start': start_time,
-                                    'end': end_time,
-                                    'confidence': getattr(hyp, 'score', 1.0)
+                                    "word": word,
+                                    "start": start_time,
+                                    "end": end_time,
+                                    "confidence": getattr(hyp, "score", 1.0),
                                 }
                                 words.append(word_dict)
 
-                            logger.debug(f"Hypothesis {i}: Created {len(text_words)} estimated word timings from text")
+                            logger.debug(
+                                f"Hypothesis {i}: Created {len(text_words)} estimated word timings from text"
+                            )
                     except Exception as text_error:
-                        logger.error(f"Error processing text fallback for hypothesis {i}: {text_error}")
+                        logger.error(
+                            f"Error processing text fallback for hypothesis {i}: {text_error}"
+                        )
 
                 # Create empty word entries for silence/non-speech if hypothesis is empty
                 else:
                     # This represents silence or non-speech audio
-                    words.append({
-                        'word': '',
-                        'start': chunk_start_time,
-                        'end': chunk_start_time + 1.0,
-                        'confidence': 0.0
-                    })
+                    words.append(
+                        {
+                            "word": "",
+                            "start": chunk_start_time,
+                            "end": chunk_start_time + 1.0,
+                            "confidence": 0.0,
+                        }
+                    )
 
             except Exception as hyp_error:
                 logger.error(f"Error processing hypothesis {i}: {hyp_error}")
@@ -470,9 +600,9 @@ def extract_timestamps_from_hypotheses(hypotheses: List[Hypothesis], chunk_start
         return []
 
 
-async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
-                                          frame_len: float = 4.0,
-                                          total_buffer: float = 8.0) -> Dict[str, Any]:
+async def transcribe_with_enhanced_chunking(
+    model, audio_file_path: str, frame_len: float = 4.0, total_buffer: float = 8.0
+) -> Dict[str, Any]:
     """
     Transcribe long audio using enhanced chunking with NeMo's built-in timestamp preservation.
 
@@ -501,9 +631,9 @@ async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
             # Initialize NeMo's chunked processor with timestamp preservation
             chunker = TimestampedFrameBatchChunkedRNNT(
                 asr_model=model,
-                frame_len=frame_len,      # Frame duration in seconds
-                total_buffer=total_buffer, # Total buffer duration
-                batch_size=1              # Process one chunk at a time
+                frame_len=frame_len,  # Frame duration in seconds
+                total_buffer=total_buffer,  # Total buffer duration
+                batch_size=1,  # Process one chunk at a time
             )
 
             init_end = time.time()
@@ -518,7 +648,7 @@ async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
             chunker.read_audio_file(
                 audio_filepath=audio_file_path,
                 delay=0,  # No delay
-                model_stride_in_secs=0.02  # 20ms stride typical for ASR
+                model_stride_in_secs=0.02,  # 20ms stride typical for ASR
             )
 
             loading_end = time.time()
@@ -551,7 +681,9 @@ async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
             logger.debug(f"Extracting word-level timestamps...")
 
             # Try using native NeMo processing first, fall back to manual if needed
-            words = extract_timestamps_from_hypotheses_native(hypotheses, chunk_start_time=0.0, model=model)
+            words = extract_timestamps_from_hypotheses_native(
+                hypotheses, chunk_start_time=0.0, model=model
+            )
 
             timestamp_end = time.time()
             timestamp_duration = timestamp_end - timestamp_start
@@ -569,16 +701,16 @@ async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
 
             # Safe response creation
             if words and len(words) > 0:
-                end_time = words[-1]['end']
+                end_time = words[-1]["end"]
                 logger.info(f"Using end time from last word: {end_time}")
             else:
                 end_time = 0.0
                 logger.info("Using default end time: 0.0")
 
             response = {
-                'text': result_text,
-                'words': words,
-                'segments': [{'start': 0.0, 'end': end_time, 'text': result_text}]
+                "text": result_text,
+                "words": words,
+                "segments": [{"start": 0.0, "end": end_time, "text": result_text}],
             }
 
             format_end = time.time()
@@ -589,11 +721,15 @@ async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
         overall_end = time.time()
         overall_duration = overall_end - overall_start
 
-        logger.info(f"Enhanced chunking completed in {overall_duration:.3f}s - {words_count} words")
-        logger.debug(f"Timing breakdown: init={init_duration:.3f}s, load={loading_duration:.3f}s, process={processing_duration:.3f}s, reconcile={reconcile_duration:.3f}s, extract={timestamp_duration:.3f}s, format={format_duration:.3f}s")
+        logger.info(
+            f"Enhanced chunking completed in {overall_duration:.3f}s - {words_count} words"
+        )
+        logger.debug(
+            f"Timing breakdown: init={init_duration:.3f}s, load={loading_duration:.3f}s, process={processing_duration:.3f}s, reconcile={reconcile_duration:.3f}s, extract={timestamp_duration:.3f}s, format={format_duration:.3f}s"
+        )
 
         return response
 
     except Exception as e:
         logger.error(f"Enhanced chunking failed: {e}")
-        raise
\ No newline at end of file
+        raise
diff --git a/extras/asr-services/parakeet-offline.py b/extras/asr-services/parakeet-offline.py
index 111411d5..37642986 100644
--- a/extras/asr-services/parakeet-offline.py
+++ b/extras/asr-services/parakeet-offline.py
@@ -16,6 +16,7 @@
 import tempfile
 import time
 import uuid
+import wave
 from dataclasses import dataclass
 from pathlib import Path
 from typing import Dict, List, Optional, Sequence, cast
@@ -24,9 +25,15 @@
 import numpy as np
 import torch
 import uvicorn
-import wave
 from easy_audio_interfaces.audio_interfaces import ResamplingBlock
 from easy_audio_interfaces.filesystem import LocalFileSink, LocalFileStreamer
+
+# Import enhanced chunking modules
+from enhanced_chunking import (
+    TimestampedFrameBatchChunkedRNNT,
+    extract_timestamps_from_hypotheses,
+    transcribe_with_enhanced_chunking,
+)
 from fastapi import (
     FastAPI,
     File,
@@ -39,13 +46,6 @@
 from silero_vad import VADIterator, load_silero_vad
 from wyoming.audio import AudioChunk
 
-# Import enhanced chunking modules
-from enhanced_chunking import (
-    TimestampedFrameBatchChunkedRNNT,
-    extract_timestamps_from_hypotheses,
-    transcribe_with_enhanced_chunking,
-)
-
 logger = logging.getLogger(__name__)
 logging.basicConfig(level=logging.INFO)
 
@@ -59,12 +59,16 @@
 CHUNKING_ENABLED = os.getenv("CHUNKING_ENABLED", "true").lower() == "true"
 CHUNK_DURATION_SECONDS = float(os.getenv("CHUNK_DURATION_SECONDS", "30.0"))
 OVERLAP_DURATION_SECONDS = float(os.getenv("OVERLAP_DURATION_SECONDS", "5.0"))
-MIN_AUDIO_FOR_CHUNKING = float(os.getenv("MIN_AUDIO_FOR_CHUNKING", "60.0"))  # Use chunking for audio > 60s
+MIN_AUDIO_FOR_CHUNKING = float(
+    os.getenv("MIN_AUDIO_FOR_CHUNKING", "60.0")
+)  # Use chunking for audio > 60s
 CONFIDENCE_THRESHOLD = float(os.getenv("CONFIDENCE_THRESHOLD", "0.8"))
 
+
 @dataclass
 class ProcessEventConfig:
     """Configuration for streaming processing triggers."""
+
     vad_enabled: bool = False
     vad_silence_ms: int = 1000  # Silence duration to trigger processing
     time_interval_seconds: int = 30  # Max time between processing
@@ -94,6 +98,7 @@ def _chunk_to_numpy_float(chunk: AudioChunk) -> np.ndarray:
     else:
         raise ValueError(f"Unsupported width: {chunk.width}")
 
+
 # --------------------------------------------------------------------------- #
 class SharedTranscriber:
     """Shared transcriber instance that can be used by multiple clients."""
@@ -134,16 +139,22 @@ async def _transcribe_chunked(self, speech: Sequence[AudioChunk]) -> dict:
         logger.info("Using chunked transcription for long audio")
 
         # Save audio to temporary file for NeMo processing
-        with tempfile.NamedTemporaryFile(suffix='.wav', delete=False) as tmpfile:
+        with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmpfile:
             tmpfile_name = tmpfile.name
 
             # Convert audio chunks to numpy array and save as WAV
             audio_arrays = []
             for chunk in speech:
                 if chunk.width == 2:
-                    audio_array = np.frombuffer(chunk.audio, dtype=np.int16).astype(np.float32) / np.iinfo(np.int16).max
+                    audio_array = (
+                        np.frombuffer(chunk.audio, dtype=np.int16).astype(np.float32)
+                        / np.iinfo(np.int16).max
+                    )
                 elif chunk.width == 4:
-                    audio_array = np.frombuffer(chunk.audio, dtype=np.int32).astype(np.float32) / np.iinfo(np.int32).max
+                    audio_array = (
+                        np.frombuffer(chunk.audio, dtype=np.int32).astype(np.float32)
+                        / np.iinfo(np.int32).max
+                    )
                 else:
                     raise ValueError(f"Unsupported width: {chunk.width}")
                 audio_arrays.append(audio_array)
@@ -154,7 +165,7 @@ async def _transcribe_chunked(self, speech: Sequence[AudioChunk]) -> dict:
             # Convert to int16 for WAV format
             audio_int16 = (full_audio * np.iinfo(np.int16).max).astype(np.int16)
 
-            with wave.open(tmpfile_name, 'wb') as wav_file:
+            with wave.open(tmpfile_name, "wb") as wav_file:
                 wav_file.setnchannels(1)  # Mono
                 wav_file.setsampwidth(2)  # 16-bit
                 wav_file.setframerate(self._rate)
@@ -166,18 +177,22 @@ async def _transcribe_chunked(self, speech: Sequence[AudioChunk]) -> dict:
             result = await transcribe_with_enhanced_chunking(
                 model=self.model,
                 audio_file_path=tmpfile_name,
-                frame_len=4.0,      # 4-second frames
-                total_buffer=8.0    # 8-second total buffer
+                frame_len=4.0,  # 4-second frames
+                total_buffer=8.0,  # 8-second total buffer
             )
 
-            logger.info(f"🔍 ISOLATE: transcribe_with_enhanced_chunking returned: {type(result)}")
+            logger.info(
+                f"🔍 ISOLATE: transcribe_with_enhanced_chunking returned: {type(result)}"
+            )
 
             if result is None:
                 logger.error("🔍 ISOLATE: result is None!")
                 return {"text": "", "words": [], "segments": []}
 
-            logger.info(f"🔍 ISOLATE: result.get('words') type: {type(result.get('words'))}")
-            words = result.get('words', [])
+            logger.info(
+                f"🔍 ISOLATE: result.get('words') type: {type(result.get('words'))}"
+            )
+            words = result.get("words", [])
             logger.info(f"🔍 ISOLATE: words variable type: {type(words)}")
 
             if words is None:
@@ -208,10 +223,14 @@ async def _transcribe(self, speech: Sequence[AudioChunk]) -> dict:
 
         # Use chunked processing for long audio if enabled
         if CHUNKING_ENABLED and total_duration > MIN_AUDIO_FOR_CHUNKING:
-            logger.info(f"Audio duration {total_duration:.1f}s > {MIN_AUDIO_FOR_CHUNKING}s threshold - using chunked processing")
+            logger.info(
+                f"Audio duration {total_duration:.1f}s > {MIN_AUDIO_FOR_CHUNKING}s threshold - using chunked processing"
+            )
             return await self._transcribe_chunked(speech)
 
-        logger.info(f"Audio duration {total_duration:.1f}s - using single-pass processing")
+        logger.info(
+            f"Audio duration {total_duration:.1f}s - using single-pass processing"
+        )
 
         sample_rate = speech[0].rate
         channels = speech[0].channels
@@ -235,14 +254,14 @@ async def _transcribe(self, speech: Sequence[AudioChunk]) -> dict:
             await sink.close()
 
             with torch.no_grad():
-                results = self.model.transcribe( # type: ignore
+                results = self.model.transcribe(  # type: ignore
                     [tmpfile_name], batch_size=1, timestamps=True
                 )
             logger.info(f"Transcription results: {results}")
 
             if results and len(results) > 0:
                 result = results[0]
-                
+
                 # Extract text
                 if hasattr(result, "text") and result.text:
                     text = result.text
@@ -253,36 +272,40 @@ async def _transcribe(self, speech: Sequence[AudioChunk]) -> dict:
 
                 # Extract word-level timestamps - NeMo Parakeet format
                 words = []
-                for word_data in result.timestamp['word']:
+                for word_data in result.timestamp["word"]:
                     word_dict = {
-                        "word": word_data['word'],
-                        "start": word_data['start'],
-                        "end": word_data['end'],
+                        "word": word_data["word"],
+                        "start": word_data["start"],
+                        "end": word_data["end"],
                         "confidence": 1.0,
                     }
                     words.append(word_dict)
-                
-                logger.info(f"NeMo transcription successful: {len(text)} chars, {len(words)} words")
-                
+
+                logger.info(
+                    f"NeMo transcription successful: {len(text)} chars, {len(words)} words"
+                )
+
                 response_data = {
                     "text": text,
                     "words": words,
-                    "segments": []  # Empty for non-RTTM providers
+                    "segments": [],  # Empty for non-RTTM providers
                 }
-                
+
                 # LOG THE FULL RESPONSE FOR DEBUGGING
                 logger.info(f"🔍 PARAKEET RESPONSE DEBUG:")
                 logger.info(f"  - Text length: {len(response_data['text'])}")
                 logger.info(f"  - First 100 chars: {repr(response_data['text'][:100])}")
                 logger.info(f"  - Words count: {len(response_data['words'])}")
-                logger.info(f"  - First 3 words: {response_data['words'][:3] if response_data['words'] else 'None'}")
+                logger.info(
+                    f"  - First 3 words: {response_data['words'][:3] if response_data['words'] else 'None'}"
+                )
                 logger.info(f"  - Full response keys: {list(response_data.keys())}")
-                
+
                 return response_data
             else:
                 logger.warning("NeMo returned empty results")
                 return {"text": "", "words": [], "segments": []}
-                
+
         except Exception as e:
             logger.error(f"Error during transcription: {e}")
             # Re-raise the exception so HTTP endpoint can return proper error code
@@ -296,26 +319,31 @@ async def transcribe_async(self, speech: Sequence[AudioChunk]) -> dict:
         async with self._lock:
             return await self._transcribe(speech)
 
+
 # --------------------------------------------------------------------------- #
 class StreamingSession:
     """Manages a single streaming transcription session."""
-    
-    def __init__(self, session_id: str, config: ProcessEventConfig, transcriber: SharedTranscriber):
+
+    def __init__(
+        self,
+        session_id: str,
+        config: ProcessEventConfig,
+        transcriber: SharedTranscriber,
+    ):
         self.session_id = session_id
         self.config = config
         self.transcriber = transcriber
         self.audio_chunks: List[AudioChunk] = []
         self.last_process_time = time.time()
         self.created_at = time.time()
-        
+
         # Resampling setup - will be configured on first chunk
         self.resampler = ResamplingBlock(
-            resample_rate=PARAKEET_SAMPLING_RATE,
-            resample_channels=1
+            resample_rate=PARAKEET_SAMPLING_RATE, resample_channels=1
         )
-        self.input_rate = None  # Will be set from first chunk  
+        self.input_rate = None  # Will be set from first chunk
         self.needs_resampling = False
-        
+
         # VAD setup
         if config.vad_enabled:
             self.vad_model = load_silero_vad(onnx=True)
@@ -331,21 +359,29 @@ def __init__(self, session_id: str, config: ProcessEventConfig, transcriber: Sha
             self.vad_iterator = None
             self.vad_sample_buffer = None
 
-    async def add_audio_chunk(self, audio_data: bytes, rate: int, width: int, channels: int) -> bool:
+    async def add_audio_chunk(
+        self, audio_data: bytes, rate: int, width: int, channels: int
+    ) -> bool:
         """Add audio chunk with resampling and check if processing should be triggered."""
-        
+
         # Detect format on first chunk
         if self.input_rate is None:
             self.input_rate = rate
-            self.needs_resampling = (rate != PARAKEET_SAMPLING_RATE or channels != 1)
+            self.needs_resampling = rate != PARAKEET_SAMPLING_RATE or channels != 1
             if self.needs_resampling:
-                logger.info(f"Session {self.session_id}: Resampling {rate}Hz/{channels}ch → {PARAKEET_SAMPLING_RATE}Hz/1ch")
+                logger.info(
+                    f"Session {self.session_id}: Resampling {rate}Hz/{channels}ch → {PARAKEET_SAMPLING_RATE}Hz/1ch"
+                )
             else:
-                logger.info(f"Session {self.session_id}: No resampling needed - audio already at 16kHz mono")
-        
+                logger.info(
+                    f"Session {self.session_id}: No resampling needed - audio already at 16kHz mono"
+                )
+
         # Create input chunk
-        input_chunk = AudioChunk(audio=audio_data, rate=rate, width=width, channels=channels)
-        
+        input_chunk = AudioChunk(
+            audio=audio_data, rate=rate, width=width, channels=channels
+        )
+
         # Resample if needed and keep track of processed chunk for VAD
         processed_chunk = None
         if self.needs_resampling:
@@ -355,17 +391,22 @@ async def add_audio_chunk(self, audio_data: bytes, rate: int, width: int, channe
         else:
             self.audio_chunks.append(input_chunk)
             processed_chunk = input_chunk  # Use input chunk for VAD
-        
+
         # Check processing triggers
         current_time = time.time()
-        
+
         # Time-based trigger
-        time_trigger = (current_time - self.last_process_time) > self.config.time_interval_seconds
-        
-        # Buffer size trigger  
-        buffer_duration = sum(len(chunk.audio) / (chunk.rate * chunk.width * chunk.channels) for chunk in self.audio_chunks)
+        time_trigger = (
+            current_time - self.last_process_time
+        ) > self.config.time_interval_seconds
+
+        # Buffer size trigger
+        buffer_duration = sum(
+            len(chunk.audio) / (chunk.rate * chunk.width * chunk.channels)
+            for chunk in self.audio_chunks
+        )
         buffer_trigger = buffer_duration > self.config.max_buffer_seconds
-        
+
         # VAD trigger
         vad_trigger = False
         if self.config.vad_enabled and self.vad_iterator and processed_chunk:
@@ -373,51 +414,60 @@ async def add_audio_chunk(self, audio_data: bytes, rate: int, width: int, channe
                 # Convert chunk to float for VAD
                 audio_float = _chunk_to_numpy_float(processed_chunk)
                 if self.vad_sample_buffer is not None:
-                    self.vad_sample_buffer = np.append(self.vad_sample_buffer, audio_float)
-                
+                    self.vad_sample_buffer = np.append(
+                        self.vad_sample_buffer, audio_float
+                    )
+
                 # Process in CHUNK_SAMPLES increments
                 while len(self.vad_sample_buffer) >= CHUNK_SAMPLES:
                     samples = self.vad_sample_buffer[:CHUNK_SAMPLES]
                     self.vad_sample_buffer = self.vad_sample_buffer[CHUNK_SAMPLES:]
-                    
+
                     speech_dict = self.vad_iterator(samples)
                     if "end" in speech_dict:
                         vad_trigger = True
                         break
-                        
+
             except Exception as e:
                 logger.warning(f"VAD processing error: {e}")
-        
+
         return time_trigger or buffer_trigger or vad_trigger
 
     async def process_buffered_audio(self) -> dict:
         """Process all buffered audio and return transcription."""
         if not self.audio_chunks:
             return {"text": "", "words": [], "segments": []}
-            
+
         # Check minimum duration
         total_duration = sum(
-            len(chunk.audio) / (chunk.rate * chunk.width * chunk.channels) 
+            len(chunk.audio) / (chunk.rate * chunk.width * chunk.channels)
             for chunk in self.audio_chunks
         )
-        
+
         if total_duration < self.config.min_audio_seconds:
-            logger.debug(f"Audio too short ({total_duration:.2f}s), skipping processing")
+            logger.debug(
+                f"Audio too short ({total_duration:.2f}s), skipping processing"
+            )
             return {"text": "", "words": [], "segments": []}
-        
-        logger.info(f"Processing {len(self.audio_chunks)} chunks ({total_duration:.2f}s) for session {self.session_id}")
-        
+
+        logger.info(
+            f"Processing {len(self.audio_chunks)} chunks ({total_duration:.2f}s) for session {self.session_id}"
+        )
+
         # Transcribe buffered audio
         result = await self.transcriber.transcribe_async(self.audio_chunks)
-        
+
         # Clear processed chunks (keep small buffer for continuity)
         processed_chunks = len(self.audio_chunks)
         self.audio_chunks = self.audio_chunks[-2:] if len(self.audio_chunks) > 2 else []
         self.last_process_time = time.time()
-        
-        logger.info(f"Processed {processed_chunks} chunks, result: {len(result.get('text', ''))} chars")
+
+        logger.info(
+            f"Processed {processed_chunks} chunks, result: {len(result.get('text', ''))} chars"
+        )
         return result
 
+
 # --------------------------------------------------------------------------- #
 # FastAPI App
 app = FastAPI(title="Parakeet ASR Service", version="1.0.0")
@@ -426,6 +476,7 @@ async def process_buffered_audio(self) -> dict:
 transcriber: Optional[SharedTranscriber] = None
 active_sessions: Dict[str, StreamingSession] = {}
 
+
 @app.on_event("startup")
 async def startup_event():
     """Initialize the transcriber on startup."""
@@ -435,10 +486,15 @@ async def startup_event():
     await transcriber.warmup()
     logger.info("Parakeet ASR service started")
 
+
 @app.get("/health")
 async def health_check():
     """Health check endpoint."""
-    return {"status": "healthy", "model": transcriber._model_name if transcriber else "not_loaded"}
+    return {
+        "status": "healthy",
+        "model": transcriber._model_name if transcriber else "not_loaded",
+    }
+
 
 @app.post("/transcribe")
 async def batch_transcribe(file: UploadFile = File(...)):
@@ -447,27 +503,32 @@ async def batch_transcribe(file: UploadFile = File(...)):
         raise HTTPException(status_code=503, detail="Transcriber not initialized")
 
     request_start = time.time()
-    logger.info(f"🕐 TIMING: Transcription request started at {time.strftime('%H:%M:%S', time.localtime(request_start))}")
+    logger.info(
+        f"🕐 TIMING: Transcription request started at {time.strftime('%H:%M:%S', time.localtime(request_start))}"
+    )
 
     try:
         # Read uploaded file
         file_read_start = time.time()
         audio_content = await file.read()
         file_read_time = time.time() - file_read_start
-        logger.info(f"🕐 TIMING: File read completed in {file_read_time:.3f}s (size: {len(audio_content)} bytes)")
-        
+        logger.info(
+            f"🕐 TIMING: File read completed in {file_read_time:.3f}s (size: {len(audio_content)} bytes)"
+        )
+
         # Save to temporary file for processing
         with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
             tmp_file.write(audio_content)
             tmp_filename = tmp_file.name
-        
+
         try:
             # TIMING: LocalFileStreamer creation
             streamer_create_start = time.time()
-            streamer = LocalFileStreamer(tmp_filename,
-                                         chunk_size_samples=CHUNK_SAMPLES)
+            streamer = LocalFileStreamer(tmp_filename, chunk_size_samples=CHUNK_SAMPLES)
             streamer_create_time = time.time() - streamer_create_start
-            logger.info(f"🕐 TIMING: LocalFileStreamer creation: {streamer_create_time:.3f}s")
+            logger.info(
+                f"🕐 TIMING: LocalFileStreamer creation: {streamer_create_time:.3f}s"
+            )
 
             # TIMING: streamer.open()
             streamer_open_start = time.time()
@@ -485,7 +546,9 @@ async def batch_transcribe(file: UploadFile = File(...)):
             original_channels = first_chunk.channels
             original_width = first_chunk.width
 
-            logger.info(f"Input audio: {original_rate}Hz, {original_channels}ch, {original_width*8}bit")
+            logger.info(
+                f"Input audio: {original_rate}Hz, {original_channels}ch, {original_width*8}bit"
+            )
 
             # TIMING: Collect all chunks using iter_frames()
             iter_frames_start = time.time()
@@ -497,29 +560,42 @@ async def batch_transcribe(file: UploadFile = File(...)):
                 # Progress every 10,000 chunks
                 if chunk_count % 10000 == 0:
                     elapsed = time.time() - iter_frames_start
-                    logger.info(f"🕐 TIMING: Loaded {chunk_count} chunks in {elapsed:.3f}s so far...")
+                    logger.info(
+                        f"🕐 TIMING: Loaded {chunk_count} chunks in {elapsed:.3f}s so far..."
+                    )
 
             iter_frames_time = time.time() - iter_frames_start
-            logger.info(f"🕐 TIMING: iter_frames() completed: {iter_frames_time:.3f}s for {len(all_chunks)} chunks")
-            logger.info(f"Loaded {len(all_chunks)} audio chunks, total duration: {sum(len(c.audio)/(c.rate*c.width*c.channels) for c in all_chunks):.2f}s")
+            logger.info(
+                f"🕐 TIMING: iter_frames() completed: {iter_frames_time:.3f}s for {len(all_chunks)} chunks"
+            )
+            logger.info(
+                f"Loaded {len(all_chunks)} audio chunks, total duration: {sum(len(c.audio)/(c.rate*c.width*c.channels) for c in all_chunks):.2f}s"
+            )
 
             # TIMING: Setup resampling
             resampling_setup_start = time.time()
-            needs_resampling = (original_rate != PARAKEET_SAMPLING_RATE or original_channels != 1)
+            needs_resampling = (
+                original_rate != PARAKEET_SAMPLING_RATE or original_channels != 1
+            )
             resampling_setup_time = time.time() - resampling_setup_start
-            logger.info(f"🕐 TIMING: Resampling setup check: {resampling_setup_time:.3f}s")
+            logger.info(
+                f"🕐 TIMING: Resampling setup check: {resampling_setup_time:.3f}s"
+            )
 
             if needs_resampling:
-                logger.info(f"Resampling from {original_rate}Hz/{original_channels}ch to {PARAKEET_SAMPLING_RATE}Hz/1ch")
+                logger.info(
+                    f"Resampling from {original_rate}Hz/{original_channels}ch to {PARAKEET_SAMPLING_RATE}Hz/1ch"
+                )
 
                 # TIMING: ResamplingBlock creation
                 resampler_create_start = time.time()
                 resampler = ResamplingBlock(
-                    resample_rate=PARAKEET_SAMPLING_RATE,
-                    resample_channels=1
+                    resample_rate=PARAKEET_SAMPLING_RATE, resample_channels=1
                 )
                 resampler_create_time = time.time() - resampler_create_start
-                logger.info(f"🕐 TIMING: ResamplingBlock creation: {resampler_create_time:.3f}s")
+                logger.info(
+                    f"🕐 TIMING: ResamplingBlock creation: {resampler_create_time:.3f}s"
+                )
 
                 # TIMING: Resample all chunks
                 resampling_start = time.time()
@@ -527,7 +603,9 @@ async def batch_transcribe(file: UploadFile = File(...)):
                 for i, chunk in enumerate(all_chunks):
                     if i % 10000 == 0 and i > 0:
                         elapsed = time.time() - resampling_start
-                        logger.info(f"🕐 TIMING: Resampled {i}/{len(all_chunks)} chunks in {elapsed:.3f}s so far...")
+                        logger.info(
+                            f"🕐 TIMING: Resampled {i}/{len(all_chunks)} chunks in {elapsed:.3f}s so far..."
+                        )
 
                     async for resampled_chunk in resampler.process_chunk(chunk):
                         resampled_chunks.append(resampled_chunk)
@@ -535,14 +613,18 @@ async def batch_transcribe(file: UploadFile = File(...)):
                 resampling_time = time.time() - resampling_start
                 logger.info(f"🕐 TIMING: Resampling completed: {resampling_time:.3f}s")
                 final_chunks = resampled_chunks
-                logger.info(f"Resampled to {len(final_chunks)} chunks at {PARAKEET_SAMPLING_RATE}Hz")
+                logger.info(
+                    f"Resampled to {len(final_chunks)} chunks at {PARAKEET_SAMPLING_RATE}Hz"
+                )
             else:
                 final_chunks = all_chunks
                 logger.info("No resampling needed - audio already at 16kHz mono")
-            
+
             # Transcribe with all chunks (assertion will verify they're all 16kHz)
             transcribe_start = time.time()
-            logger.info(f"🕐 TIMING: Starting NeMo transcription with {len(final_chunks)} chunks")
+            logger.info(
+                f"🕐 TIMING: Starting NeMo transcription with {len(final_chunks)} chunks"
+            )
             result = await transcriber.transcribe_async(final_chunks)
             transcribe_time = time.time() - transcribe_start
             logger.info(f"🕐 TIMING: Transcription completed in {transcribe_time:.3f}s")
@@ -550,10 +632,10 @@ async def batch_transcribe(file: UploadFile = File(...)):
             total_time = time.time() - request_start
             logger.info(f"🕐 TIMING: Total request time: {total_time:.3f}s")
             return JSONResponse(content=result)
-            
+
         finally:
             os.unlink(tmp_filename)
-            
+
     except Exception as e:
         error_time = time.time() - request_start
         if isinstance(e, HTTPException):
@@ -561,90 +643,102 @@ async def batch_transcribe(file: UploadFile = File(...)):
         logger.exception(f"🕐 TIMING: Error occurred after {error_time:.3f}s - {e}")
         raise HTTPException(status_code=500, detail="Internal server error")
 
+
 @app.websocket("/stream")
 async def websocket_endpoint(websocket: WebSocket):
     """WebSocket streaming transcription endpoint."""
     if not transcriber:
         await websocket.close(code=1011, reason="Transcriber not initialized")
         return
-        
+
     await websocket.accept()
     logger.info("WebSocket connection established")
-    
+
     session_id: Optional[str] = None
     session: Optional[StreamingSession] = None
-    
+
     try:
         while True:
             # Receive message
             message = await websocket.receive_text()
             data = json.loads(message)
-            
+
             if data["type"] == "transcribe":
                 # Start new session
                 session_id = data.get("session_id", str(uuid.uuid4()))
                 config_data = data.get("config", {})
                 config = ProcessEventConfig(**config_data)
-                
+
                 session = StreamingSession(session_id, config, transcriber)
                 active_sessions[session_id] = session
-                
-                logger.info(f"Started streaming session {session_id} with config: {config}")
-                await websocket.send_text(json.dumps({
-                    "type": "session_started",
-                    "session_id": session_id
-                }))
-                
+
+                logger.info(
+                    f"Started streaming session {session_id} with config: {config}"
+                )
+                await websocket.send_text(
+                    json.dumps({"type": "session_started", "session_id": session_id})
+                )
+
             elif data["type"] == "audio_chunk":
                 if not session:
                     logger.warning("Received audio_chunk without active session")
                     continue
-                    
+
                 # Receive binary audio data
                 audio_data = await websocket.receive_bytes()
-                
+
                 # Add chunk and check if processing should be triggered
                 rate = data.get("rate", 16000)
                 width = data.get("width", 2)
                 channels = data.get("channels", 1)
-                
-                should_process = await session.add_audio_chunk(audio_data, rate, width, channels)
-                
+
+                should_process = await session.add_audio_chunk(
+                    audio_data, rate, width, channels
+                )
+
                 if should_process and session.config.return_interim_results:
                     # Process buffered audio and send interim result
                     result = await session.process_buffered_audio()
                     if result["text"]:  # Only send if we have actual text
-                        await websocket.send_text(json.dumps({
-                            "type": "interim_result",
-                            "session_id": session_id,
-                            "is_final": False,
-                            **result
-                        }))
-                
+                        await websocket.send_text(
+                            json.dumps(
+                                {
+                                    "type": "interim_result",
+                                    "session_id": session_id,
+                                    "is_final": False,
+                                    **result,
+                                }
+                            )
+                        )
+
             elif data["type"] == "finalize":
                 if not session:
                     logger.warning("Received finalize without active session")
                     continue
-                    
+
                 # Process any remaining audio and send final result
                 result = await session.process_buffered_audio()
-                
+
                 # Send final result
-                await websocket.send_text(json.dumps({
-                    "type": "final_result", 
-                    "session_id": session_id,
-                    "is_final": True,
-                    **result
-                }))
-                
+                await websocket.send_text(
+                    json.dumps(
+                        {
+                            "type": "final_result",
+                            "session_id": session_id,
+                            "is_final": True,
+                            **result,
+                        }
+                    )
+                )
+
                 # Cleanup session
                 if session_id in active_sessions:
                     del active_sessions[session_id]
                 logger.info(f"Finalized session {session_id}")
-                
+
             else:
                 logger.warning(f"Unknown message type: {data['type']}")
-                
+
     except WebSocketDisconnect:
         logger.info("WebSocket disconnected")
     except Exception as e:
@@ -654,17 +748,18 @@ async def websocket_endpoint(websocket: WebSocket):
         if session_id and session_id in active_sessions:
             del active_sessions[session_id]
 
+
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="Parakeet ASR HTTP/WebSocket Service")
     parser.add_argument("--host", default="0.0.0.0", help="Host to bind to")
     parser.add_argument("--port", type=int, default=8080, help="Port to bind to")
     parser.add_argument("--model", help="NeMo model name", required=False)
     args = parser.parse_args()
-    
+
     # Set model via environment variable
     if args.model:
         os.environ["PARAKEET_MODEL"] = args.model
     else:
         os.environ["PARAKEET_MODEL"] = "nvidia/parakeet-tdt-0.6b-v3"
-    
-    uvicorn.run(app, host=args.host, port=args.port)
\ No newline at end of file
+
+    uvicorn.run(app, host=args.host, port=args.port)
diff --git a/extras/asr-services/tests/test_parakeet_service.py b/extras/asr-services/tests/test_parakeet_service.py
index 4c94af12..973598d7 100644
--- a/extras/asr-services/tests/test_parakeet_service.py
+++ b/extras/asr-services/tests/test_parakeet_service.py
@@ -23,13 +23,15 @@
 import subprocess
 import time
 from pathlib import Path
-from typing import Dict, Any
+from typing import Any, Dict
 
 import pytest
 import requests
 
 # Configure logging
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger(__name__)
 
 # Test Configuration
@@ -41,76 +43,86 @@
 tests_dir = Path(__file__).parent
 TEST_AUDIO_PATH = tests_dir / "assets" / "test_clip_10s.wav"
 
+
 class ParakeetServiceTester:
     """Manages Parakeet ASR service testing with Docker lifecycle management."""
-    
+
     def __init__(self, service_url: str = PARAKEET_SERVICE_URL):
-        self.service_url = service_url.rstrip('/')
+        self.service_url = service_url.rstrip("/")
         self.health_url = f"{self.service_url}/health"
         self.transcribe_url = f"{self.service_url}/transcribe"
         self.service_started = False
         self.asr_dir = Path(__file__).parent.parent  # extras/asr-services directory
-        
+
     def start_service(self):
         """Start Parakeet ASR service using Docker Compose."""
         logger.info("🚀 Starting Parakeet ASR service...")
-        
+
         try:
             # Stop any existing services first
             subprocess.run(
                 ["docker", "compose", "-f", "docker-compose-test.yml", "down"],
                 cwd=self.asr_dir,
-                capture_output=True
+                capture_output=True,
             )
-            
+
             # Start Parakeet ASR service
             result = subprocess.run(
-                ["docker", "compose", "-f", "docker-compose-test.yml", "up", "--build", "-d", "parakeet-asr-test"],
+                [
+                    "docker",
+                    "compose",
+                    "-f",
+                    "docker-compose-test.yml",
+                    "up",
+                    "--build",
+                    "-d",
+                    "parakeet-asr-test",
+                ],
                 cwd=self.asr_dir,
                 capture_output=True,
-                text=True
+                text=True,
             )
-            
+
             if result.returncode != 0:
                 logger.error(f"Failed to start Parakeet service: {result.stderr}")
                 raise RuntimeError(f"Parakeet service failed to start: {result.stderr}")
-                
+
             self.service_started = True
             logger.info("✅ Parakeet ASR service started successfully")
-            
+
         except Exception as e:
             logger.error(f"Error starting Parakeet service: {e}")
             raise
-            
+
     def cleanup_service(self):
         """Clean up Parakeet ASR service."""
         if not self.service_started:
             return
-            
+
         logger.info("🧹 Cleaning up Parakeet ASR service...")
-        
+
         try:
             result = subprocess.run(
                 ["docker", "compose", "-f", "docker-compose-test.yml", "down"],
                 cwd=self.asr_dir,
                 capture_output=True,
-                text=True
+                text=True,
             )
-            
+
             if result.returncode != 0:
                 logger.warning(f"Service cleanup may have failed: {result.stderr}")
             else:
                 logger.info("✅ Parakeet ASR service cleaned up")
-                
+
         except Exception as e:
             logger.warning(f"Error during service cleanup: {e}")
         finally:
             self.service_started = False
-        
+
     def wait_for_service_ready(self, timeout: int = HEALTH_CHECK_TIMEOUT) -> bool:
         """Wait for Parakeet service to be ready."""
         logger.info(f"🔍 Waiting for Parakeet service at {self.service_url}...")
-        
+
         start_time = time.time()
         while time.time() - start_time < timeout:
             try:
@@ -120,194 +132,219 @@ def wait_for_service_ready(self, timeout: int = HEALTH_CHECK_TIMEOUT) -> bool:
                     logger.info(f"✅ Parakeet service is ready: {health_data}")
                     return True
                 else:
-                    logger.debug(f"Health check failed with status {response.status_code}")
+                    logger.debug(
+                        f"Health check failed with status {response.status_code}"
+                    )
             except requests.exceptions.RequestException as e:
                 logger.debug(f"Health check request failed: {e}")
-                
+
             time.sleep(2)
-            
+
         logger.error(f"❌ Parakeet service failed to become ready within {timeout}s")
         return False
-        
+
     def transcribe_audio_file(self, audio_path: Path) -> Dict[str, Any]:
         """Transcribe audio file using the batch API."""
         logger.info(f"📤 Transcribing audio file: {audio_path.name}")
-        
+
         if not audio_path.exists():
             raise FileNotFoundError(f"Test audio file not found: {audio_path}")
-            
+
         try:
             with open(audio_path, "rb") as audio_file:
                 files = {"file": (audio_path.name, audio_file, "audio/wav")}
-                
+
                 response = requests.post(
-                    self.transcribe_url,
-                    files=files,
-                    timeout=REQUEST_TIMEOUT
+                    self.transcribe_url, files=files, timeout=REQUEST_TIMEOUT
                 )
-                
+
             if response.status_code != 200:
-                raise RuntimeError(f"Transcription request failed: {response.status_code} - {response.text}")
-                
+                raise RuntimeError(
+                    f"Transcription request failed: {response.status_code} - {response.text}"
+                )
+
             result = response.json()
-            logger.info(f"✅ Transcription completed: {len(result.get('text', ''))} chars")
+            logger.info(
+                f"✅ Transcription completed: {len(result.get('text', ''))} chars"
+            )
             return result
-            
+
         except Exception as e:
             logger.error(f"❌ Transcription failed: {e}")
             raise
 
+
 @pytest.fixture
 def parakeet_tester():
     """Pytest fixture for Parakeet service tester with automatic lifecycle management."""
     tester = ParakeetServiceTester()
-    
+
     try:
         # Start the service
         tester.start_service()
-        
+
         # Wait for it to be ready
         if not tester.wait_for_service_ready():
             raise RuntimeError("Parakeet service failed to become ready")
-            
+
         yield tester
-        
+
     finally:
         # Always clean up, even if test fails
         tester.cleanup_service()
 
+
 @pytest.mark.asr
 def test_parakeet_service_health(parakeet_tester):
     """Test that Parakeet service health endpoint works."""
     logger.info("🏥 Testing Parakeet service health check...")
-    
+
     # Service should already be ready from fixture
     response = requests.get(parakeet_tester.health_url, timeout=5)
     assert response.status_code == 200, f"Health check failed: {response.status_code}"
-    
+
     health_data = response.json()
     assert "status" in health_data, "Health response missing status field"
     assert health_data["status"] == "healthy", f"Service not healthy: {health_data}"
-    
+
     logger.info("✅ Health check passed")
 
-@pytest.mark.asr  
+
+@pytest.mark.asr
 def test_parakeet_batch_transcription(parakeet_tester):
     """Test batch transcription with word-level timestamps."""
     logger.info("🎯 Testing Parakeet batch transcription with word-level timestamps...")
-    
+
     # Check test audio file exists
     assert TEST_AUDIO_PATH.exists(), f"Test audio file missing: {TEST_AUDIO_PATH}"
-    
+
     # Perform transcription
     result = parakeet_tester.transcribe_audio_file(TEST_AUDIO_PATH)
-    
+
     # Validate response structure
     assert isinstance(result, dict), "Response should be a JSON object"
     assert "text" in result, "Response missing 'text' field"
     assert "words" in result, "Response missing 'words' field"
     assert "segments" in result, "Response missing 'segments' field"
-    
+
     # Validate transcription content
     text = result["text"]
     words = result["words"]
-    
+
     assert isinstance(text, str), "Text should be a string"
     assert isinstance(words, list), "Words should be a list"
     assert len(text.strip()) > 0, "Transcription text should not be empty"
-    
+
     logger.info(f"📝 Transcribed text: {text}")
     logger.info(f"🔢 Word count: {len(words)}")
-    
+
     # Validate word-level timestamps
     if words:  # Only check if we have words
         for i, word_data in enumerate(words[:5]):  # Check first 5 words
             logger.info(f"Word {i+1}: {word_data}")
-            
+
             # Check required fields
             assert "word" in word_data, f"Word {i+1} missing 'word' field"
-            assert "start" in word_data, f"Word {i+1} missing 'start' field" 
+            assert "start" in word_data, f"Word {i+1} missing 'start' field"
             assert "end" in word_data, f"Word {i+1} missing 'end' field"
             assert "confidence" in word_data, f"Word {i+1} missing 'confidence' field"
-            
+
             # Check data types
-            assert isinstance(word_data["word"], str), f"Word {i+1} 'word' should be string"
-            assert isinstance(word_data["start"], (int, float)), f"Word {i+1} 'start' should be number"
-            assert isinstance(word_data["end"], (int, float)), f"Word {i+1} 'end' should be number"
-            assert isinstance(word_data["confidence"], (int, float)), f"Word {i+1} 'confidence' should be number"
-            
+            assert isinstance(
+                word_data["word"], str
+            ), f"Word {i+1} 'word' should be string"
+            assert isinstance(
+                word_data["start"], (int, float)
+            ), f"Word {i+1} 'start' should be number"
+            assert isinstance(
+                word_data["end"], (int, float)
+            ), f"Word {i+1} 'end' should be number"
+            assert isinstance(
+                word_data["confidence"], (int, float)
+            ), f"Word {i+1} 'confidence' should be number"
+
             # Check timestamp logic
             assert word_data["start"] >= 0, f"Word {i+1} start time should be >= 0"
-            assert word_data["end"] >= word_data["start"], f"Word {i+1} end should be >= start"
-            assert 0 <= word_data["confidence"] <= 1, f"Word {i+1} confidence should be 0-1"
-            
+            assert (
+                word_data["end"] >= word_data["start"]
+            ), f"Word {i+1} end should be >= start"
+            assert (
+                0 <= word_data["confidence"] <= 1
+            ), f"Word {i+1} confidence should be 0-1"
+
         logger.info("✅ Word-level timestamps validated successfully")
     else:
-        logger.warning("⚠️ No words returned - this may indicate an issue with the audio or model")
-        
+        logger.warning(
+            "⚠️ No words returned - this may indicate an issue with the audio or model"
+        )
+
     # Basic quality check - transcript should contain some meaningful content
     assert len(text.split()) >= 3, "Transcript should contain at least 3 words"
-    
+
     logger.info("✅ Batch transcription test passed")
 
+
 @pytest.mark.asr
 def test_parakeet_transcription_quality(parakeet_tester):
     """Test transcription quality and expected content."""
     logger.info("🎯 Testing transcription quality...")
-    
+
     # Perform transcription
     result = parakeet_tester.transcribe_audio_file(TEST_AUDIO_PATH)
-    
+
     text = result["text"].lower()
     words = result["words"]
-    
+
     # Basic quality metrics
     word_count = len(text.split())
     char_count = len(text.strip())
-    
+
     logger.info(f"📊 Quality metrics:")
     logger.info(f"  - Characters: {char_count}")
     logger.info(f"  - Words: {word_count}")
     logger.info(f"  - Word objects: {len(words)}")
-    
+
     # Quality assertions
     assert char_count >= 20, "Transcript too short - may indicate poor quality"
     assert word_count >= 5, "Too few words detected"
-    
+
     # If we got word-level data, word count should roughly match
     if words:
         word_object_count = len(words)
         # Allow some variance due to punctuation/formatting differences
         ratio = word_object_count / word_count if word_count > 0 else 0
-        assert 0.5 <= ratio <= 2.0, f"Word count mismatch: text={word_count}, objects={word_object_count}"
-        
+        assert (
+            0.5 <= ratio <= 2.0
+        ), f"Word count mismatch: text={word_count}, objects={word_object_count}"
+
     logger.info("✅ Transcription quality check passed")
 
+
 if __name__ == "__main__":
     # Allow running directly for debugging
     import sys
-    
+
     print("🚀 Running Parakeet ASR service tests...")
     print("Service will be started automatically - no manual setup required!")
     print()
-    
+
     tester = ParakeetServiceTester()
-    
+
     try:
         # Start service and wait for readiness
         tester.start_service()
         if not tester.wait_for_service_ready():
             raise RuntimeError("Service failed to become ready")
-        
+
         # Run tests manually
         test_parakeet_service_health(tester)
-        test_parakeet_batch_transcription(tester) 
+        test_parakeet_batch_transcription(tester)
         test_parakeet_transcription_quality(tester)
-        
+
         print("🎉 All tests passed!")
-        
+
     except Exception as e:
         print(f"❌ Test failed: {e}")
         sys.exit(1)
     finally:
-        tester.cleanup_service()
\ No newline at end of file
+        tester.cleanup_service()
diff --git a/extras/openmemory-mcp/test_standalone.py b/extras/openmemory-mcp/test_standalone.py
index 08720f4e..a39aff02 100755
--- a/extras/openmemory-mcp/test_standalone.py
+++ b/extras/openmemory-mcp/test_standalone.py
@@ -10,32 +10,37 @@
 import os
 import subprocess
 import sys
-from typing import List, Dict, Any
-import httpx
 from pathlib import Path
+from typing import Any, Dict, List
+
+import httpx
 
 # Test Configuration Flags (following project patterns)
 # TODO: Update CLAUDE.md documentation to reflect FRESH_RUN flag usage across all integration tests
 # This replaces any previous "CACHED_MODE" references with consistent FRESH_RUN naming
 FRESH_RUN = os.environ.get("FRESH_RUN", "true").lower() == "true"
-CLEANUP_CONTAINERS = os.environ.get("CLEANUP_CONTAINERS", "false").lower() == "true"  # Default false for dev convenience
+CLEANUP_CONTAINERS = (
+    os.environ.get("CLEANUP_CONTAINERS", "false").lower() == "true"
+)  # Default false for dev convenience
 REBUILD = os.environ.get("REBUILD", "false").lower() == "true"
 
 
 class OpenMemoryClient:
     """Simple client for testing OpenMemory REST API."""
-    
-    def __init__(self, server_url: str = "http://localhost:8765", user_id: str = "test_user"):
-        self.server_url = server_url.rstrip('/')
+
+    def __init__(
+        self, server_url: str = "http://localhost:8765", user_id: str = "test_user"
+    ):
+        self.server_url = server_url.rstrip("/")
         self.user_id = user_id
         self.client = httpx.AsyncClient(timeout=30.0)
-    
+
     async def __aenter__(self):
         return self
-    
+
     async def __aexit__(self, exc_type, exc_val, exc_tb):
         await self.client.aclose()
-    
+
     async def test_connection(self) -> bool:
         """Test if server is reachable."""
         try:
@@ -43,7 +48,7 @@ async def test_connection(self) -> bool:
             return response.status_code in [200, 404, 422]
         except:
             return False
-    
+
     async def create_memory(self, text: str) -> Dict[str, Any]:
         """Create a new memory."""
         response = await self.client.post(
@@ -51,37 +56,30 @@ async def create_memory(self, text: str) -> Dict[str, Any]:
             json={
                 "user_id": self.user_id,
                 "text": text,
-                "metadata": {
-                    "source": "test_script",
-                    "test": True
-                },
+                "metadata": {"source": "test_script", "test": True},
                 "infer": True,
-                "app": "openmemory"  # Use default app name that exists
-            }
+                "app": "openmemory",  # Use default app name that exists
+            },
         )
         response.raise_for_status()
         return response.json()
-    
+
     async def list_memories(self, limit: int = 10) -> List[Dict[str, Any]]:
         """List memories for the user."""
         response = await self.client.get(
             f"{self.server_url}/api/v1/memories/",
-            params={
-                "user_id": self.user_id,
-                "page": 1,
-                "size": limit
-            }
+            params={"user_id": self.user_id, "page": 1, "size": limit},
         )
         response.raise_for_status()
         result = response.json()
-        
+
         # Handle paginated response
         if isinstance(result, dict) and "items" in result:
             return result["items"]
         elif isinstance(result, list):
             return result
         return []
-    
+
     async def search_memories(self, query: str, limit: int = 5) -> List[Dict[str, Any]]:
         """Search memories with a query."""
         response = await self.client.get(
@@ -90,38 +88,34 @@ async def search_memories(self, query: str, limit: int = 5) -> List[Dict[str, An
                 "user_id": self.user_id,
                 "search_query": query,
                 "page": 1,
-                "size": limit
-            }
+                "size": limit,
+            },
         )
         response.raise_for_status()
         result = response.json()
-        
+
         # Handle paginated response
         if isinstance(result, dict) and "items" in result:
             return result["items"]
         elif isinstance(result, list):
             return result
         return []
-    
+
     async def delete_memories(self, memory_ids: List[str]) -> Dict[str, Any]:
         """Delete specific memories."""
         response = await self.client.request(
             "DELETE",
             f"{self.server_url}/api/v1/memories/",
-            json={
-                "memory_ids": memory_ids,
-                "user_id": self.user_id
-            }
+            json={"memory_ids": memory_ids, "user_id": self.user_id},
         )
         response.raise_for_status()
         return response.json()
-    
+
     async def get_stats(self) -> Dict[str, Any]:
         """Get memory statistics."""
         try:
             response = await self.client.get(
-                f"{self.server_url}/api/v1/stats/",
-                params={"user_id": self.user_id}
+                f"{self.server_url}/api/v1/stats/", params={"user_id": self.user_id}
             )
             response.raise_for_status()
             return response.json()
@@ -131,16 +125,16 @@ async def get_stats(self) -> Dict[str, Any]:
 
 async def test_basic_operations():
     """Test basic OpenMemory operations."""
-    
+
     server_url = os.getenv("OPENMEMORY_MCP_URL", "http://localhost:8765")
     # Use the same user ID as OpenMemory server expects
     user_id = os.getenv("TEST_USER_ID", os.getenv("USER", "openmemory"))
-    
+
     print(f"🧪 Testing OpenMemory MCP Server")
     print(f"📍 Server URL: {server_url}")
     print(f"👤 User ID: {user_id}")
-    print("="*60)
-    
+    print("=" * 60)
+
     async with OpenMemoryClient(server_url, user_id) as client:
         # Test 1: Connection
         print("\n1️⃣  Testing connection...")
@@ -151,7 +145,7 @@ async def test_basic_operations():
             print("   cd extras/openmemory-mcp && ./run.sh")
             return False
         print("✅ Connected to OpenMemory server")
-        
+
         # Test 2: Create memory
         print("\n2️⃣  Creating test memories...")
         test_memories = [
@@ -159,9 +153,9 @@ async def test_basic_operations():
             "My morning routine includes meditation at 6 AM followed by a 5-mile run.",
             "I'm learning Japanese and practice with Anki flashcards for 30 minutes daily.",
             "My favorite book is 'The Pragmatic Programmer' and I re-read it every year.",
-            "I work remotely from a co-working space in Seattle three days a week."
+            "I work remotely from a co-working space in Seattle three days a week.",
         ]
-        
+
         created_memories = []
         for i, text in enumerate(test_memories, 1):
             try:
@@ -173,24 +167,30 @@ async def test_basic_operations():
                     print(f"   ⚠️  Memory {i}: {result['error']}")
                 else:
                     # Handle successful creation or existing memory
-                    if hasattr(result, 'id'):
+                    if hasattr(result, "id"):
                         memory_id = str(result.id)
                     else:
-                        memory_id = result.get("id", f"memory_{i}") if isinstance(result, dict) else f"memory_{i}"
-                    
+                        memory_id = (
+                            result.get("id", f"memory_{i}")
+                            if isinstance(result, dict)
+                            else f"memory_{i}"
+                        )
+
                     created_memories.append(memory_id)
                     print(f"   ✅ Memory {i}: Created (ID: {memory_id[:8]}...)")
             except Exception as e:
                 print(f"   ❌ Memory {i}: Failed - {e}")
-        
-        print(f"\n   Summary: {len(created_memories)}/{len(test_memories)} memories created")
-        
+
+        print(
+            f"\n   Summary: {len(created_memories)}/{len(test_memories)} memories created"
+        )
+
         # Test 3: List memories
         print("\n3️⃣  Listing memories...")
         try:
             memories = await client.list_memories(limit=20)
             print(f"✅ Found {len(memories)} memory(ies)")
-            
+
             for i, memory in enumerate(memories[:3], 1):
                 content = memory.get("content", memory.get("text", ""))[:80]
                 memory_id = str(memory.get("id", "unknown"))[:8]
@@ -198,15 +198,15 @@ async def test_basic_operations():
         except Exception as e:
             print(f"❌ Failed to list memories: {e}")
             memories = []
-        
+
         # Test 4: Search memories
         print("\n4️⃣  Searching memories...")
         test_queries = [
             "programming Python",
             "morning exercise routine",
-            "learning languages"
+            "learning languages",
         ]
-        
+
         for query in test_queries:
             try:
                 results = await client.search_memories(query, limit=3)
@@ -217,7 +217,7 @@ async def test_basic_operations():
                     print(f"      Top: {content}...")
             except Exception as e:
                 print(f"   ❌ Search failed for '{query}': {e}")
-        
+
         # Test 5: Get stats (if available)
         print("\n5️⃣  Getting statistics...")
         try:
@@ -228,7 +228,7 @@ async def test_basic_operations():
                 print("ℹ️  No statistics available")
         except Exception as e:
             print(f"ℹ️  Statistics endpoint not available: {e}")
-        
+
         # Test 6: Delete memories (cleanup)
         if memories and len(memories) > 0:
             print("\n6️⃣  Testing deletion...")
@@ -241,25 +241,25 @@ async def test_basic_operations():
                     print(f"   Response: {result['message']}")
             except Exception as e:
                 print(f"⚠️  Deletion not supported or failed: {e}")
-        
-        print("\n" + "="*60)
+
+        print("\n" + "=" * 60)
         print("✨ Test completed successfully!")
         return True
 
 
 async def test_mcp_protocol():
     """Test MCP protocol endpoints (if available)."""
-    
+
     server_url = os.getenv("OPENMEMORY_MCP_URL", "http://localhost:8765")
     user_id = os.getenv("TEST_USER_ID", os.getenv("USER", "openmemory"))
     client_name = "test_client"
-    
+
     print(f"\n🔧 Testing MCP Protocol Endpoints")
     print(f"📍 Server URL: {server_url}")
     print(f"👤 User ID: {user_id}")
     print(f"🏷️  Client: {client_name}")
-    print("="*60)
-    
+    print("=" * 60)
+
     async with httpx.AsyncClient(timeout=10.0) as client:  # 10 second timeout
         # Test MCP SSE endpoint
         print("\n1️⃣  Testing MCP SSE endpoint...")
@@ -267,16 +267,18 @@ async def test_mcp_protocol():
             # SSE connections stay open, so we expect a timeout after connection opens
             response = await client.get(
                 f"{server_url}/mcp/{client_name}/sse/{user_id}",
-                headers={"Accept": "text/event-stream"}
+                headers={"Accept": "text/event-stream"},
             )
             # If we get here, connection opened successfully
             print("✅ MCP SSE endpoint is available")
         except httpx.TimeoutException:
             # This is expected - SSE connection opened but timed out waiting for events
-            print("✅ MCP SSE endpoint is available (connection opened, timed out as expected)")
+            print(
+                "✅ MCP SSE endpoint is available (connection opened, timed out as expected)"
+            )
         except Exception as e:
             print(f"ℹ️  MCP SSE endpoint not available: {e}")
-        
+
         # Test MCP messages endpoint
         print("\n2️⃣  Testing MCP messages endpoint...")
         try:
@@ -285,19 +287,19 @@ async def test_mcp_protocol():
                 "jsonrpc": "2.0",
                 "id": "test_1",
                 "method": "initialize",
-                "params": {}
+                "params": {},
             }
-            
+
             response = await client.post(
                 f"{server_url}/mcp/messages/",  # Add trailing slash to avoid redirect
                 json=payload,
                 headers={
                     "Content-Type": "application/json",
                     "X-Client-Name": client_name,
-                    "X-User-ID": user_id
-                }
+                    "X-User-ID": user_id,
+                },
             )
-            
+
             if response.status_code == 200:
                 print("✅ MCP messages endpoint is available")
                 result = response.json()
@@ -306,7 +308,7 @@ async def test_mcp_protocol():
                 print(f"ℹ️  MCP messages endpoint returned: {response.status_code}")
         except Exception as e:
             print(f"ℹ️  MCP messages endpoint not available: {e}")
-    
+
     print("\n✨ MCP protocol test completed!")
 
 
@@ -315,10 +317,10 @@ def load_env_files():
     try:
         # Try to import python-dotenv for proper .env parsing
         from dotenv import load_dotenv
-        
-        env_test_path = Path('.env.test')
-        env_path = Path('.env')
-        
+
+        env_test_path = Path(".env.test")
+        env_path = Path(".env")
+
         if env_test_path.exists():
             print(f"📄 Loading environment from {env_test_path}")
             load_dotenv(env_test_path)
@@ -346,12 +348,14 @@ def load_env_files():
 def validate_required_keys():
     """Validate required API keys - FAIL FAST if missing."""
     missing_keys = []
-    
+
     if not os.getenv("OPENAI_API_KEY"):
         missing_keys.append("OPENAI_API_KEY")
-    
+
     if missing_keys:
-        print(f"❌ FATAL ERROR: Missing required environment variables: {', '.join(missing_keys)}")
+        print(
+            f"❌ FATAL ERROR: Missing required environment variables: {', '.join(missing_keys)}"
+        )
         print("   These are required for OpenMemory to function.")
         print("   Add to extras/openmemory-mcp/.env file:")
         for key in missing_keys:
@@ -360,7 +364,7 @@ def validate_required_keys():
         print("   Example:")
         print(f"   echo '{missing_keys[0]}=your-key-here' >> .env")
         return False
-    
+
     print(f"✅ Required API keys validated")
     return True
 
@@ -370,37 +374,45 @@ def cleanup_test_data():
     if not FRESH_RUN:
         print("🗂️  Cache mode: Reusing existing memories and data")
         return
-    
+
     print("🗂️  Fresh mode: Cleaning existing memories and data...")
-    
+
     # First, stop containers and remove volumes
     try:
-        subprocess.run([
-            "docker", "compose", "down", "-v"
-        ], check=True, cwd=Path.cwd())
+        subprocess.run(["docker", "compose", "down", "-v"], check=True, cwd=Path.cwd())
         print("   ✅ Cleaned Docker volumes")
     except subprocess.CalledProcessError as e:
         print(f"   ⚠️  Could not clean Docker volumes: {e}")
-    
+
     # Then, clean data directories using lightweight Docker container (following project pattern)
     try:
         # Check if data directory exists
         data_dir = Path.cwd() / "data"
         if data_dir.exists():
-            result = subprocess.run([
-                "docker", "run", "--rm",
-                "-v", f"{data_dir}:/data",
-                "alpine:latest",
-                "sh", "-c", "rm -rf /data/*"
-            ], capture_output=True, text=True, timeout=30)
-            
+            result = subprocess.run(
+                [
+                    "docker",
+                    "run",
+                    "--rm",
+                    "-v",
+                    f"{data_dir}:/data",
+                    "alpine:latest",
+                    "sh",
+                    "-c",
+                    "rm -rf /data/*",
+                ],
+                capture_output=True,
+                text=True,
+                timeout=30,
+            )
+
             if result.returncode == 0:
                 print("   ✅ Cleaned data directories")
             else:
                 print(f"   ⚠️  Error during data directory cleanup: {result.stderr}")
         else:
             print("   ℹ️  No data directory to clean")
-                        
+
     except Exception as e:
         print(f"   ⚠️  Data directory cleanup failed: {e}")
         print("   💡 Ensure Docker is running and accessible")
@@ -411,12 +423,10 @@ def cleanup_containers():
     if not CLEANUP_CONTAINERS:
         print("🐳 Keeping containers running for debugging")
         return
-    
+
     print("🐳 Cleaning up test containers...")
     try:
-        subprocess.run([
-            "docker", "compose", "down", "-v"
-        ], check=True, cwd=Path.cwd())
+        subprocess.run(["docker", "compose", "down", "-v"], check=True, cwd=Path.cwd())
         print("   ✅ Containers cleaned up")
     except subprocess.CalledProcessError as e:
         print(f"   ⚠️  Could not clean up containers: {e}")
@@ -424,69 +434,69 @@ def cleanup_containers():
 
 async def main():
     """Run all standalone tests following integration test patterns."""
-    
+
     print("🚀 OpenMemory MCP Standalone Tests")
-    print("="*60)
+    print("=" * 60)
     print(f"🔧 Configuration:")
-    print(f"   FRESH_RUN={FRESH_RUN}, CLEANUP_CONTAINERS={CLEANUP_CONTAINERS}, REBUILD={REBUILD}")
+    print(
+        f"   FRESH_RUN={FRESH_RUN}, CLEANUP_CONTAINERS={CLEANUP_CONTAINERS}, REBUILD={REBUILD}"
+    )
     print()
-    
+
     # 1. Load environment files
     load_env_files()
-    
+
     # 2. Validate required keys - FAIL FAST
     if not validate_required_keys():
         return False
-    
+
     # 3. Data management
     cleanup_test_data()
-    
+
     # 4. Ensure containers are running (rebuild if requested)
     if REBUILD:
         print("🔨 Rebuilding containers...")
         try:
-            subprocess.run([
-                "docker", "compose", "build", "--no-cache"
-            ], check=True, cwd=Path.cwd())
+            subprocess.run(
+                ["docker", "compose", "build", "--no-cache"], check=True, cwd=Path.cwd()
+            )
         except subprocess.CalledProcessError as e:
             print(f"❌ Failed to rebuild containers: {e}")
             return False
-    
+
     # Start containers
     print("🐳 Starting containers...")
     try:
-        subprocess.run([
-            "docker", "compose", "up", "-d"
-        ], check=True, cwd=Path.cwd())
+        subprocess.run(["docker", "compose", "up", "-d"], check=True, cwd=Path.cwd())
         print("   ✅ Containers started")
     except subprocess.CalledProcessError as e:
         print(f"❌ Failed to start containers: {e}")
         return False
-    
+
     # Wait a moment for services to be ready
     print("⏳ Waiting for services to be ready...")
     await asyncio.sleep(5)
-    
+
     try:
         # 5. Run basic operations test
         success = await test_basic_operations()
-        
+
         if success:
             # 6. Run MCP protocol test
             await test_mcp_protocol()
-        
+
         print(f"\n{'✅' if success else '❌'} Test Results:")
         print(f"   Basic Operations: {'PASSED' if success else 'FAILED'}")
         print(f"   MCP Protocol: {'TESTED' if success else 'SKIPPED'}")
-        
+
         return success
-        
+
     finally:
         # 7. Cleanup containers if requested
         cleanup_containers()
-    
+
     print("\n🎉 All standalone tests completed!")
 
 
 if __name__ == "__main__":
-    asyncio.run(main())
\ No newline at end of file
+    asyncio.run(main())
diff --git a/extras/speaker-omni-experimental/data_preparation.py b/extras/speaker-omni-experimental/data_preparation.py
index 23775518..aebe1d51 100644
--- a/extras/speaker-omni-experimental/data_preparation.py
+++ b/extras/speaker-omni-experimental/data_preparation.py
@@ -20,8 +20,9 @@
 import re
 import shutil
 from pathlib import Path
-from typing import Dict, List, Optional, Tuple, Any
+from typing import Any, Dict, List, Optional, Tuple
 
+import numpy as np
 import pandas as pd
 import soundfile as sf
 import yaml
@@ -29,136 +30,139 @@
 from deepgram import DeepgramClient, PrerecordedOptions
 from pydub import AudioSegment
 from scipy import signal
-import numpy as np
 
 # Configure logging
 logging.basicConfig(
     level=logging.INFO,
-    format='%(asctime)s - %(levelname)s - %(message)s',
-    handlers=[
-        logging.FileHandler('data_preparation.log'),
-        logging.StreamHandler()
-    ]
+    format="%(asctime)s - %(levelname)s - %(message)s",
+    handlers=[logging.FileHandler("data_preparation.log"), logging.StreamHandler()],
 )
 
 
 class SimpleCache:
     """Simple file-based cache for Deepgram responses."""
-    
+
     def __init__(self, cache_dir: str = "cache"):
         self.cache_dir = Path(cache_dir)
         self.cache_dir.mkdir(exist_ok=True)
-    
+
     def get_file_hash(self, file_path: str) -> str:
         """Get MD5 hash of file for cache key."""
-        with open(file_path, 'rb') as f:
+        with open(file_path, "rb") as f:
             return hashlib.md5(f.read()).hexdigest()
-    
+
     def get_cache_path(self, audio_path: str, params: Dict) -> Path:
         """Generate cache file path."""
         file_hash = self.get_file_hash(audio_path)
-        params_hash = hashlib.md5(json.dumps(params, sort_keys=True).encode()).hexdigest()
+        params_hash = hashlib.md5(
+            json.dumps(params, sort_keys=True).encode()
+        ).hexdigest()
         return self.cache_dir / f"{file_hash}_{params_hash}.json"
-    
+
     def get(self, audio_path: str, params: Dict) -> Optional[Dict]:
         """Get cached response."""
         cache_path = self.get_cache_path(audio_path, params)
         if cache_path.exists():
-            with open(cache_path, 'r') as f:
+            with open(cache_path, "r") as f:
                 return json.load(f)
         return None
-    
+
     def set(self, audio_path: str, params: Dict, response: Any) -> str:
         """Cache response."""
         cache_path = self.get_cache_path(audio_path, params)
-        
+
         # Convert response to dict
-        if hasattr(response, 'to_dict'):
+        if hasattr(response, "to_dict"):
             response_dict = response.to_dict()
-        elif hasattr(response, '__dict__'):
+        elif hasattr(response, "__dict__"):
             response_dict = response.__dict__
         else:
             response_dict = dict(response)
-        
-        with open(cache_path, 'w') as f:
+
+        with open(cache_path, "w") as f:
             json.dump(response_dict, f, indent=2)
-        
+
         return str(cache_path)
 
 
 class AudioQualityAssessor:
     """Assess audio quality for reference clips."""
-    
+
     @staticmethod
     def analyze_segment(audio_data: np.ndarray, sample_rate: int) -> Dict[str, float]:
         """
         Analyze audio segment quality.
-        
+
         Args:
             audio_data: Audio samples
             sample_rate: Sample rate
-            
+
         Returns:
             Quality metrics dictionary
         """
         # Calculate RMS energy
         rms = np.sqrt(np.mean(audio_data**2))
-        
+
         # Calculate zero crossing rate (speech indicator)
         zero_crossings = np.sum(np.diff(np.signbit(audio_data)))
         zcr = zero_crossings / len(audio_data)
-        
+
         # Calculate spectral centroid (brightness)
-        freqs = np.fft.fftfreq(len(audio_data), 1/sample_rate)
+        freqs = np.fft.fftfreq(len(audio_data), 1 / sample_rate)
         magnitude = np.abs(np.fft.fft(audio_data))
         spectral_centroid = np.sum(freqs * magnitude) / np.sum(magnitude)
-        
+
         # Calculate signal-to-noise ratio estimate
         # Use simple energy-based approach
         energy_threshold = np.percentile(audio_data**2, 90)
         signal_samples = audio_data[audio_data**2 > energy_threshold]
         noise_samples = audio_data[audio_data**2 <= energy_threshold]
-        
+
         signal_power = np.mean(signal_samples**2) if len(signal_samples) > 0 else 0
         noise_power = np.mean(noise_samples**2) if len(noise_samples) > 0 else 1e-10
         snr = 10 * np.log10(signal_power / noise_power) if signal_power > 0 else -100
-        
+
         return {
-            'rms_energy': float(rms),
-            'zero_crossing_rate': float(zcr),
-            'spectral_centroid': float(abs(spectral_centroid)),
-            'snr_estimate': float(snr),
-            'duration': len(audio_data) / sample_rate
+            "rms_energy": float(rms),
+            "zero_crossing_rate": float(zcr),
+            "spectral_centroid": float(abs(spectral_centroid)),
+            "snr_estimate": float(snr),
+            "duration": len(audio_data) / sample_rate,
         }
-    
+
     @classmethod
-    def is_good_quality(cls, metrics: Dict[str, float], min_duration: float = 5.0, max_duration: float = 15.0) -> bool:
+    def is_good_quality(
+        cls,
+        metrics: Dict[str, float],
+        min_duration: float = 5.0,
+        max_duration: float = 15.0,
+    ) -> bool:
         """
         Determine if segment is good quality for reference.
-        
+
         Args:
             metrics: Quality metrics from analyze_segment
             min_duration: Minimum duration in seconds
             max_duration: Maximum duration in seconds
-            
+
         Returns:
             True if good quality
         """
-        duration_ok = min_duration <= metrics['duration'] <= max_duration
-        energy_ok = metrics['rms_energy'] > 0.01  # Not too quiet
-        speech_like = 0.02 < metrics['zero_crossing_rate'] < 0.3  # Speech-like ZCR
-        snr_ok = metrics['snr_estimate'] > 5.0  # At least 5dB SNR
-        
+        duration_ok = min_duration <= metrics["duration"] <= max_duration
+        energy_ok = metrics["rms_energy"] > 0.01  # Not too quiet
+        speech_like = 0.02 < metrics["zero_crossing_rate"] < 0.3  # Speech-like ZCR
+        snr_ok = metrics["snr_estimate"] > 5.0  # At least 5dB SNR
+
         return duration_ok and energy_ok and speech_like and snr_ok
 
 
 class DataPreparer:
     """Main class for preparing YouTube data for Qwen2.5-Omni training."""
-    
+
     def __init__(self, deepgram_api_key: str, output_dir: str = "data"):
         """
         Initialize data preparer.
-        
+
         Args:
             deepgram_api_key: Deepgram API key
             output_dir: Output directory for processed data
@@ -169,114 +173,123 @@ def __init__(self, deepgram_api_key: str, output_dir: str = "data"):
         self.logger = logging.getLogger(__name__)
         self.cache = SimpleCache()
         self.quality_assessor = AudioQualityAssessor()
-        
+
         # Create directory structure
         self.setup_directories()
-    
+
     def setup_directories(self):
         """Create output directory structure."""
         directories = [
             self.output_dir,
             self.output_dir / "raw_audio",
-            self.output_dir / "segments", 
+            self.output_dir / "segments",
             self.output_dir / "reference_clips",
             self.output_dir / "transcripts",
-            self.output_dir / "metadata"
+            self.output_dir / "metadata",
         ]
-        
+
         for directory in directories:
             directory.mkdir(parents=True, exist_ok=True)
-    
+
     def sanitize_filename(self, title: str) -> str:
         """Sanitize YouTube title for filename."""
-        sanitized = re.sub(r'[<>:"/\\\\|?*]', '', title)
-        sanitized = re.sub(r'\\s+', '-', sanitized.strip())
+        sanitized = re.sub(r'[<>:"/\\\\|?*]', "", title)
+        sanitized = re.sub(r"\\s+", "-", sanitized.strip())
         return sanitized[:50]
-    
+
     def download_audio(self, url: str) -> Tuple[str, str, Dict]:
         """
         Download audio from YouTube URL.
-        
+
         Args:
             url: YouTube URL
-            
+
         Returns:
             Tuple of (audio_path, title, metadata)
         """
         try:
             self.logger.info(f"Starting audio download from: {url}")
-            
+
             # First get video info
-            ydl_opts_info = {'quiet': True}
+            ydl_opts_info = {"quiet": True}
             with yt_dlp.YoutubeDL(ydl_opts_info) as ydl:
                 info = ydl.extract_info(url, download=False)
-                title = self.sanitize_filename(info['title'])
-                duration = info.get('duration', 0)
-                
+                title = self.sanitize_filename(info["title"])
+                duration = info.get("duration", 0)
+
                 metadata = {
-                    'original_title': info['title'],
-                    'sanitized_title': title,
-                    'duration': duration,
-                    'url': url,
-                    'uploader': info.get('uploader', 'Unknown'),
-                    'upload_date': info.get('upload_date', 'Unknown')
+                    "original_title": info["title"],
+                    "sanitized_title": title,
+                    "duration": duration,
+                    "url": url,
+                    "uploader": info.get("uploader", "Unknown"),
+                    "upload_date": info.get("upload_date", "Unknown"),
                 }
-            
+
             self.logger.info(f"Video: {info['title']} ({duration}s)")
-            
+
             # Download with high quality audio
             output_path = self.output_dir / "raw_audio" / f"{title}.wav"
-            
+
             if output_path.exists():
                 self.logger.info(f"Audio already exists: {output_path}")
                 return str(output_path), title, metadata
-            
+
             ydl_opts = {
-                'format': 'bestaudio[ext=m4a]/bestaudio/best',
-                'postprocessors': [{
-                    'key': 'FFmpegExtractAudio',
-                    'preferredcodec': 'wav',
-                    'preferredquality': '192',
-                }],
+                "format": "bestaudio[ext=m4a]/bestaudio/best",
+                "postprocessors": [
+                    {
+                        "key": "FFmpegExtractAudio",
+                        "preferredcodec": "wav",
+                        "preferredquality": "192",
+                    }
+                ],
                 # High quality audio settings
-                'postprocessor_args': ['-ar', '48000', '-ac', '2', '-acodec', 'pcm_s16le'],
-                'outtmpl': str(output_path.with_suffix('')),
-                'quiet': True,
+                "postprocessor_args": [
+                    "-ar",
+                    "48000",
+                    "-ac",
+                    "2",
+                    "-acodec",
+                    "pcm_s16le",
+                ],
+                "outtmpl": str(output_path.with_suffix("")),
+                "quiet": True,
             }
-            
+
             with yt_dlp.YoutubeDL(ydl_opts) as ydl:
                 ydl.download([url])
-            
+
             if not output_path.exists():
                 raise FileNotFoundError(f"Download failed: {output_path}")
-            
+
             # Convert to mono 16kHz for processing
             processed_path = output_path.with_name(f"{title}_processed.wav")
             audio = AudioSegment.from_wav(str(output_path))
             audio = audio.set_channels(1).set_frame_rate(16000)
             audio.export(str(processed_path), format="wav")
-            
+
             self.logger.info(f"Audio downloaded and processed: {processed_path}")
             return str(processed_path), title, metadata
-            
+
         except Exception as e:
             self.logger.error(f"Download failed: {e}")
             raise
-    
+
     async def transcribe_audio(self, audio_path: str) -> Dict:
         """
         Transcribe audio using Deepgram with speaker diarization.
-        
+
         Args:
             audio_path: Path to audio file
-            
+
         Returns:
             Deepgram response dictionary
         """
         try:
             if not Path(audio_path).exists():
                 raise FileNotFoundError(f"Audio file not found: {audio_path}")
-            
+
             # Define API parameters for caching
             api_params = {
                 "model": "nova-3",
@@ -288,152 +301,169 @@ async def transcribe_audio(self, audio_path: str) -> Dict:
                 "utterances": True,
                 "paragraphs": True,
             }
-            
+
             # Check cache first
             cached_response = self.cache.get(audio_path, api_params)
             if cached_response:
                 self.logger.info(f"✅ Using cached transcription for {audio_path}")
                 return cached_response
-            
+
             self.logger.info(f"💸 Transcribing with Deepgram: {audio_path}")
-            
+
             # Read audio file
             with open(audio_path, "rb") as audio_file:
                 buffer_data = audio_file.read()
-            
+
             payload = {"buffer": buffer_data}
             options = PrerecordedOptions(**api_params)
-            
+
             # Transcribe
-            response = await self.deepgram.listen.asyncprerecorded.v("1").transcribe_file(payload, options)
-            
-            if response and hasattr(response, 'results'):
+            response = await self.deepgram.listen.asyncprerecorded.v(
+                "1"
+            ).transcribe_file(payload, options)
+
+            if response and hasattr(response, "results"):
                 # Cache the response
                 cache_key = self.cache.set(audio_path, api_params, response)
                 self.logger.info(f"💾 Cached response: {cache_key}")
-                
+
                 # Convert to dict for return
-                if hasattr(response, 'to_dict'):
+                if hasattr(response, "to_dict"):
                     return response.to_dict()
                 else:
                     return response.__dict__
             else:
                 raise ValueError("Invalid response from Deepgram")
-                
+
         except Exception as e:
             self.logger.error(f"Transcription failed: {e}")
             raise
-    
-    def extract_speaker_segments(self, transcript_data: Dict, audio_path: str, title: str) -> List[Dict]:
+
+    def extract_speaker_segments(
+        self, transcript_data: Dict, audio_path: str, title: str
+    ) -> List[Dict]:
         """
         Extract speaker segments from Deepgram transcript.
-        
+
         Args:
             transcript_data: Deepgram transcript response
             audio_path: Path to original audio file
             title: Video title for naming
-            
+
         Returns:
             List of speaker segment dictionaries
         """
         try:
-            if 'results' not in transcript_data or 'utterances' not in transcript_data['results']:
+            if (
+                "results" not in transcript_data
+                or "utterances" not in transcript_data["results"]
+            ):
                 self.logger.warning("No utterances found in transcript")
                 return []
-            
-            utterances = transcript_data['results']['utterances']
+
+            utterances = transcript_data["results"]["utterances"]
             self.logger.info(f"Found {len(utterances)} utterances")
-            
+
             # Load audio for segmentation
             audio_data, sample_rate = sf.read(audio_path)
-            
+
             segments = []
             speaker_stats = {}
-            
+
             for i, utterance in enumerate(utterances):
-                speaker_id = utterance.get('speaker', 0)
-                start_time = utterance.get('start', 0)
-                end_time = utterance.get('end', 0)
-                text = utterance.get('transcript', '')
-                confidence = utterance.get('confidence', 0)
-                
+                speaker_id = utterance.get("speaker", 0)
+                start_time = utterance.get("start", 0)
+                end_time = utterance.get("end", 0)
+                text = utterance.get("transcript", "")
+                confidence = utterance.get("confidence", 0)
+
                 # Skip very short or low confidence segments
                 duration = end_time - start_time
                 if duration < 2.0 or confidence < 0.7:
                     continue
-                
+
                 # Extract audio segment
                 start_sample = int(start_time * sample_rate)
                 end_sample = int(end_time * sample_rate)
                 segment_audio = audio_data[start_sample:end_sample]
-                
+
                 # Assess quality
-                quality_metrics = self.quality_assessor.analyze_segment(segment_audio, sample_rate)
-                
+                quality_metrics = self.quality_assessor.analyze_segment(
+                    segment_audio, sample_rate
+                )
+
                 segment_info = {
-                    'segment_id': f"{title}_segment_{i:03d}",
-                    'speaker_id': f"speaker_{speaker_id}",
-                    'start_time': start_time,
-                    'end_time': end_time,
-                    'duration': duration,
-                    'text': text,
-                    'confidence': confidence,
-                    'quality_metrics': quality_metrics,
-                    'is_good_quality': self.quality_assessor.is_good_quality(quality_metrics)
+                    "segment_id": f"{title}_segment_{i:03d}",
+                    "speaker_id": f"speaker_{speaker_id}",
+                    "start_time": start_time,
+                    "end_time": end_time,
+                    "duration": duration,
+                    "text": text,
+                    "confidence": confidence,
+                    "quality_metrics": quality_metrics,
+                    "is_good_quality": self.quality_assessor.is_good_quality(
+                        quality_metrics
+                    ),
                 }
-                
+
                 # Save segment audio
                 segment_filename = f"{segment_info['segment_id']}.wav"
                 segment_path = self.output_dir / "segments" / segment_filename
                 sf.write(str(segment_path), segment_audio, sample_rate)
-                segment_info['audio_path'] = str(segment_path)
-                
+                segment_info["audio_path"] = str(segment_path)
+
                 segments.append(segment_info)
-                
+
                 # Update speaker statistics
                 if speaker_id not in speaker_stats:
                     speaker_stats[speaker_id] = {
-                        'total_duration': 0,
-                        'segment_count': 0,
-                        'good_quality_count': 0,
-                        'avg_confidence': 0
+                        "total_duration": 0,
+                        "segment_count": 0,
+                        "good_quality_count": 0,
+                        "avg_confidence": 0,
                     }
-                
+
                 stats = speaker_stats[speaker_id]
-                stats['total_duration'] += duration
-                stats['segment_count'] += 1
-                stats['avg_confidence'] = (stats['avg_confidence'] * (stats['segment_count'] - 1) + confidence) / stats['segment_count']
-                if segment_info['is_good_quality']:
-                    stats['good_quality_count'] += 1
-            
+                stats["total_duration"] += duration
+                stats["segment_count"] += 1
+                stats["avg_confidence"] = (
+                    stats["avg_confidence"] * (stats["segment_count"] - 1) + confidence
+                ) / stats["segment_count"]
+                if segment_info["is_good_quality"]:
+                    stats["good_quality_count"] += 1
+
             # Save segment metadata
             metadata = {
-                'segments': segments,
-                'speaker_statistics': speaker_stats,
-                'total_segments': len(segments),
-                'audio_file': audio_path,
-                'title': title
+                "segments": segments,
+                "speaker_statistics": speaker_stats,
+                "total_segments": len(segments),
+                "audio_file": audio_path,
+                "title": title,
             }
-            
+
             metadata_path = self.output_dir / "metadata" / f"{title}_segments.json"
-            with open(metadata_path, 'w') as f:
+            with open(metadata_path, "w") as f:
                 json.dump(metadata, f, indent=2)
-            
-            self.logger.info(f"Extracted {len(segments)} segments from {len(speaker_stats)} speakers")
+
+            self.logger.info(
+                f"Extracted {len(segments)} segments from {len(speaker_stats)} speakers"
+            )
             return segments
-            
+
         except Exception as e:
             self.logger.error(f"Segment extraction failed: {e}")
             raise
-    
-    def organize_reference_clips(self, segments: List[Dict], min_clips_per_speaker: int = 3) -> Dict[str, List[str]]:
+
+    def organize_reference_clips(
+        self, segments: List[Dict], min_clips_per_speaker: int = 3
+    ) -> Dict[str, List[str]]:
         """
         Organize best segments as reference clips for each speaker.
-        
+
         Args:
             segments: List of segment dictionaries
             min_clips_per_speaker: Minimum clips needed per speaker
-            
+
         Returns:
             Dictionary mapping speaker_id to list of reference clip paths
         """
@@ -441,59 +471,69 @@ def organize_reference_clips(self, segments: List[Dict], min_clips_per_speaker:
             # Group segments by speaker
             speaker_segments = {}
             for segment in segments:
-                speaker_id = segment['speaker_id']
+                speaker_id = segment["speaker_id"]
                 if speaker_id not in speaker_segments:
                     speaker_segments[speaker_id] = []
                 speaker_segments[speaker_id].append(segment)
-            
+
             reference_clips = {}
-            
+
             for speaker_id, speaker_segs in speaker_segments.items():
                 # Filter for good quality segments
-                good_segments = [s for s in speaker_segs if s['is_good_quality']]
-                
+                good_segments = [s for s in speaker_segs if s["is_good_quality"]]
+
                 if len(good_segments) < min_clips_per_speaker:
-                    self.logger.warning(f"Only {len(good_segments)} good quality segments for {speaker_id}")
+                    self.logger.warning(
+                        f"Only {len(good_segments)} good quality segments for {speaker_id}"
+                    )
                     # Use best available segments even if not perfect quality
-                    good_segments = sorted(speaker_segs, key=lambda x: x['confidence'], reverse=True)
-                
+                    good_segments = sorted(
+                        speaker_segs, key=lambda x: x["confidence"], reverse=True
+                    )
+
                 # Sort by quality score (combination of confidence and SNR)
                 def quality_score(seg):
-                    confidence = seg['confidence']
-                    snr = seg['quality_metrics'].get('snr_estimate', 0)
-                    duration_bonus = 1.0 if 5 <= seg['duration'] <= 15 else 0.8
+                    confidence = seg["confidence"]
+                    snr = seg["quality_metrics"].get("snr_estimate", 0)
+                    duration_bonus = 1.0 if 5 <= seg["duration"] <= 15 else 0.8
                     return confidence * 0.5 + (snr / 20) * 0.3 + duration_bonus * 0.2
-                
+
                 good_segments.sort(key=quality_score, reverse=True)
-                
+
                 # Select top segments as reference clips
-                selected_segments = good_segments[:min_clips_per_speaker * 2]  # Get extra for variety
-                
+                selected_segments = good_segments[
+                    : min_clips_per_speaker * 2
+                ]  # Get extra for variety
+
                 # Create speaker directory
                 speaker_dir = self.output_dir / "reference_clips" / speaker_id
                 speaker_dir.mkdir(exist_ok=True)
-                
+
                 reference_paths = []
                 for i, segment in enumerate(selected_segments):
                     # Copy segment to reference clips directory
                     ref_filename = f"{speaker_id}_ref_{i+1:02d}.wav"
                     ref_path = speaker_dir / ref_filename
-                    shutil.copy2(segment['audio_path'], ref_path)
+                    shutil.copy2(segment["audio_path"], ref_path)
                     reference_paths.append(str(ref_path))
-                
+
                 reference_clips[speaker_id] = reference_paths
-                self.logger.info(f"Created {len(reference_paths)} reference clips for {speaker_id}")
-            
+                self.logger.info(
+                    f"Created {len(reference_paths)} reference clips for {speaker_id}"
+                )
+
             return reference_clips
-            
+
         except Exception as e:
             self.logger.error(f"Reference clip organization failed: {e}")
             raise
-    
-    def generate_config_yaml(self, reference_clips: Dict[str, List[str]], output_path: str):
+
+    def generate_config_yaml(
+        self, reference_clips: Dict[str, List[str]], output_path: str
+    ):
         """
         Generate config.yaml for Qwen2.5-Omni system.
-        
+
         Args:
             reference_clips: Dictionary mapping speaker_id to reference clip paths
             output_path: Path to save config.yaml
@@ -503,7 +543,7 @@ def generate_config_yaml(self, reference_clips: Dict[str, List[str]], output_pat
             speaker_mapping = {}
             for speaker_id in reference_clips.keys():
                 # Extract speaker number
-                speaker_num = speaker_id.split('_')[-1]
+                speaker_num = speaker_id.split("_")[-1]
                 # Generate placeholder name
                 placeholder_names = ["Alice", "Bob", "Charlie", "Diana", "Eve", "Frank"]
                 if speaker_num.isdigit() and int(speaker_num) < len(placeholder_names):
@@ -511,31 +551,28 @@ def generate_config_yaml(self, reference_clips: Dict[str, List[str]], output_pat
                 else:
                     human_name = f"Person_{speaker_num}"
                 speaker_mapping[speaker_id] = human_name
-            
+
             # Build config structure
             config = {
-                'model': {
-                    'model_id': 'Qwen/Qwen2.5-Omni-7B',
-                    'device_map': 'auto'
+                "model": {"model_id": "Qwen/Qwen2.5-Omni-7B", "device_map": "auto"},
+                "audio": {
+                    "chunk_duration": 30,
+                    "overlap_duration": 5,
+                    "auto_chunk": True,
                 },
-                'audio': {
-                    'chunk_duration': 30,
-                    'overlap_duration': 5,
-                    'auto_chunk': True
+                "speakers": {},
+                "output": {
+                    "format": "json",
+                    "include_metadata": True,
+                    "save_segments": False,
                 },
-                'speakers': {},
-                'output': {
-                    'format': 'json',
-                    'include_metadata': True,
-                    'save_segments': False
+                "advanced": {
+                    "max_new_tokens": 1024,
+                    "temperature": 0.0,
+                    "enable_audio_output": False,
                 },
-                'advanced': {
-                    'max_new_tokens': 1024,
-                    'temperature': 0.0,
-                    'enable_audio_output': False
-                }
             }
-            
+
             # Add speakers with human names
             for speaker_id, ref_paths in reference_clips.items():
                 human_name = speaker_mapping[speaker_id]
@@ -549,68 +586,74 @@ def generate_config_yaml(self, reference_clips: Dict[str, List[str]], output_pat
                     except ValueError:
                         # If relative path fails, use absolute path
                         relative_paths.append(path)
-                
-                config['speakers'][human_name] = relative_paths
-            
+
+                config["speakers"][human_name] = relative_paths
+
             # Add comments as a separate section for user guidance
-            config['_instructions'] = {
-                'speaker_names': 'Replace Alice, Bob, etc. with actual names of family members',
-                'reference_clips': 'Each speaker needs 2-3 clean audio clips of 5-15 seconds',
-                'model_selection': 'Use Qwen/Qwen2.5-Omni-3B for faster processing on limited VRAM',
-                'generated_from': 'Auto-generated from YouTube video analysis'
+            config["_instructions"] = {
+                "speaker_names": "Replace Alice, Bob, etc. with actual names of family members",
+                "reference_clips": "Each speaker needs 2-3 clean audio clips of 5-15 seconds",
+                "model_selection": "Use Qwen/Qwen2.5-Omni-3B for faster processing on limited VRAM",
+                "generated_from": "Auto-generated from YouTube video analysis",
             }
-            
+
             # Save config
-            with open(output_path, 'w') as f:
-                yaml.dump(config, f, default_flow_style=False, sort_keys=False, indent=2)
-            
+            with open(output_path, "w") as f:
+                yaml.dump(
+                    config, f, default_flow_style=False, sort_keys=False, indent=2
+                )
+
             self.logger.info(f"Generated config.yaml: {output_path}")
-            self.logger.info(f"Found {len(reference_clips)} speakers: {list(speaker_mapping.values())}")
-            
+            self.logger.info(
+                f"Found {len(reference_clips)} speakers: {list(speaker_mapping.values())}"
+            )
+
         except Exception as e:
             self.logger.error(f"Config generation failed: {e}")
             raise
-    
+
     async def process_youtube_url(self, url: str) -> Tuple[str, Dict[str, List[str]]]:
         """
         Complete processing pipeline for a YouTube URL.
-        
+
         Args:
             url: YouTube URL
-            
+
         Returns:
             Tuple of (title, reference_clips_dict)
         """
         try:
             # Download audio
             audio_path, title, metadata = self.download_audio(url)
-            
+
             # Save metadata
             metadata_path = self.output_dir / "metadata" / f"{title}_download.json"
-            with open(metadata_path, 'w') as f:
+            with open(metadata_path, "w") as f:
                 json.dump(metadata, f, indent=2)
-            
+
             # Transcribe
             transcript_data = await self.transcribe_audio(audio_path)
-            
+
             # Save transcript
-            transcript_path = self.output_dir / "transcripts" / f"{title}_transcript.json"
-            with open(transcript_path, 'w') as f:
+            transcript_path = (
+                self.output_dir / "transcripts" / f"{title}_transcript.json"
+            )
+            with open(transcript_path, "w") as f:
                 json.dump(transcript_data, f, indent=2)
-            
+
             # Extract segments
             segments = self.extract_speaker_segments(transcript_data, audio_path, title)
-            
+
             # Organize reference clips
             reference_clips = self.organize_reference_clips(segments)
-            
+
             # Generate config
             config_path = self.output_dir / f"{title}_config.yaml"
             self.generate_config_yaml(reference_clips, str(config_path))
-            
+
             self.logger.info(f"✅ Processing complete for: {title}")
             return title, reference_clips
-            
+
         except Exception as e:
             self.logger.error(f"Processing failed: {e}")
             raise
@@ -618,42 +661,60 @@ async def process_youtube_url(self, url: str) -> Tuple[str, Dict[str, List[str]]
 
 def main():
     """CLI interface."""
-    parser = argparse.ArgumentParser(description="Data preparation for Qwen2.5-Omni speaker recognition")
-    subparsers = parser.add_subparsers(dest='command', help='Available commands')
-    
+    parser = argparse.ArgumentParser(
+        description="Data preparation for Qwen2.5-Omni speaker recognition"
+    )
+    subparsers = parser.add_subparsers(dest="command", help="Available commands")
+
     # Process command
-    process_parser = subparsers.add_parser('process', help='Process YouTube URL')
-    process_parser.add_argument('--url', required=True, help='YouTube URL')
-    process_parser.add_argument('--output-dir', default='data', help='Output directory')
-    process_parser.add_argument('--deepgram-key', help='Deepgram API key (or set DEEPGRAM_API_KEY env var)')
-    
+    process_parser = subparsers.add_parser("process", help="Process YouTube URL")
+    process_parser.add_argument("--url", required=True, help="YouTube URL")
+    process_parser.add_argument("--output-dir", default="data", help="Output directory")
+    process_parser.add_argument(
+        "--deepgram-key", help="Deepgram API key (or set DEEPGRAM_API_KEY env var)"
+    )
+
     # Extract references command
-    extract_parser = subparsers.add_parser('extract-refs', help='Extract reference clips from existing transcript')
-    extract_parser.add_argument('--transcript', required=True, help='Path to transcript JSON file')
-    extract_parser.add_argument('--audio', required=True, help='Path to corresponding audio file')
-    extract_parser.add_argument('--output-dir', default='data', help='Output directory')
-    
+    extract_parser = subparsers.add_parser(
+        "extract-refs", help="Extract reference clips from existing transcript"
+    )
+    extract_parser.add_argument(
+        "--transcript", required=True, help="Path to transcript JSON file"
+    )
+    extract_parser.add_argument(
+        "--audio", required=True, help="Path to corresponding audio file"
+    )
+    extract_parser.add_argument("--output-dir", default="data", help="Output directory")
+
     # Generate config command
-    config_parser = subparsers.add_parser('generate-config', help='Generate config.yaml from reference clips')
-    config_parser.add_argument('--data-dir', required=True, help='Data directory containing reference_clips/')
-    config_parser.add_argument('--output', default='config.yaml', help='Output config file')
-    
+    config_parser = subparsers.add_parser(
+        "generate-config", help="Generate config.yaml from reference clips"
+    )
+    config_parser.add_argument(
+        "--data-dir", required=True, help="Data directory containing reference_clips/"
+    )
+    config_parser.add_argument(
+        "--output", default="config.yaml", help="Output config file"
+    )
+
     args = parser.parse_args()
-    
+
     if not args.command:
         parser.print_help()
         return
-    
+
     # Get Deepgram API key
-    deepgram_key = args.deepgram_key or os.getenv('DEEPGRAM_API_KEY')
-    if not deepgram_key and args.command in ['process']:
-        print("Error: Deepgram API key required. Set DEEPGRAM_API_KEY env var or use --deepgram-key")
+    deepgram_key = args.deepgram_key or os.getenv("DEEPGRAM_API_KEY")
+    if not deepgram_key and args.command in ["process"]:
+        print(
+            "Error: Deepgram API key required. Set DEEPGRAM_API_KEY env var or use --deepgram-key"
+        )
         return
-    
-    if args.command == 'process':
+
+    if args.command == "process":
         # Process YouTube URL
         preparer = DataPreparer(deepgram_key, args.output_dir)
-        
+
         async def run_processing():
             title, reference_clips = await preparer.process_youtube_url(args.url)
             print(f"\\n✅ Processing complete!")
@@ -664,35 +725,37 @@ async def run_processing():
             print("\\nNext steps:")
             print("1. Review reference clips in reference_clips/ directory")
             print("2. Edit speaker names in the generated config.yaml")
-            print("3. Test with: uv run python qwen_speaker_diarizer.py transcribe --config config.yaml --audio test.wav")
-        
+            print(
+                "3. Test with: uv run python qwen_speaker_diarizer.py transcribe --config config.yaml --audio test.wav"
+            )
+
         asyncio.run(run_processing())
-    
-    elif args.command == 'extract-refs':
+
+    elif args.command == "extract-refs":
         # Extract references from existing transcript
         preparer = DataPreparer("dummy", args.output_dir)
-        
-        with open(args.transcript, 'r') as f:
+
+        with open(args.transcript, "r") as f:
             transcript_data = json.load(f)
-        
-        title = Path(args.transcript).stem.replace('_transcript', '')
+
+        title = Path(args.transcript).stem.replace("_transcript", "")
         segments = preparer.extract_speaker_segments(transcript_data, args.audio, title)
         reference_clips = preparer.organize_reference_clips(segments)
-        
+
         config_path = Path(args.output_dir) / f"{title}_config.yaml"
         preparer.generate_config_yaml(reference_clips, str(config_path))
-        
+
         print(f"✅ Reference clips extracted and config generated: {config_path}")
-    
-    elif args.command == 'generate-config':
+
+    elif args.command == "generate-config":
         # Generate config from existing reference clips
         data_dir = Path(args.data_dir)
         ref_clips_dir = data_dir / "reference_clips"
-        
+
         if not ref_clips_dir.exists():
             print(f"Error: reference_clips directory not found: {ref_clips_dir}")
             return
-        
+
         # Scan for speaker directories
         reference_clips = {}
         for speaker_dir in ref_clips_dir.iterdir():
@@ -701,16 +764,16 @@ async def run_processing():
                 audio_files = list(speaker_dir.glob("*.wav"))
                 if audio_files:
                     reference_clips[speaker_id] = [str(f) for f in audio_files]
-        
+
         if not reference_clips:
             print("Error: No reference clips found")
             return
-        
+
         preparer = DataPreparer("dummy", args.data_dir)
         preparer.generate_config_yaml(reference_clips, args.output)
-        
+
         print(f"✅ Config generated: {args.output}")
 
 
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/extras/speaker-omni-experimental/qwen_speaker_diarizer.py b/extras/speaker-omni-experimental/qwen_speaker_diarizer.py
index 528fb4a7..816a1b7c 100644
--- a/extras/speaker-omni-experimental/qwen_speaker_diarizer.py
+++ b/extras/speaker-omni-experimental/qwen_speaker_diarizer.py
@@ -25,7 +25,7 @@
 import tempfile
 import warnings
 from pathlib import Path
-from typing import Dict, List, Optional, Tuple, Any
+from typing import Any, Dict, List, Optional, Tuple
 
 import torch
 import yaml
@@ -33,22 +33,26 @@
 
 # Suppress warnings for cleaner output
 warnings.filterwarnings("ignore")
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger(__name__)
 
 
 class QwenSpeakerDiarizer:
     """
     Qwen2.5-Omni based speaker recognition and diarization system.
-    
+
     Supports enrollment-by-context for closed-set speaker identification
     with overlap-tolerant transcription and real name output.
     """
-    
-    def __init__(self, model_id: str = "Qwen/Qwen2.5-Omni-7B", device_map: str = "auto"):
+
+    def __init__(
+        self, model_id: str = "Qwen/Qwen2.5-Omni-7B", device_map: str = "auto"
+    ):
         """
         Initialize the Qwen2.5-Omni diarization system.
-        
+
         Args:
             model_id: Hugging Face model ID (7B or 3B variant)
             device_map: Device mapping for model loading
@@ -58,7 +62,7 @@ def __init__(self, model_id: str = "Qwen/Qwen2.5-Omni-7B", device_map: str = "au
         self.processor = None
         self.model = None
         self.enrolled_conversation = None
-        
+
         # System prompt for diarization-aware transcription
         self.SYSTEM_PROMPT = (
             "You are a diarization-aware transcriber. Use the *enrolled* voices below.\n"
@@ -69,40 +73,47 @@ def __init__(self, model_id: str = "Qwen/Qwen2.5-Omni-7B", device_map: str = "au
             "(3) Allow overlapping lines when people talk simultaneously. "
             "(4) Estimate coarse times; do not hallucinate content."
         )
-        
+
     def load_models(self):
         """Load Qwen2.5-Omni processor and model."""
         logger.info(f"Loading Qwen2.5-Omni model: {self.model_id}")
-        
+
         try:
             self.processor = Qwen2_5OmniProcessor.from_pretrained(self.model_id)
             self.model = Qwen2_5OmniForConditionalGeneration.from_pretrained(
                 self.model_id,
                 device_map=self.device_map,
                 torch_dtype=torch.bfloat16,
-                enable_audio_output=False  # Text-only generation to save VRAM
+                enable_audio_output=False,  # Text-only generation to save VRAM
             ).eval()
             logger.info("Models loaded successfully")
         except Exception as e:
             logger.error(f"Failed to load models: {e}")
             raise
-    
-    def build_enrollment_conversation(self, speaker_refs: Dict[str, List[str]]) -> List[Dict]:
+
+    def build_enrollment_conversation(
+        self, speaker_refs: Dict[str, List[str]]
+    ) -> List[Dict]:
         """
         Build enrollment conversation with reference audio clips.
-        
+
         Args:
             speaker_refs: Dict mapping speaker name -> list of reference audio paths
-            
+
         Returns:
             Conversation list for consistent speaker context
         """
-        conv = [{"role": "system", "content": [{"type": "text", "text": self.SYSTEM_PROMPT}]}]
-        
+        conv = [
+            {
+                "role": "system",
+                "content": [{"type": "text", "text": self.SYSTEM_PROMPT}],
+            }
+        ]
+
         # Enroll each speaker with their reference clips
         for name, paths in speaker_refs.items():
             logger.info(f"Enrolling speaker: {name} with {len(paths)} reference clips")
-            
+
             # Verify all reference files exist
             valid_paths = []
             for path in paths:
@@ -110,166 +121,196 @@ def build_enrollment_conversation(self, speaker_refs: Dict[str, List[str]]) -> L
                     valid_paths.append(path)
                 else:
                     logger.warning(f"Reference file not found: {path}")
-            
+
             if not valid_paths:
                 logger.error(f"No valid reference files for speaker: {name}")
                 continue
-                
-            conv.append({
-                "role": "user",
-                "content": [
-                    {"type": "text", "text": f"Reference voice: {name}"},
-                    *[{"type": "audio", "path": p} for p in valid_paths]
-                ]
-            })
-            conv.append({
-                "role": "assistant",
-                "content": [{"type": "text", "text": f"Registered {name}."}]
-            })
-        
+
+            conv.append(
+                {
+                    "role": "user",
+                    "content": [
+                        {"type": "text", "text": f"Reference voice: {name}"},
+                        *[{"type": "audio", "path": p} for p in valid_paths],
+                    ],
+                }
+            )
+            conv.append(
+                {
+                    "role": "assistant",
+                    "content": [{"type": "text", "text": f"Registered {name}."}],
+                }
+            )
+
         # Add format example
         conv += [
-            {"role": "user", "content": [{"type": "text", "text": "Format example only:"}]},
-            {"role": "assistant", "content": [{"type": "text", "text":
-                "<SEG t_start=0.00 t_end=1.10 speaker=Flowerin overlap=false> Hi! </SEG>\n"
-                "<SEG t_start=0.80 t_end=1.90 speaker=Brother overlap=true> Hey! </SEG>"}]}
+            {
+                "role": "user",
+                "content": [{"type": "text", "text": "Format example only:"}],
+            },
+            {
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "text",
+                        "text": "<SEG t_start=0.00 t_end=1.10 speaker=Flowerin overlap=false> Hi! </SEG>\n"
+                        "<SEG t_start=0.80 t_end=1.90 speaker=Brother overlap=true> Hey! </SEG>",
+                    }
+                ],
+            },
         ]
-        
+
         self.enrolled_conversation = conv
         logger.info(f"Enrollment complete for {len(speaker_refs)} speakers")
         return conv
-    
-    def chunk_audio(self, audio_path: str, chunk_duration: int = 30, overlap: int = 5) -> List[str]:
+
+    def chunk_audio(
+        self, audio_path: str, chunk_duration: int = 30, overlap: int = 5
+    ) -> List[str]:
         """
         Split long audio into overlapping chunks.
-        
+
         Args:
             audio_path: Path to audio file
             chunk_duration: Duration of each chunk in seconds
             overlap: Overlap duration in seconds
-            
+
         Returns:
             List of temporary chunk file paths
         """
         try:
             import soundfile as sf
-            
+
             audio_data, sample_rate = sf.read(audio_path)
             duration = len(audio_data) / sample_rate
-            
+
             if duration <= chunk_duration:
                 return [audio_path]  # No chunking needed
-            
+
             chunk_paths = []
             start_time = 0
-            
+
             while start_time < duration:
                 end_time = min(start_time + chunk_duration, duration)
-                
+
                 start_sample = int(start_time * sample_rate)
                 end_sample = int(end_time * sample_rate)
-                
+
                 chunk_data = audio_data[start_sample:end_sample]
-                
+
                 # Create temporary file for chunk
-                with tempfile.NamedTemporaryFile(suffix='.wav', delete=False) as temp_file:
+                with tempfile.NamedTemporaryFile(
+                    suffix=".wav", delete=False
+                ) as temp_file:
                     sf.write(temp_file.name, chunk_data, sample_rate)
                     chunk_paths.append(temp_file.name)
-                
+
                 start_time += chunk_duration - overlap
-                
+
                 if end_time >= duration:
                     break
-            
+
             logger.info(f"Audio chunked into {len(chunk_paths)} segments")
             return chunk_paths
-            
+
         except ImportError:
-            logger.error("soundfile library required for audio chunking. Install with: pip install soundfile")
+            logger.error(
+                "soundfile library required for audio chunking. Install with: pip install soundfile"
+            )
             return [audio_path]
         except Exception as e:
             logger.error(f"Failed to chunk audio: {e}")
             return [audio_path]
-    
-    def transcribe_with_names(self, audio_path: str, chunk_long_audio: bool = True) -> Tuple[str, List[Dict]]:
+
+    def transcribe_with_names(
+        self, audio_path: str, chunk_long_audio: bool = True
+    ) -> Tuple[str, List[Dict]]:
         """
         Transcribe audio with named speaker diarization.
-        
+
         Args:
             audio_path: Path to audio file
             chunk_long_audio: Whether to automatically chunk long audio files
-            
+
         Returns:
             Tuple of (transcript_text, updated_conversation)
         """
         if self.enrolled_conversation is None:
-            raise ValueError("No speakers enrolled. Call build_enrollment_conversation first.")
-        
+            raise ValueError(
+                "No speakers enrolled. Call build_enrollment_conversation first."
+            )
+
         if not Path(audio_path).exists():
             raise FileNotFoundError(f"Audio file not found: {audio_path}")
-        
+
         # Handle long audio by chunking
         if chunk_long_audio:
             chunk_paths = self.chunk_audio(audio_path)
         else:
             chunk_paths = [audio_path]
-        
+
         full_transcript = []
         conv = self.enrolled_conversation.copy()
-        
+
         try:
             for i, chunk_path in enumerate(chunk_paths):
                 logger.info(f"Processing chunk {i+1}/{len(chunk_paths)}")
-                
+
                 # Prepare conversation with current audio chunk
-                chunk_conv = conv + [{
-                    "role": "user",
-                    "content": [
-                        {"type": "audio", "path": chunk_path},
-                        {"type": "text", "text": "Transcribe with named diarization; keep IDs consistent with enrolled voices."}
-                    ],
-                }]
-                
+                chunk_conv = conv + [
+                    {
+                        "role": "user",
+                        "content": [
+                            {"type": "audio", "path": chunk_path},
+                            {
+                                "type": "text",
+                                "text": "Transcribe with named diarization; keep IDs consistent with enrolled voices.",
+                            },
+                        ],
+                    }
+                ]
+
                 # Apply chat template and generate
                 inputs = self.processor.apply_chat_template(
                     chunk_conv,
                     add_generation_prompt=True,
                     tokenize=True,
                     return_tensors="pt",
-                    padding=True
+                    padding=True,
                 ).to(self.model.device)
-                
+
                 # Generate text-only response
                 with torch.no_grad():
                     text_ids = self.model.generate(
                         **inputs,
                         max_new_tokens=1024,
                         do_sample=False,
-                        pad_token_id=self.processor.tokenizer.eos_token_id
+                        pad_token_id=self.processor.tokenizer.eos_token_id,
                     )
-                
+
                 # Decode response
                 response = self.processor.batch_decode(
-                    text_ids[:, inputs["input_ids"].size(1):],
-                    skip_special_tokens=True
+                    text_ids[:, inputs["input_ids"].size(1) :], skip_special_tokens=True
                 )[0].strip()
-                
+
                 # Append response to conversation for context preservation
-                conv.append({
-                    "role": "assistant",
-                    "content": [{"type": "text", "text": response}]
-                })
-                
+                conv.append(
+                    {
+                        "role": "assistant",
+                        "content": [{"type": "text", "text": response}],
+                    }
+                )
+
                 full_transcript.append(response)
-                
+
                 # Clean up temporary chunk files
                 if chunk_path != audio_path and Path(chunk_path).exists():
                     os.unlink(chunk_path)
-            
+
             # Combine transcripts from all chunks
             combined_transcript = "\n".join(full_transcript)
             return combined_transcript, conv
-            
+
         except Exception as e:
             logger.error(f"Transcription failed: {e}")
             # Clean up any remaining temp files
@@ -280,11 +321,13 @@ def transcribe_with_names(self, audio_path: str, chunk_long_audio: bool = True)
                     except:
                         pass
             raise
-    
-    def save_results(self, transcript: str, output_path: str, metadata: Optional[Dict] = None):
+
+    def save_results(
+        self, transcript: str, output_path: str, metadata: Optional[Dict] = None
+    ):
         """
         Save transcription results to file.
-        
+
         Args:
             transcript: Transcribed text with speaker segments
             output_path: Path to save results
@@ -294,133 +337,159 @@ def save_results(self, transcript: str, output_path: str, metadata: Optional[Dic
             "transcript": transcript,
             "model": self.model_id,
             "timestamp": str(Path().cwd()),
-            "metadata": metadata or {}
+            "metadata": metadata or {},
         }
-        
-        with open(output_path, 'w', encoding='utf-8') as f:
+
+        with open(output_path, "w", encoding="utf-8") as f:
             json.dump(results, f, indent=2, ensure_ascii=False)
-        
+
         logger.info(f"Results saved to: {output_path}")
 
 
 def load_config(config_path: str) -> Dict:
     """Load configuration from YAML file."""
-    with open(config_path, 'r', encoding='utf-8') as f:
+    with open(config_path, "r", encoding="utf-8") as f:
         return yaml.safe_load(f)
 
 
 def main():
     """Main CLI interface."""
-    parser = argparse.ArgumentParser(description="Qwen2.5-Omni Speaker Recognition & Diarization")
-    subparsers = parser.add_subparsers(dest='command', help='Available commands')
-    
+    parser = argparse.ArgumentParser(
+        description="Qwen2.5-Omni Speaker Recognition & Diarization"
+    )
+    subparsers = parser.add_subparsers(dest="command", help="Available commands")
+
     # Enroll command
-    enroll_parser = subparsers.add_parser('enroll', help='Enroll speakers from config')
-    enroll_parser.add_argument('--config', required=True, help='Configuration YAML file')
-    enroll_parser.add_argument('--model', default='Qwen/Qwen2.5-Omni-7B', help='Model ID (7B or 3B)')
-    
+    enroll_parser = subparsers.add_parser("enroll", help="Enroll speakers from config")
+    enroll_parser.add_argument(
+        "--config", required=True, help="Configuration YAML file"
+    )
+    enroll_parser.add_argument(
+        "--model", default="Qwen/Qwen2.5-Omni-7B", help="Model ID (7B or 3B)"
+    )
+
     # Transcribe command
-    transcribe_parser = subparsers.add_parser('transcribe', help='Transcribe audio with speaker names')
-    transcribe_parser.add_argument('--audio', required=True, help='Audio file to transcribe')
-    transcribe_parser.add_argument('--config', required=True, help='Configuration YAML file')
-    transcribe_parser.add_argument('--output', help='Output file path (optional)')
-    transcribe_parser.add_argument('--model', default='Qwen/Qwen2.5-Omni-7B', help='Model ID (7B or 3B)')
-    transcribe_parser.add_argument('--no-chunk', action='store_true', help='Disable automatic chunking')
-    
+    transcribe_parser = subparsers.add_parser(
+        "transcribe", help="Transcribe audio with speaker names"
+    )
+    transcribe_parser.add_argument(
+        "--audio", required=True, help="Audio file to transcribe"
+    )
+    transcribe_parser.add_argument(
+        "--config", required=True, help="Configuration YAML file"
+    )
+    transcribe_parser.add_argument("--output", help="Output file path (optional)")
+    transcribe_parser.add_argument(
+        "--model", default="Qwen/Qwen2.5-Omni-7B", help="Model ID (7B or 3B)"
+    )
+    transcribe_parser.add_argument(
+        "--no-chunk", action="store_true", help="Disable automatic chunking"
+    )
+
     # Batch command
-    batch_parser = subparsers.add_parser('batch', help='Batch process multiple audio files')
-    batch_parser.add_argument('--input-dir', required=True, help='Directory containing audio files')
-    batch_parser.add_argument('--config', required=True, help='Configuration YAML file')
-    batch_parser.add_argument('--output-dir', default='./output', help='Output directory')
-    batch_parser.add_argument('--model', default='Qwen/Qwen2.5-Omni-7B', help='Model ID (7B or 3B)')
-    
+    batch_parser = subparsers.add_parser(
+        "batch", help="Batch process multiple audio files"
+    )
+    batch_parser.add_argument(
+        "--input-dir", required=True, help="Directory containing audio files"
+    )
+    batch_parser.add_argument("--config", required=True, help="Configuration YAML file")
+    batch_parser.add_argument(
+        "--output-dir", default="./output", help="Output directory"
+    )
+    batch_parser.add_argument(
+        "--model", default="Qwen/Qwen2.5-Omni-7B", help="Model ID (7B or 3B)"
+    )
+
     args = parser.parse_args()
-    
+
     if not args.command:
         parser.print_help()
         return
-    
+
     # Load configuration
     config = load_config(args.config)
-    speaker_refs = config.get('speakers', {})
-    
+    speaker_refs = config.get("speakers", {})
+
     if not speaker_refs:
         logger.error("No speakers configured in config file")
         return
-    
+
     # Initialize diarizer
     diarizer = QwenSpeakerDiarizer(model_id=args.model)
     diarizer.load_models()
-    
-    if args.command == 'enroll':
+
+    if args.command == "enroll":
         # Build enrollment conversation
         conv = diarizer.build_enrollment_conversation(speaker_refs)
         logger.info("Speaker enrollment completed successfully")
-        
-    elif args.command == 'transcribe':
+
+    elif args.command == "transcribe":
         # Enroll speakers and transcribe single audio
         diarizer.build_enrollment_conversation(speaker_refs)
-        
+
         transcript, _ = diarizer.transcribe_with_names(
-            args.audio,
-            chunk_long_audio=not args.no_chunk
+            args.audio, chunk_long_audio=not args.no_chunk
         )
-        
-        print("\n" + "="*50)
+
+        print("\n" + "=" * 50)
         print("TRANSCRIPTION RESULT:")
-        print("="*50)
+        print("=" * 50)
         print(transcript)
-        print("="*50 + "\n")
-        
+        print("=" * 50 + "\n")
+
         # Save results if output path specified
         if args.output:
             diarizer.save_results(
                 transcript,
                 args.output,
-                {"audio_file": args.audio, "config": args.config}
+                {"audio_file": args.audio, "config": args.config},
             )
-    
-    elif args.command == 'batch':
+
+    elif args.command == "batch":
         # Batch process multiple files
         input_dir = Path(args.input_dir)
         output_dir = Path(args.output_dir)
         output_dir.mkdir(exist_ok=True)
-        
+
         # Find audio files
-        audio_extensions = {'.wav', '.mp3', '.flac', '.m4a', '.ogg'}
-        audio_files = [f for f in input_dir.iterdir() 
-                      if f.is_file() and f.suffix.lower() in audio_extensions]
-        
+        audio_extensions = {".wav", ".mp3", ".flac", ".m4a", ".ogg"}
+        audio_files = [
+            f
+            for f in input_dir.iterdir()
+            if f.is_file() and f.suffix.lower() in audio_extensions
+        ]
+
         if not audio_files:
             logger.error(f"No audio files found in {input_dir}")
             return
-        
+
         logger.info(f"Found {len(audio_files)} audio files to process")
-        
+
         # Enroll speakers once
         diarizer.build_enrollment_conversation(speaker_refs)
-        
+
         # Process each file
         for audio_file in audio_files:
             logger.info(f"Processing: {audio_file.name}")
-            
+
             try:
                 transcript, _ = diarizer.transcribe_with_names(str(audio_file))
-                
+
                 # Save results
                 output_file = output_dir / f"{audio_file.stem}_transcript.json"
                 diarizer.save_results(
                     transcript,
                     str(output_file),
-                    {"audio_file": str(audio_file), "config": args.config}
+                    {"audio_file": str(audio_file), "config": args.config},
                 )
-                
+
             except Exception as e:
                 logger.error(f"Failed to process {audio_file.name}: {e}")
                 continue
-        
+
         logger.info(f"Batch processing complete. Results saved to {output_dir}")
 
 
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/extras/speaker-recognition/laptop_client.py b/extras/speaker-recognition/laptop_client.py
index 53ff7c09..13815a92 100644
--- a/extras/speaker-recognition/laptop_client.py
+++ b/extras/speaker-recognition/laptop_client.py
@@ -38,30 +38,32 @@
 from easy_audio_interfaces.filesystem.filesystem_interfaces import LocalFileSink
 
 # Set up logging
-logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s"
+)
 logger = logging.getLogger("laptop_client")
 
 
 class SpeakerClient:
     """Client for speaker recognition service with microphone recording."""
-    
+
     def __init__(self, service_url: str = "http://localhost:8001"):
         self.service_url = service_url.rstrip("/")
         self.session: Optional[aiohttp.ClientSession] = None
-    
+
     async def __aenter__(self):
         self.session = aiohttp.ClientSession()
         return self
-    
+
     async def __aexit__(self, exc_type, exc_val, exc_tb):
         if self.session:
             await self.session.close()
-    
+
     async def _request(self, method: str, endpoint: str, **kwargs):
         """Make HTTP request to speaker service."""
         if not self.session:
             raise RuntimeError("Client not initialized")
-        
+
         url = f"{self.service_url}{endpoint}"
         try:
             async with self.session.request(method, url, **kwargs) as response:
@@ -72,29 +74,28 @@ async def _request(self, method: str, endpoint: str, **kwargs):
                     raise Exception(f"HTTP {response.status}: {error_text}")
         except aiohttp.ClientError as e:
             raise Exception(f"Connection error: {e}")
-    
+
     async def health_check(self):
         """Check service health."""
         health_response = await self._request("GET", "/health")
         logger.info(f"Health check response: {health_response}")
         return health_response
-    
+
     async def enroll_speaker(self, speaker_id: str, speaker_name: str, audio_path: str):
         """Enroll a speaker from audio file by uploading it."""
         if not self.session:
             raise RuntimeError("Client not initialized")
-        
+
         # Prepare query parameters
-        params = {
-            "speaker_id": speaker_id,
-            "speaker_name": speaker_name
-        }
-        
+        params = {"speaker_id": speaker_id, "speaker_name": speaker_name}
+
         # Prepare file upload
-        with open(audio_path, 'rb') as f:
+        with open(audio_path, "rb") as f:
             data = aiohttp.FormData()
-            data.add_field('file', f, filename='recording.wav', content_type='audio/wav')
-            
+            data.add_field(
+                "file", f, filename="recording.wav", content_type="audio/wav"
+            )
+
             url = f"{self.service_url}/enroll/upload"
             async with self.session.post(url, params=params, data=data) as response:
                 if response.status == 200:
@@ -102,17 +103,19 @@ async def enroll_speaker(self, speaker_id: str, speaker_name: str, audio_path: s
                 else:
                     error_text = await response.text()
                     raise Exception(f"HTTP {response.status}: {error_text}")
-    
+
     async def identify_speaker(self, audio_path: str) -> dict[str, Any]:
         """Identify speaker from audio file by uploading it."""
         if not self.session:
             raise RuntimeError("Client not initialized")
-        
+
         # Prepare file upload
-        with open(audio_path, 'rb') as f:
+        with open(audio_path, "rb") as f:
             data = aiohttp.FormData()
-            data.add_field('file', f, filename='recording.wav', content_type='audio/wav')
-            
+            data.add_field(
+                "file", f, filename="recording.wav", content_type="audio/wav"
+            )
+
             url = f"{self.service_url}/identify/upload"
             async with self.session.post(url, data=data) as response:
                 if response.status == 200:
@@ -120,42 +123,47 @@ async def identify_speaker(self, audio_path: str) -> dict[str, Any]:
                 else:
                     error_text = await response.text()
                     raise Exception(f"HTTP {response.status}: {error_text}")
-    
+
     async def verify_speaker(self, speaker_id: str, audio_path: str):
         """Verify if audio matches specific speaker by uploading it."""
         # For now, copy file to a shared location accessible by Docker
         # TODO: Add /verify/upload endpoint to speaker service
         import shutil
+
         shared_path = f"/tmp/audio_upload_{Path(audio_path).name}"
         shutil.copy2(audio_path, shared_path)
-        
-        data = {
-            "speaker_id": speaker_id,
-            "audio_path": shared_path
-        }
+
+        data = {"speaker_id": speaker_id, "audio_path": shared_path}
         result = await self._request("POST", "/verify", json=data)
-        
+
         # Clean up shared file
         Path(shared_path).unlink(missing_ok=True)
         return result
-    
-    async def diarize_audio(self, audio_path: str, min_duration: Optional[float] = None, max_speakers: Optional[int] = None) -> dict[str, Any]:
+
+    async def diarize_audio(
+        self,
+        audio_path: str,
+        min_duration: Optional[float] = None,
+        max_speakers: Optional[int] = None,
+    ) -> dict[str, Any]:
         """Perform speaker diarization on audio file by uploading it."""
         if not self.session:
             raise RuntimeError("Client not initialized")
-        
+
         # Prepare query parameters
         params = {}
         if min_duration is not None:
             params["min_duration"] = min_duration
         if max_speakers is not None:
             params["max_speakers"] = max_speakers
-        
+
         # Prepare file upload
-        with open(audio_path, 'rb') as f:
+        with open(audio_path, "rb") as f:
             data = aiohttp.FormData()
-            data.add_field('file', f, filename='recording.wav', content_type='audio/wav')
-            
+            data.add_field(
+                "file", f, filename="recording.wav", content_type="audio/wav"
+            )
+
             url = f"{self.service_url}/diarize/upload"
             async with self.session.post(url, params=params, data=data) as response:
                 if response.status == 200:
@@ -163,12 +171,12 @@ async def diarize_audio(self, audio_path: str, min_duration: Optional[float] = N
                 else:
                     error_text = await response.text()
                     raise Exception(f"HTTP {response.status}: {error_text}")
-    
+
     async def list_speakers(self):
         """List all enrolled speakers."""
         result = await self._request("GET", "/speakers")
         return result.get("speakers", [])
-    
+
     async def remove_speaker(self, speaker_id: str):
         """Remove an enrolled speaker."""
         return await self._request("DELETE", f"/speakers/{speaker_id}")
@@ -180,26 +188,26 @@ async def record_audio(duration: float, sample_rate: int = 16000) -> str:
     temp_file = tempfile.NamedTemporaryFile(delete=False, suffix=".wav")
     temp_path = temp_file.name
     temp_file.close()
-    
+
     logger.info(f"Recording {duration} seconds of audio...")
     logger.info("Speak now! (Press Ctrl+C to stop recording early)")
-    
+
     mic = None
     sink = None
-    
+
     try:
         mic = InputMicStream(sample_rate=sample_rate)
         sink = LocalFileSink(temp_path, sample_rate=sample_rate, channels=1)
-        
+
         await mic.open()
         await sink.open()
-        
+
         # Record for specified duration
         start_time = asyncio.get_event_loop().time()
         try:
             async for chunk in mic.iter_frames():
                 await sink.write(chunk)
-                
+
                 # Check if duration elapsed
                 elapsed = asyncio.get_event_loop().time() - start_time
                 if elapsed >= duration:
@@ -207,16 +215,16 @@ async def record_audio(duration: float, sample_rate: int = 16000) -> str:
         except KeyboardInterrupt:
             elapsed = asyncio.get_event_loop().time() - start_time
             logger.info(f"Recording stopped by user after {elapsed:.1f} seconds")
-        
+
         # Properly close streams
         if sink:
             await sink.close()
         if mic:
             await mic.close()
-        
+
         logger.info(f"Recording complete. Saved to: {temp_path}")
         return temp_path
-        
+
     except Exception as e:
         # Properly close streams on error
         if sink:
@@ -229,7 +237,7 @@ async def record_audio(duration: float, sample_rate: int = 16000) -> str:
                 await mic.close()
             except:
                 pass
-        
+
         # Clean up on error
         Path(temp_path).unlink(missing_ok=True)
         raise e
@@ -238,6 +246,7 @@ async def record_audio(duration: float, sample_rate: int = 16000) -> str:
 def save_audio(temp_path: str, save_path: str):
     """Save recorded audio to specified path."""
     import shutil
+
     save_path_obj = Path(save_path)
     save_path_obj.parent.mkdir(parents=True, exist_ok=True)
     shutil.copy2(temp_path, save_path_obj)
@@ -247,7 +256,7 @@ def save_audio(temp_path: str, save_path: str):
 async def cmd_enroll(args):
     """Enroll a new speaker."""
     logger.info(f"Enrolling speaker: {args.speaker_name} (ID: {args.speaker_id})")
-    
+
     # Determine audio source
     if args.from_file:
         # Use existing file
@@ -261,30 +270,38 @@ async def cmd_enroll(args):
         # Record audio from microphone
         audio_path = await record_audio(args.duration)
         cleanup_audio = True
-    
+
     try:
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # Enroll speaker
-            result = await client.enroll_speaker(args.speaker_id, args.speaker_name, audio_path)
+            result = await client.enroll_speaker(
+                args.speaker_id, args.speaker_name, audio_path
+            )
             logger.info(f"Server response: {result}")
-            
+
             # Check for success - server returns {"updated": bool, "speaker_id": str}
             if "speaker_id" in result:
                 updated = result.get("updated", False)
                 if updated:
-                    logger.info(f"✅ Successfully updated existing speaker: {args.speaker_name}")
+                    logger.info(
+                        f"✅ Successfully updated existing speaker: {args.speaker_name}"
+                    )
                 else:
-                    logger.info(f"✅ Successfully enrolled new speaker: {args.speaker_name}")
-                
+                    logger.info(
+                        f"✅ Successfully enrolled new speaker: {args.speaker_name}"
+                    )
+
                 # Save audio if requested (only for recorded audio)
                 if cleanup_audio and args.save_file:
                     save_audio(audio_path, args.save_file)
             else:
-                logger.error(f"❌ Failed to enroll speaker - unexpected response: {result}")
-                
+                logger.error(
+                    f"❌ Failed to enroll speaker - unexpected response: {result}"
+                )
+
     except Exception as e:
         logger.error(f"Error during enrollment: {e}")
     finally:
@@ -296,30 +313,32 @@ async def cmd_enroll(args):
 async def cmd_identify(args):
     """Identify a speaker from microphone."""
     logger.info("Recording audio for speaker identification...")
-    
+
     # Record audio
     audio_path = await record_audio(args.duration)
-    
+
     try:
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # Identify speaker
             result = await client.identify_speaker(audio_path)
-            
+
             if result.get("identified"):
                 speaker = result.get("speaker", {})
                 score = result.get("score", 0.0)
-                logger.info(f"✅ Identified speaker: {speaker.get('name', 'Unknown')} (ID: {speaker.get('id', 'Unknown')}) - Score: {score:.3f}")
+                logger.info(
+                    f"✅ Identified speaker: {speaker.get('name', 'Unknown')} (ID: {speaker.get('id', 'Unknown')}) - Score: {score:.3f}"
+                )
             else:
                 score = result.get("score", 0.0)
                 logger.info(f"❓ Speaker not recognized - Score: {score:.3f}")
-            
+
             # Save audio if requested
             if args.save_file:
                 save_audio(audio_path, args.save_file)
-                
+
     except Exception as e:
         logger.error(f"Error during identification: {e}")
     finally:
@@ -330,30 +349,32 @@ async def cmd_identify(args):
 async def cmd_verify(args):
     """Verify if audio matches a specific speaker."""
     logger.info(f"Recording audio for verification against speaker: {args.speaker_id}")
-    
+
     # Record audio
     audio_path = await record_audio(args.duration)
-    
+
     try:
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # Verify speaker
             result = await client.verify_speaker(args.speaker_id, audio_path)
-            
+
             match = result.get("match", False)
             score = result.get("score", 0.0)
-            
+
             if match:
                 logger.info(f"✅ Voice matches {args.speaker_id} - Score: {score:.3f}")
             else:
-                logger.info(f"❌ Voice does not match {args.speaker_id} - Score: {score:.3f}")
-            
+                logger.info(
+                    f"❌ Voice does not match {args.speaker_id} - Score: {score:.3f}"
+                )
+
             # Save audio if requested
             if args.save_file:
                 save_audio(audio_path, args.save_file)
-                
+
     except Exception as e:
         logger.error(f"Error during verification: {e}")
     finally:
@@ -367,19 +388,19 @@ async def cmd_list(args):
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # List speakers
             speakers_dict = await client.list_speakers()
             logger.info(f"Server response: {speakers_dict}")
-            
+
             if speakers_dict:
                 logger.info(f"📋 Enrolled speakers ({len(speakers_dict)}):")
                 for speaker_id, speaker_data in speakers_dict.items():
-                    name = speaker_data.get('name', 'Unknown')
+                    name = speaker_data.get("name", "Unknown")
                     logger.info(f"  • {name} (ID: {speaker_id})")
             else:
                 logger.info("📋 No speakers enrolled")
-                
+
     except Exception as e:
         logger.error(f"Error listing speakers: {e}")
 
@@ -387,20 +408,20 @@ async def cmd_list(args):
 async def cmd_remove(args):
     """Remove an enrolled speaker."""
     logger.info(f"Removing speaker: {args.speaker_id}")
-    
+
     try:
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # Remove speaker
             result = await client.remove_speaker(args.speaker_id)
-            
+
             if result.get("deleted"):
                 logger.info(f"✅ Successfully removed speaker: {args.speaker_id}")
             else:
                 logger.error(f"❌ Failed to remove speaker: {args.speaker_id}")
-                
+
     except Exception as e:
         logger.error(f"Error removing speaker: {e}")
 
@@ -408,7 +429,7 @@ async def cmd_remove(args):
 async def cmd_diarize(args):
     """Perform speaker diarization on audio."""
     logger.info("Recording audio for speaker diarization...")
-    
+
     # Determine audio source
     if args.from_file:
         # Use existing file
@@ -422,49 +443,55 @@ async def cmd_diarize(args):
         # Record audio from microphone
         audio_path = await record_audio(args.duration)
         cleanup_audio = True
-    
+
     try:
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # Perform diarization
             result = await client.diarize_audio(
-                audio_path, 
+                audio_path,
                 min_duration=args.min_duration,
-                max_speakers=args.max_speakers
+                max_speakers=args.max_speakers,
             )
-            
+
             # Display results
             segments = result.get("segments", [])
             summary = result.get("summary", {})
-            
+
             logger.info(f"🎯 Diarization Results:")
-            logger.info(f"   Total duration: {summary.get('total_duration', 0):.2f} seconds")
+            logger.info(
+                f"   Total duration: {summary.get('total_duration', 0):.2f} seconds"
+            )
             logger.info(f"   Number of speakers: {summary.get('num_speakers', 0)}")
             logger.info(f"   Number of segments: {summary.get('num_segments', 0)}")
-            
+
             # Show speaker statistics
             speaker_stats = summary.get("speaker_stats", {})
             if speaker_stats:
                 logger.info(f"\n📊 Speaker Statistics:")
                 for speaker_id, stats in speaker_stats.items():
-                    logger.info(f"   {speaker_id}: {stats['total_duration']}s ({stats['percentage']}%) - {stats['segment_count']} segments")
-            
+                    logger.info(
+                        f"   {speaker_id}: {stats['total_duration']}s ({stats['percentage']}%) - {stats['segment_count']} segments"
+                    )
+
             # Show detailed timeline if requested
             if args.show_timeline:
                 logger.info(f"\n⏰ Timeline:")
                 for segment in segments:
-                    start = segment['start']
-                    end = segment['end']
-                    speaker = segment['speaker']
-                    duration = segment['duration']
-                    logger.info(f"   {start:6.2f}s - {end:6.2f}s ({duration:5.2f}s): {speaker}")
-            
+                    start = segment["start"]
+                    end = segment["end"]
+                    speaker = segment["speaker"]
+                    duration = segment["duration"]
+                    logger.info(
+                        f"   {start:6.2f}s - {end:6.2f}s ({duration:5.2f}s): {speaker}"
+                    )
+
             # Save audio if requested (only for recorded audio)
             if cleanup_audio and args.save_file:
                 save_audio(audio_path, args.save_file)
-                
+
     except Exception as e:
         logger.error(f"Error during diarization: {e}")
     finally:
@@ -478,66 +505,115 @@ def main():
     parser = argparse.ArgumentParser(
         description="Speaker Recognition Laptop Client",
         epilog="Examples:\n"
-               "  python laptop_client.py enroll --speaker-id john --speaker-name 'John Doe' --duration 10\n"
-               "  python laptop_client.py enroll --speaker-id john --speaker-name 'John Doe' --from-file audio.wav\n"
-               "  python laptop_client.py identify --duration 5 --save-file identification.wav\n"
-               "  python laptop_client.py verify --speaker-id john --duration 3\n"
-               "  python laptop_client.py diarize --duration 15 --show-timeline\n"
-               "  python laptop_client.py diarize --from-file meeting.wav --max-speakers 3\n"
-               "  python laptop_client.py list\n"
-               "  python laptop_client.py remove --speaker-id john",
-        formatter_class=argparse.RawDescriptionHelpFormatter
+        "  python laptop_client.py enroll --speaker-id john --speaker-name 'John Doe' --duration 10\n"
+        "  python laptop_client.py enroll --speaker-id john --speaker-name 'John Doe' --from-file audio.wav\n"
+        "  python laptop_client.py identify --duration 5 --save-file identification.wav\n"
+        "  python laptop_client.py verify --speaker-id john --duration 3\n"
+        "  python laptop_client.py diarize --duration 15 --show-timeline\n"
+        "  python laptop_client.py diarize --from-file meeting.wav --max-speakers 3\n"
+        "  python laptop_client.py list\n"
+        "  python laptop_client.py remove --speaker-id john",
+        formatter_class=argparse.RawDescriptionHelpFormatter,
     )
-    
+
     parser.add_argument(
         "--service-url",
         default="http://localhost:8005",
-        help="Speaker recognition service URL (default: http://localhost:8005)"
+        help="Speaker recognition service URL (default: http://localhost:8005)",
     )
-    
+
     subparsers = parser.add_subparsers(dest="command", help="Available commands")
-    
+
     # Enroll command
     enroll_parser = subparsers.add_parser("enroll", help="Enroll a new speaker")
     enroll_parser.add_argument("--speaker-id", required=True, help="Unique speaker ID")
-    enroll_parser.add_argument("--speaker-name", required=True, help="Speaker display name")
-    enroll_parser.add_argument("--duration", type=float, default=10.0, help="Recording duration in seconds (default: 10)")
-    enroll_parser.add_argument("--from-file", help="Enroll from existing audio file instead of recording")
-    enroll_parser.add_argument("--save-file", help="Save recorded audio to specified file path")
-    
+    enroll_parser.add_argument(
+        "--speaker-name", required=True, help="Speaker display name"
+    )
+    enroll_parser.add_argument(
+        "--duration",
+        type=float,
+        default=10.0,
+        help="Recording duration in seconds (default: 10)",
+    )
+    enroll_parser.add_argument(
+        "--from-file", help="Enroll from existing audio file instead of recording"
+    )
+    enroll_parser.add_argument(
+        "--save-file", help="Save recorded audio to specified file path"
+    )
+
     # Identify command
     identify_parser = subparsers.add_parser("identify", help="Identify a speaker")
-    identify_parser.add_argument("--duration", type=float, default=5.0, help="Recording duration in seconds (default: 5)")
-    identify_parser.add_argument("--save-file", help="Save recorded audio to specified file path")
-    
+    identify_parser.add_argument(
+        "--duration",
+        type=float,
+        default=5.0,
+        help="Recording duration in seconds (default: 5)",
+    )
+    identify_parser.add_argument(
+        "--save-file", help="Save recorded audio to specified file path"
+    )
+
     # Verify command
     verify_parser = subparsers.add_parser("verify", help="Verify a specific speaker")
-    verify_parser.add_argument("--speaker-id", required=True, help="Speaker ID to verify against")
-    verify_parser.add_argument("--duration", type=float, default=3.0, help="Recording duration in seconds (default: 3)")
-    verify_parser.add_argument("--save-file", help="Save recorded audio to specified file path")
-    
+    verify_parser.add_argument(
+        "--speaker-id", required=True, help="Speaker ID to verify against"
+    )
+    verify_parser.add_argument(
+        "--duration",
+        type=float,
+        default=3.0,
+        help="Recording duration in seconds (default: 3)",
+    )
+    verify_parser.add_argument(
+        "--save-file", help="Save recorded audio to specified file path"
+    )
+
     # List command
     list_parser = subparsers.add_parser("list", help="List enrolled speakers")
-    
+
     # Remove command
     remove_parser = subparsers.add_parser("remove", help="Remove an enrolled speaker")
-    remove_parser.add_argument("--speaker-id", required=True, help="Speaker ID to remove")
-    
+    remove_parser.add_argument(
+        "--speaker-id", required=True, help="Speaker ID to remove"
+    )
+
     # Diarize command
-    diarize_parser = subparsers.add_parser("diarize", help="Perform speaker diarization on audio")
-    diarize_parser.add_argument("--duration", type=float, default=10.0, help="Recording duration in seconds (default: 10)")
-    diarize_parser.add_argument("--from-file", help="Perform diarization on existing audio file instead of recording")
-    diarize_parser.add_argument("--min-duration", type=float, help="Minimum duration of a segment in seconds")
-    diarize_parser.add_argument("--max-speakers", type=int, help="Maximum number of speakers to detect")
-    diarize_parser.add_argument("--show-timeline", action="store_true", help="Show detailed timeline of segments")
-    diarize_parser.add_argument("--save-file", help="Save diarized audio to specified file path")
-    
+    diarize_parser = subparsers.add_parser(
+        "diarize", help="Perform speaker diarization on audio"
+    )
+    diarize_parser.add_argument(
+        "--duration",
+        type=float,
+        default=10.0,
+        help="Recording duration in seconds (default: 10)",
+    )
+    diarize_parser.add_argument(
+        "--from-file",
+        help="Perform diarization on existing audio file instead of recording",
+    )
+    diarize_parser.add_argument(
+        "--min-duration", type=float, help="Minimum duration of a segment in seconds"
+    )
+    diarize_parser.add_argument(
+        "--max-speakers", type=int, help="Maximum number of speakers to detect"
+    )
+    diarize_parser.add_argument(
+        "--show-timeline",
+        action="store_true",
+        help="Show detailed timeline of segments",
+    )
+    diarize_parser.add_argument(
+        "--save-file", help="Save diarized audio to specified file path"
+    )
+
     args = parser.parse_args()
-    
+
     if not args.command:
         parser.print_help()
         return
-    
+
     # Run the appropriate command
     try:
         if args.command == "enroll":
@@ -559,4 +635,4 @@ def main():
 
 
 if __name__ == "__main__":
-    main() 
\ No newline at end of file
+    main()
diff --git a/extras/speaker-recognition/scripts/enroll_from_backup.py b/extras/speaker-recognition/scripts/enroll_from_backup.py
index dd818b01..d641a653 100755
--- a/extras/speaker-recognition/scripts/enroll_from_backup.py
+++ b/extras/speaker-recognition/scripts/enroll_from_backup.py
@@ -2,7 +2,7 @@
 """
 Script to enroll all speakers from the backup directory.
 
-This script reads the backup speaker data and re-enrolls all speakers 
+This script reads the backup speaker data and re-enrolls all speakers
 using the /enroll/batch endpoint.
 """
 
@@ -18,8 +18,7 @@
 
 # Configure logging
 logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s [%(levelname)s] %(name)s: %(message)s'
+    level=logging.INFO, format="%(asctime)s [%(levelname)s] %(name)s: %(message)s"
 )
 log = logging.getLogger(__name__)
 
@@ -30,51 +29,52 @@
 TIMEOUT = 300  # 5 minutes per enrollment
 
 
-async def enroll_speaker_from_backup(session: aiohttp.ClientSession, speaker_dir: Path) -> bool:
+async def enroll_speaker_from_backup(
+    session: aiohttp.ClientSession, speaker_dir: Path
+) -> bool:
     """Enroll a single speaker from backup directory."""
-    
+
     try:
         # Extract speaker info from directory name
         speaker_id = speaker_dir.name
-        
+
         # Extract speaker name from ID (remove user_1_ prefix and timestamp suffix)
         speaker_name = speaker_id.replace("user_1_", "").rsplit("_", 1)[0]
-        
+
         log.info(f"Enrolling speaker: {speaker_name} (ID: {speaker_id})")
-        
+
         # Find all WAV files in the directory
         audio_files = list(speaker_dir.glob("*.wav"))
-        
+
         if not audio_files:
             log.error(f"No WAV files found for {speaker_name}, skipping")
             return False
-        
+
         log.info(f"  Found {len(audio_files)} audio file(s)")
         for audio_file in audio_files:
             log.info(f"    - {audio_file.name}")
-    
-        
+
         # Prepare multipart form data
         form_data = aiohttp.FormData()
-        form_data.add_field('speaker_id', speaker_id)
-        form_data.add_field('speaker_name', speaker_name)
-        
+        form_data.add_field("speaker_id", speaker_id)
+        form_data.add_field("speaker_name", speaker_name)
+
         # Add all audio files
         for audio_path in audio_files:
-            with open(audio_path, 'rb') as f:
+            with open(audio_path, "rb") as f:
                 form_data.add_field(
-                    'files', 
-                    f.read(), 
+                    "files",
+                    f.read(),
                     filename=audio_path.name,
-                    content_type='audio/wav'
+                    content_type="audio/wav",
                 )
-        
+
         # Send enrollment request
         log.info(f"Sending enrollment request for {speaker_name}...")
         async with session.post(
             f"{API_BASE_URL}/enroll/batch",
             data=form_data,
-            timeout=aiohttp.ClientTimeout(total=TIMEOUT)
+            timeout=aiohttp.ClientTimeout(total=TIMEOUT),
         ) as response:
             if response.status == 200:
                 result = await response.json()
@@ -82,9 +82,11 @@ async def enroll_speaker_from_backup(session: aiohttp.ClientSession, speaker_dir
                 return True
             else:
                 error_text = await response.text()
-                log.error(f"❌ Failed to enroll {speaker_name} (HTTP {response.status}): {error_text}")
+                log.error(
+                    f"❌ Failed to enroll {speaker_name} (HTTP {response.status}): {error_text}"
+                )
                 return False
-                
+
     except Exception as e:
         log.error(f"❌ Error enrolling {speaker_dir.name}: {e}")
         return False
@@ -112,34 +114,34 @@ async def main():
     log.info("Starting speaker enrollment from backup directory")
     log.info(f"Backup directory: {BACKUP_DIR}")
     log.info(f"Enrollment audio directory: {ENROLLMENT_AUDIO_DIR}")
-    
+
     # Check if backup directory exists
     if not ENROLLMENT_AUDIO_DIR.exists():
         log.error(f"Backup directory not found: {ENROLLMENT_AUDIO_DIR}")
         return 1
-    
+
     # Check service health
     log.info("Checking speaker service health...")
     if not await check_service_health():
         log.error("Speaker service is not healthy, aborting")
         return 1
-    
+
     # Find all speaker directories
     speaker_dirs = []
     for item in ENROLLMENT_AUDIO_DIR.iterdir():
         if item.is_dir() and item.name.startswith("user_1_"):
             speaker_dirs.append(item)
-    
+
     if not speaker_dirs:
         log.error("No speaker directories found in backup")
         return 1
-    
+
     log.info(f"Found {len(speaker_dirs)} speakers to enroll")
-    
+
     # Enroll each speaker
     success_count = 0
     failed_count = 0
-    
+
     async with aiohttp.ClientSession() as session:
         for speaker_dir in sorted(speaker_dirs):
             success = await enroll_speaker_from_backup(session, speaker_dir)
@@ -147,10 +149,10 @@ async def main():
                 success_count += 1
             else:
                 failed_count += 1
-            
+
             # Small delay between enrollments
             await asyncio.sleep(1)
-    
+
     # Summary
     log.info(f"\n{'='*50}")
     log.info(f"Enrollment Summary:")
@@ -158,7 +160,7 @@ async def main():
     log.info(f"  Failed: {failed_count}")
     log.info(f"  Total: {len(speaker_dirs)}")
     log.info(f"{'='*50}")
-    
+
     if failed_count > 0:
         log.warning("Some enrollments failed. Check logs above for details.")
         return 1
@@ -176,4 +178,4 @@ async def main():
         sys.exit(1)
     except Exception as e:
         log.error(f"Unexpected error: {e}")
-        sys.exit(1)
\ No newline at end of file
+        sys.exit(1)
diff --git a/extras/speaker-recognition/scripts/enroll_speaker.py b/extras/speaker-recognition/scripts/enroll_speaker.py
index f73e4634..fd697a4b 100755
--- a/extras/speaker-recognition/scripts/enroll_speaker.py
+++ b/extras/speaker-recognition/scripts/enroll_speaker.py
@@ -5,36 +5,39 @@
 Usage:
     # Enroll from single audio file
     python enroll_speaker.py --file my_voice.wav --id ankush --name "Ankush"
-    
+
     # Enroll from multiple files (better accuracy)
     python enroll_speaker.py --files voice1.wav voice2.wav voice3.wav --id ankush --name "Ankush"
-    
+
     # Enroll from directory of audio files
     python enroll_speaker.py --dir ~/voice_samples/ --id ankush --name "Ankush"
-    
+
     # Enroll from YouTube video with timestamp
     python enroll_speaker.py --youtube "https://youtube.com/watch?v=..." --start 10 --end 60 --id ankush --name "Ankush"
-    
+
     # List enrolled speakers
     python enroll_speaker.py --list
-    
+
     # Delete a speaker
     python enroll_speaker.py --delete ankush
 """
 
 import argparse
+import json
+import logging
 import os
+import subprocess
 import sys
-import requests
-import json
 import tempfile
 from pathlib import Path
 from typing import List, Optional, Tuple
-import subprocess
-import logging
+
+import requests
 
 # Configure logging
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger(__name__)
 
 # Default speaker service URL
@@ -47,89 +50,113 @@ def check_service_health_with_url(service_url):
         response = requests.get(f"{service_url}/health", timeout=5)
         if response.status_code == 200:
             data = response.json()
-            logger.info(f"✅ Speaker service is running (Device: {data.get('device', 'unknown')}, Speakers: {data.get('speakers', 0)})")
+            logger.info(
+                f"✅ Speaker service is running (Device: {data.get('device', 'unknown')}, Speakers: {data.get('speakers', 0)})"
+            )
             return True
     except Exception as e:
         logger.error(f"❌ Cannot connect to speaker service at {service_url}: {e}")
-        logger.info("Make sure the speaker service is running: docker compose up speaker-recognition")
+        logger.info(
+            "Make sure the speaker service is running: docker compose up speaker-recognition"
+        )
     return False
 
+
 def check_service_health():
     """Check if speaker service is running."""
     return check_service_health_with_url(SPEAKER_SERVICE_URL)
 
 
-def enroll_single_file(file_path: str, speaker_id: str, speaker_name: str, start: Optional[float] = None, end: Optional[float] = None, service_url: str = None) -> bool:
+def enroll_single_file(
+    file_path: str,
+    speaker_id: str,
+    speaker_name: str,
+    start: Optional[float] = None,
+    end: Optional[float] = None,
+    service_url: str = None,
+) -> bool:
     """Enroll speaker from a single audio file."""
     if not os.path.exists(file_path):
         logger.error(f"File not found: {file_path}")
         return False
-    
+
     logger.info(f"Enrolling from file: {file_path}")
-    
+
     try:
-        with open(file_path, 'rb') as f:
-            files = {'file': (os.path.basename(file_path), f, 'audio/wav')}
-            data = {
-                'speaker_id': speaker_id,
-                'speaker_name': speaker_name
-            }
-            
+        with open(file_path, "rb") as f:
+            files = {"file": (os.path.basename(file_path), f, "audio/wav")}
+            data = {"speaker_id": speaker_id, "speaker_name": speaker_name}
+
             if start is not None:
-                data['start'] = start
+                data["start"] = start
             if end is not None:
-                data['end'] = end
-            
-            response = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/upload", files=files, data=data)
-            
+                data["end"] = end
+
+            response = requests.post(
+                f"{SPEAKER_SERVICE_URL}/enroll/upload", files=files, data=data
+            )
+
             if response.status_code == 200:
                 result = response.json()
-                if result.get('updated'):
-                    logger.info(f"✅ Updated existing speaker: {speaker_name} (ID: {speaker_id})")
+                if result.get("updated"):
+                    logger.info(
+                        f"✅ Updated existing speaker: {speaker_name} (ID: {speaker_id})"
+                    )
                 else:
-                    logger.info(f"✅ Enrolled new speaker: {speaker_name} (ID: {speaker_id})")
+                    logger.info(
+                        f"✅ Enrolled new speaker: {speaker_name} (ID: {speaker_id})"
+                    )
                 return True
             else:
-                logger.error(f"❌ Enrollment failed: {response.status_code} - {response.text}")
+                logger.error(
+                    f"❌ Enrollment failed: {response.status_code} - {response.text}"
+                )
                 return False
-                
+
     except Exception as e:
         logger.error(f"❌ Error during enrollment: {e}")
         return False
 
 
-def enroll_multiple_files(file_paths: List[str], speaker_id: str, speaker_name: str) -> bool:
+def enroll_multiple_files(
+    file_paths: List[str], speaker_id: str, speaker_name: str
+) -> bool:
     """Enroll speaker from multiple audio files for better accuracy."""
     valid_files = [f for f in file_paths if os.path.exists(f)]
-    
+
     if not valid_files:
         logger.error("No valid files found")
         return False
-    
+
     logger.info(f"Enrolling from {len(valid_files)} files...")
-    
+
     try:
         files = []
         for file_path in valid_files:
-            with open(file_path, 'rb') as f:
+            with open(file_path, "rb") as f:
                 content = f.read()
-                files.append(('files', (os.path.basename(file_path), content, 'audio/wav')))
-        
-        data = {
-            'speaker_id': speaker_id,
-            'speaker_name': speaker_name
-        }
-        
-        response = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data)
-        
+                files.append(
+                    ("files", (os.path.basename(file_path), content, "audio/wav"))
+                )
+
+        data = {"speaker_id": speaker_id, "speaker_name": speaker_name}
+
+        response = requests.post(
+            f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data
+        )
+
         if response.status_code == 200:
             result = response.json()
-            logger.info(f"✅ Successfully enrolled {speaker_name} using {result.get('num_segments', 0)} segments from {result.get('num_files', 0)} files")
+            logger.info(
+                f"✅ Successfully enrolled {speaker_name} using {result.get('num_segments', 0)} segments from {result.get('num_files', 0)} files"
+            )
             return True
         else:
-            logger.error(f"❌ Batch enrollment failed: {response.status_code} - {response.text}")
+            logger.error(
+                f"❌ Batch enrollment failed: {response.status_code} - {response.text}"
+            )
             return False
-            
+
     except Exception as e:
         logger.error(f"❌ Error during batch enrollment: {e}")
         return False
@@ -137,68 +164,81 @@ def enroll_multiple_files(file_paths: List[str], speaker_id: str, speaker_name:
 
 def enroll_from_directory(directory: str, speaker_id: str, speaker_name: str) -> bool:
     """Enroll speaker from all audio files in a directory."""
-    audio_extensions = {'.wav', '.flac', '.mp3', '.m4a', '.ogg'}
+    audio_extensions = {".wav", ".flac", ".mp3", ".m4a", ".ogg"}
     dir_path = Path(directory)
-    
+
     if not dir_path.exists():
         logger.error(f"Directory not found: {directory}")
         return False
-    
-    audio_files = [str(f) for f in dir_path.iterdir() if f.suffix.lower() in audio_extensions]
-    
+
+    audio_files = [
+        str(f) for f in dir_path.iterdir() if f.suffix.lower() in audio_extensions
+    ]
+
     if not audio_files:
         logger.error(f"No audio files found in {directory}")
         return False
-    
+
     logger.info(f"Found {len(audio_files)} audio files in {directory}")
     return enroll_multiple_files(audio_files, speaker_id, speaker_name)
 
 
-def download_youtube_audio(url: str, start: Optional[float] = None, end: Optional[float] = None) -> Optional[str]:
+def download_youtube_audio(
+    url: str, start: Optional[float] = None, end: Optional[float] = None
+) -> Optional[str]:
     """Download audio from YouTube video."""
     try:
         import yt_dlp
     except ImportError:
         logger.error("yt-dlp not installed. Install with: pip install yt-dlp")
         return None
-    
-    with tempfile.NamedTemporaryFile(suffix='.wav', delete=False) as tmp_file:
+
+    with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
         output_path = tmp_file.name
-    
+
     ydl_opts = {
-        'format': 'bestaudio/best',
-        'outtmpl': output_path.replace('.wav', '.%(ext)s'),
-        'quiet': True,
-        'no_warnings': True,
-        'postprocessors': [{
-            'key': 'FFmpegExtractAudio',
-            'preferredcodec': 'wav',
-            'preferredquality': '192',
-        }],
+        "format": "bestaudio/best",
+        "outtmpl": output_path.replace(".wav", ".%(ext)s"),
+        "quiet": True,
+        "no_warnings": True,
+        "postprocessors": [
+            {
+                "key": "FFmpegExtractAudio",
+                "preferredcodec": "wav",
+                "preferredquality": "192",
+            }
+        ],
     }
-    
+
     try:
         logger.info(f"Downloading audio from YouTube: {url}")
         with yt_dlp.YoutubeDL(ydl_opts) as ydl:
             info = ydl.extract_info(url, download=True)
-            duration = info.get('duration', 0)
-            
+            duration = info.get("duration", 0)
+
             if start is not None and end is not None:
                 logger.info(f"Extracting segment from {start}s to {end}s")
                 # Use ffmpeg to extract segment
-                segment_path = output_path.replace('.wav', '_segment.wav')
+                segment_path = output_path.replace(".wav", "_segment.wav")
                 cmd = [
-                    'ffmpeg', '-i', output_path,
-                    '-ss', str(start), '-to', str(end),
-                    '-c', 'copy', segment_path,
-                    '-y'
+                    "ffmpeg",
+                    "-i",
+                    output_path,
+                    "-ss",
+                    str(start),
+                    "-to",
+                    str(end),
+                    "-c",
+                    "copy",
+                    segment_path,
+                    "-y",
                 ]
                 subprocess.run(cmd, capture_output=True, check=True, timeout=60)
                 os.unlink(output_path)
                 return segment_path
-            
+
             return output_path
-            
+
     except Exception as e:
         logger.error(f"❌ Error downloading YouTube audio: {e}")
         return None
@@ -210,27 +250,27 @@ def list_speakers() -> bool:
         response = requests.get(f"{SPEAKER_SERVICE_URL}/speakers")
         if response.status_code == 200:
             data = response.json()
-            speakers = data.get('speakers', {})
-            
+            speakers = data.get("speakers", {})
+
             if not speakers:
                 logger.info("No speakers enrolled yet")
                 return True
-            
+
             logger.info(f"\n{'='*60}")
             logger.info(f"Enrolled Speakers ({len(speakers)} total)")
             logger.info(f"{'='*60}")
-            
+
             for speaker_id, info in speakers.items():
                 logger.info(f"ID: {speaker_id}")
                 logger.info(f"  Name: {info.get('name', 'Unknown')}")
                 logger.info(f"  FAISS Index: {info.get('faiss_index', 'N/A')}")
                 logger.info("")
-                
+
             return True
         else:
             logger.error(f"❌ Failed to list speakers: {response.status_code}")
             return False
-            
+
     except Exception as e:
         logger.error(f"❌ Error listing speakers: {e}")
         return False
@@ -249,64 +289,78 @@ def delete_speaker(speaker_id: str) -> bool:
         else:
             logger.error(f"❌ Failed to delete speaker: {response.status_code}")
             return False
-            
+
     except Exception as e:
         logger.error(f"❌ Error deleting speaker: {e}")
         return False
 
 
 def main():
-    parser = argparse.ArgumentParser(description="Enroll speakers in the speaker recognition system")
-    
+    parser = argparse.ArgumentParser(
+        description="Enroll speakers in the speaker recognition system"
+    )
+
     # Action arguments
     action_group = parser.add_mutually_exclusive_group(required=True)
-    action_group.add_argument('--file', help='Enroll from single audio file')
-    action_group.add_argument('--files', nargs='+', help='Enroll from multiple audio files')
-    action_group.add_argument('--dir', help='Enroll from directory of audio files')
-    action_group.add_argument('--youtube', help='Enroll from YouTube video URL')
-    action_group.add_argument('--list', action='store_true', help='List enrolled speakers')
-    action_group.add_argument('--delete', help='Delete a speaker by ID')
-    
+    action_group.add_argument("--file", help="Enroll from single audio file")
+    action_group.add_argument(
+        "--files", nargs="+", help="Enroll from multiple audio files"
+    )
+    action_group.add_argument("--dir", help="Enroll from directory of audio files")
+    action_group.add_argument("--youtube", help="Enroll from YouTube video URL")
+    action_group.add_argument(
+        "--list", action="store_true", help="List enrolled speakers"
+    )
+    action_group.add_argument("--delete", help="Delete a speaker by ID")
+
     # Speaker info arguments
-    parser.add_argument('--id', help='Speaker ID (required for enrollment)')
-    parser.add_argument('--name', help='Speaker display name (required for enrollment)')
-    
+    parser.add_argument("--id", help="Speaker ID (required for enrollment)")
+    parser.add_argument("--name", help="Speaker display name (required for enrollment)")
+
     # Optional arguments
-    parser.add_argument('--start', type=float, help='Start time in seconds (for file/youtube)')
-    parser.add_argument('--end', type=float, help='End time in seconds (for file/youtube)')
-    parser.add_argument('--service-url', default=SPEAKER_SERVICE_URL, help='Speaker service URL')
-    
+    parser.add_argument(
+        "--start", type=float, help="Start time in seconds (for file/youtube)"
+    )
+    parser.add_argument(
+        "--end", type=float, help="End time in seconds (for file/youtube)"
+    )
+    parser.add_argument(
+        "--service-url", default=SPEAKER_SERVICE_URL, help="Speaker service URL"
+    )
+
     args = parser.parse_args()
-    
+
     # Update service URL if provided
     service_url = args.service_url
-    
+
     # Check service health
     if not check_service_health_with_url(service_url):
         return 1
-    
+
     # Handle actions
     if args.list:
         return 0 if list_speakers_with_url(service_url) else 1
-    
+
     elif args.delete:
         return 0 if delete_speaker_with_url(args.delete, service_url) else 1
-    
+
     else:
         # Enrollment actions require ID and name
         if not args.id or not args.name:
             logger.error("❌ --id and --name are required for enrollment")
             return 1
-        
+
         if args.file:
-            success = enroll_single_file(args.file, args.id, args.name, args.start, args.end)
-        
+            success = enroll_single_file(
+                args.file, args.id, args.name, args.start, args.end
+            )
+
         elif args.files:
             success = enroll_multiple_files(args.files, args.id, args.name)
-        
+
         elif args.dir:
             success = enroll_from_directory(args.dir, args.id, args.name)
-        
+
         elif args.youtube:
             audio_path = download_youtube_audio(args.youtube, args.start, args.end)
             if audio_path:
@@ -314,9 +368,9 @@ def main():
                 os.unlink(audio_path)  # Clean up temporary file
             else:
                 success = False
-        
+
         return 0 if success else 1
 
 
 if __name__ == "__main__":
-    sys.exit(main())
\ No newline at end of file
+    sys.exit(main())
diff --git a/extras/speaker-recognition/scripts/install-pytorch.py b/extras/speaker-recognition/scripts/install-pytorch.py
index 7953db58..be642967 100755
--- a/extras/speaker-recognition/scripts/install-pytorch.py
+++ b/extras/speaker-recognition/scripts/install-pytorch.py
@@ -4,44 +4,53 @@
 This script is designed to be run during Docker build to install PyTorch with proper caching.
 """
 
-import os
-import sys
 import logging
+import os
 import subprocess
+import sys
 
 # Set up logging
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger(__name__)
 
+
 def install_pytorch():
     """Install PyTorch with CUDA support."""
     try:
         # Get compute mode from environment
-        compute_mode = os.environ.get('COMPUTE_MODE', 'cpu')
-        
-        if compute_mode == 'gpu':
+        compute_mode = os.environ.get("COMPUTE_MODE", "cpu")
+
+        if compute_mode == "gpu":
             logger.info("Installing PyTorch with CUDA 11.8 support for GTX 1070...")
-            
+
             # Install numpy first (PyAnnote requires NumPy 1.x, not 2.x)
             logger.info("Installing NumPy 1.x...")
-            subprocess.run([
-                'uv', 'pip', 'install', '--system', 'numpy<2'
-            ], check=True)
-            
+            subprocess.run(["uv", "pip", "install", "--system", "numpy<2"], check=True)
+
             # Install PyTorch with CUDA 11.8 support
             logger.info("Installing PyTorch 2.2.0 with CUDA 11.8...")
-            subprocess.run([
-                'uv', 'pip', 'install', '--system', 
-                'torch==2.2.0+cu118', 'torchaudio==2.2.0+cu118',
-                '--index-url', 'https://download.pytorch.org/whl/cu118'
-            ], check=True)
-            
+            subprocess.run(
+                [
+                    "uv",
+                    "pip",
+                    "install",
+                    "--system",
+                    "torch==2.2.0+cu118",
+                    "torchaudio==2.2.0+cu118",
+                    "--index-url",
+                    "https://download.pytorch.org/whl/cu118",
+                ],
+                check=True,
+            )
+
             logger.info("PyTorch with CUDA installed successfully!")
         else:
             logger.info("CPU mode detected, PyTorch will be installed via uv sync")
-            
+
         return True
-        
+
     except subprocess.CalledProcessError as e:
         logger.error(f"Failed to install PyTorch: {e}")
         return False
@@ -49,6 +58,7 @@ def install_pytorch():
         logger.error(f"Unexpected error installing PyTorch: {e}")
         return False
 
+
 if __name__ == "__main__":
     success = install_pytorch()
     sys.exit(0 if success else 1)
diff --git a/extras/speaker-recognition/scripts/simple_enroll.py b/extras/speaker-recognition/scripts/simple_enroll.py
index c4eabb64..6ec5dbcc 100644
--- a/extras/speaker-recognition/scripts/simple_enroll.py
+++ b/extras/speaker-recognition/scripts/simple_enroll.py
@@ -1,18 +1,20 @@
 #!/usr/bin/env python3
 """Simple enrollment script without global variable issues."""
 
-import requests
 import sys
 
+import requests
+
 SERVICE_URL = "http://localhost:8085"
 
+
 def list_speakers():
     """List enrolled speakers."""
     try:
         response = requests.get(f"{SERVICE_URL}/speakers")
         if response.status_code == 200:
             data = response.json()
-            speakers = data.get('speakers', {})
+            speakers = data.get("speakers", {})
             if not speakers:
                 print("No speakers enrolled")
             else:
@@ -27,17 +29,20 @@ def list_speakers():
         print(f"Error: {e}")
         return False
 
+
 def enroll_speaker(file_path, speaker_id, speaker_name):
     """Enroll a speaker from audio file."""
     try:
-        with open(file_path, 'rb') as f:
-            files = {'file': f}
-            data = {'speaker_id': speaker_id, 'speaker_name': speaker_name}
-            response = requests.post(f"{SERVICE_URL}/enroll/upload", files=files, data=data)
-            
+        with open(file_path, "rb") as f:
+            files = {"file": f}
+            data = {"speaker_id": speaker_id, "speaker_name": speaker_name}
+            response = requests.post(
+                f"{SERVICE_URL}/enroll/upload", files=files, data=data
+            )
+
             if response.status_code == 200:
                 result = response.json()
-                action = "Updated" if result.get('updated') else "Enrolled"
+                action = "Updated" if result.get("updated") else "Enrolled"
                 print(f"✅ {action} speaker: {speaker_name} (ID: {speaker_id})")
                 return True
             else:
@@ -47,6 +52,7 @@ def enroll_speaker(file_path, speaker_id, speaker_name):
         print(f"❌ Error: {e}")
         return False
 
+
 if __name__ == "__main__":
     if len(sys.argv) == 2 and sys.argv[1] == "--list":
         list_speakers()
@@ -56,4 +62,4 @@ def enroll_speaker(file_path, speaker_id, speaker_name):
     else:
         print("Usage:")
         print("  python simple_enroll.py --list")
-        print("  python simple_enroll.py <audio_file> <speaker_id> <speaker_name>")
\ No newline at end of file
+        print("  python simple_enroll.py <audio_file> <speaker_id> <speaker_name>")
diff --git a/extras/speaker-recognition/scripts/test_diarize.py b/extras/speaker-recognition/scripts/test_diarize.py
index e1ea8512..dffbfafc 100644
--- a/extras/speaker-recognition/scripts/test_diarize.py
+++ b/extras/speaker-recognition/scripts/test_diarize.py
@@ -1,58 +1,65 @@
 #!/usr/bin/env python3
 """Test the diarize-and-identify endpoint."""
 
-import requests
 import sys
 
+import requests
+
 SERVICE_URL = "http://localhost:8085"
 
+
 def test_diarize_and_identify(audio_file):
     """Test diarization and identification."""
     try:
-        with open(audio_file, 'rb') as f:
-            files = {'file': f}
+        with open(audio_file, "rb") as f:
+            files = {"file": f}
             data = {
-                'min_duration': 0.5,
-                'similarity_threshold': 0.65,
-                'identify_only_enrolled': False
+                "min_duration": 0.5,
+                "similarity_threshold": 0.65,
+                "identify_only_enrolled": False,
             }
-            
+
             print(f"Testing diarization and identification on: {audio_file}")
-            response = requests.post(f"{SERVICE_URL}/diarize-and-identify", files=files, data=data)
-            
+            response = requests.post(
+                f"{SERVICE_URL}/diarize-and-identify", files=files, data=data
+            )
+
             if response.status_code == 200:
                 result = response.json()
                 print("\n✅ Success!")
-                
+
                 # Show summary
-                summary = result.get('summary', {})
+                summary = result.get("summary", {})
                 print(f"\nSummary:")
                 print(f"  Duration: {summary.get('total_duration', 0):.2f}s")
                 print(f"  Segments: {summary.get('num_segments', 0)}")
                 print(f"  Diarized Speakers: {summary.get('num_diarized_speakers', 0)}")
                 print(f"  Identified: {summary.get('identified_speakers', [])}")
                 print(f"  Unknown: {summary.get('unknown_speakers', [])}")
-                
+
                 # Show segments
-                segments = result.get('segments', [])
+                segments = result.get("segments", [])
                 print(f"\nSegments:")
                 for i, seg in enumerate(segments):
-                    identified = seg.get('identified_as', 'Unknown')
-                    confidence = seg.get('confidence', 0)
-                    print(f"  {i+1}. {seg['start']:.2f}s-{seg['end']:.2f}s: {seg['speaker']} → {identified} ({confidence:.3f})")
-                
+                    identified = seg.get("identified_as", "Unknown")
+                    confidence = seg.get("confidence", 0)
+                    print(
+                        f"  {i+1}. {seg['start']:.2f}s-{seg['end']:.2f}s: {seg['speaker']} → {identified} ({confidence:.3f})"
+                    )
+
                 return True
             else:
                 print(f"❌ Error: {response.status_code} - {response.text}")
                 return False
-                
+
     except Exception as e:
         print(f"❌ Error: {e}")
         return False
 
+
 if __name__ == "__main__":
     if len(sys.argv) != 2:
         print("Usage: python test_diarize.py <audio_file>")
         sys.exit(1)
-    
-    test_diarize_and_identify(sys.argv[1])
\ No newline at end of file
+
+    test_diarize_and_identify(sys.argv[1])
diff --git a/extras/speaker-recognition/scripts/test_workflow.py b/extras/speaker-recognition/scripts/test_workflow.py
index 4f919e47..8aa1c6c2 100755
--- a/extras/speaker-recognition/scripts/test_workflow.py
+++ b/extras/speaker-recognition/scripts/test_workflow.py
@@ -11,105 +11,108 @@
     python test_workflow.py
 """
 
-import requests
 import os
 import sys
 from pathlib import Path
 
+import requests
+
 SPEAKER_SERVICE_URL = os.getenv("SPEAKER_SERVICE_URL", "http://localhost:8085")
 
 
 def test_enrollment():
     """Test speaker enrollment with sample files."""
     print("\n=== Testing Speaker Enrollment ===")
-    
+
     # Check if we have sample audio files
     sample_dir = Path(__file__).parent / "training/youtube-transcript/data/audio"
     if not sample_dir.exists():
         print(f"❌ Sample audio directory not found: {sample_dir}")
-        print("Please ensure you have audio files in the training/youtube-transcript/data/audio/ directory")
+        print(
+            "Please ensure you have audio files in the training/youtube-transcript/data/audio/ directory"
+        )
         return False
-    
+
     audio_files = list(sample_dir.glob("*.wav"))
     if not audio_files:
         print(f"❌ No WAV files found in {sample_dir}")
         return False
-    
+
     print(f"Found {len(audio_files)} audio files")
-    
+
     # Enroll first speaker using first audio file
     if len(audio_files) >= 1:
         file1 = audio_files[0]
         print(f"\nEnrolling Speaker 1 from: {file1.name}")
-        
-        with open(file1, 'rb') as f:
-            files = {'file': (file1.name, f, 'audio/wav')}
-            data = {
-                'speaker_id': 'test_speaker_1',
-                'speaker_name': 'Test Speaker 1'
-            }
-            
-            response = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/upload", files=files, data=data)
+
+        with open(file1, "rb") as f:
+            files = {"file": (file1.name, f, "audio/wav")}
+            data = {"speaker_id": "test_speaker_1", "speaker_name": "Test Speaker 1"}
+
+            response = requests.post(
+                f"{SPEAKER_SERVICE_URL}/enroll/upload", files=files, data=data
+            )
             if response.status_code == 200:
                 print("✅ Successfully enrolled Test Speaker 1")
             else:
                 print(f"❌ Failed to enroll: {response.status_code} - {response.text}")
                 return False
-    
+
     # Enroll second speaker if we have another file
     if len(audio_files) >= 2:
         file2 = audio_files[1]
         print(f"\nEnrolling Speaker 2 from: {file2.name}")
-        
-        with open(file2, 'rb') as f:
-            files = {'file': (file2.name, f, 'audio/wav')}
-            data = {
-                'speaker_id': 'test_speaker_2',
-                'speaker_name': 'Test Speaker 2'
-            }
-            
-            response = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/upload", files=files, data=data)
+
+        with open(file2, "rb") as f:
+            files = {"file": (file2.name, f, "audio/wav")}
+            data = {"speaker_id": "test_speaker_2", "speaker_name": "Test Speaker 2"}
+
+            response = requests.post(
+                f"{SPEAKER_SERVICE_URL}/enroll/upload", files=files, data=data
+            )
             if response.status_code == 200:
                 print("✅ Successfully enrolled Test Speaker 2")
             else:
                 print(f"❌ Failed to enroll: {response.status_code} - {response.text}")
-    
+
     return True
 
 
 def test_diarize_and_identify():
     """Test the diarize-and-identify endpoint."""
     print("\n=== Testing Diarize and Identify ===")
-    
+
     # Use one of the sample files for testing
     sample_dir = Path(__file__).parent / "training/youtube-transcript/data/audio"
     audio_files = list(sample_dir.glob("*.wav"))
-    
+
     if not audio_files:
         print("❌ No audio files available for testing")
         return False
-    
+
     # Use the first file for diarization test
     test_file = audio_files[0]
     print(f"Testing with: {test_file.name}")
-    
-    with open(test_file, 'rb') as f:
-        files = {'file': (test_file.name, f, 'audio/wav')}
+
+    with open(test_file, "rb") as f:
+        files = {"file": (test_file.name, f, "audio/wav")}
         data = {
-            'min_duration': 0.5,
-            'similarity_threshold': 0.65,
-            'identify_only_enrolled': False
+            "min_duration": 0.5,
+            "similarity_threshold": 0.65,
+            "identify_only_enrolled": False,
         }
-        
+
         print("Sending request to /diarize-and-identify...")
-        response = requests.post(f"{SPEAKER_SERVICE_URL}/diarize-and-identify", files=files, data=data)
-        
+        response = requests.post(
+            f"{SPEAKER_SERVICE_URL}/diarize-and-identify", files=files, data=data
+        )
+
         if response.status_code == 200:
             result = response.json()
             print("\n✅ Diarization and identification successful!")
-            
+
             # Display summary
-            summary = result.get('summary', {})
+            summary = result.get("summary", {})
             print(f"\nSummary:")
             print(f"  Total Duration: {summary.get('total_duration', 0):.2f}s")
             print(f"  Segments: {summary.get('num_segments', 0)}")
@@ -117,9 +120,9 @@ def test_diarize_and_identify():
             print(f"  Identified Speakers: {summary.get('identified_speakers', [])}")
             print(f"  Unknown Speakers: {summary.get('unknown_speakers', [])}")
             print(f"  Similarity Threshold: {summary.get('similarity_threshold', 0)}")
-            
+
             # Display first few segments
-            segments = result.get('segments', [])
+            segments = result.get("segments", [])
             if segments:
                 print(f"\nFirst {min(5, len(segments))} segments:")
                 for i, seg in enumerate(segments[:5]):
@@ -129,7 +132,7 @@ def test_diarize_and_identify():
                     print(f"    Identified As: {seg.get('identified_as', 'Unknown')}")
                     print(f"    Confidence: {seg.get('confidence', 0):.3f}")
                     print(f"    Status: {seg.get('status', 'unknown')}")
-            
+
             return True
         else:
             print(f"❌ Request failed: {response.status_code} - {response.text}")
@@ -139,12 +142,12 @@ def test_diarize_and_identify():
 def list_speakers():
     """List all enrolled speakers."""
     print("\n=== Enrolled Speakers ===")
-    
+
     response = requests.get(f"{SPEAKER_SERVICE_URL}/speakers")
     if response.status_code == 200:
         data = response.json()
-        speakers = data.get('speakers', {})
-        
+        speakers = data.get("speakers", {})
+
         if not speakers:
             print("No speakers enrolled")
         else:
@@ -152,7 +155,7 @@ def list_speakers():
                 print(f"\nID: {speaker_id}")
                 print(f"  Name: {info.get('name', 'Unknown')}")
                 print(f"  FAISS Index: {info.get('faiss_index', 'N/A')}")
-        
+
         return True
     else:
         print(f"❌ Failed to list speakers: {response.status_code}")
@@ -162,9 +165,9 @@ def list_speakers():
 def cleanup():
     """Clean up test speakers."""
     print("\n=== Cleaning Up Test Data ===")
-    
+
     # Delete test speakers
-    for speaker_id in ['test_speaker_1', 'test_speaker_2']:
+    for speaker_id in ["test_speaker_1", "test_speaker_2"]:
         response = requests.delete(f"{SPEAKER_SERVICE_URL}/speakers/{speaker_id}")
         if response.status_code == 200:
             print(f"✅ Deleted {speaker_id}")
@@ -175,7 +178,7 @@ def cleanup():
 def main():
     print("Speaker Recognition Workflow Test")
     print("=" * 50)
-    
+
     # Check service health
     try:
         response = requests.get(f"{SPEAKER_SERVICE_URL}/health", timeout=5)
@@ -188,30 +191,30 @@ def main():
         print(f"❌ Cannot connect to speaker service: {e}")
         print("Make sure the service is running: docker compose up speaker-recognition")
         return 1
-    
+
     # Run tests
     try:
         # Test enrollment
         if not test_enrollment():
             print("\n❌ Enrollment test failed")
             return 1
-        
+
         # List speakers
         list_speakers()
-        
+
         # Test diarize and identify
         if not test_diarize_and_identify():
             print("\n❌ Diarize and identify test failed")
             return 1
-        
+
         print("\n✅ All tests passed!")
-        
+
     finally:
         # Always cleanup
         cleanup()
-    
+
     return 0
 
 
 if __name__ == "__main__":
-    sys.exit(main())
\ No newline at end of file
+    sys.exit(main())
diff --git a/extras/speaker-recognition/scripts/youtube_cli.py b/extras/speaker-recognition/scripts/youtube_cli.py
index 84d028e9..a9845c11 100755
--- a/extras/speaker-recognition/scripts/youtube_cli.py
+++ b/extras/speaker-recognition/scripts/youtube_cli.py
@@ -8,7 +8,7 @@
     python scripts/youtube_cli.py "https://youtube.com/watch?v=..."
     python scripts/youtube_cli.py "URL" --deepgram-key "your-key"
     python scripts/youtube_cli.py "URL" --output-dir "/path/to/outputs"
-    
+
 Features:
 - Downloads YouTube audio in high quality
 - Creates both original WAV and 16kHz mono processed WAV
@@ -24,267 +24,301 @@
 import sys
 from pathlib import Path
 
-from simple_speaker_recognition.utils.youtube_transcriber import YouTubeTranscriber
 from simple_speaker_recognition.utils.transcript_processor import TranscriptProcessor
+from simple_speaker_recognition.utils.youtube_transcriber import YouTubeTranscriber
 
 
 class YouTubeAudioCLI:
-    def __init__(self, deepgram_api_key: str, output_dir: str = "outputs", language: str = "multi", diarize: bool = True):
+    def __init__(
+        self,
+        deepgram_api_key: str,
+        output_dir: str = "outputs",
+        language: str = "multi",
+        diarize: bool = True,
+    ):
         self.deepgram_api_key = deepgram_api_key
         self.output_dir = Path(output_dir)
         self.language = language
         self.diarize = diarize
         self.transcriber = YouTubeTranscriber(deepgram_api_key, {"language": language})
         self.transcript_processor = TranscriptProcessor()
-        
+
         # Create output directories
         self.audio_dir = self.output_dir / "audio"
         self.transcripts_dir = self.output_dir / "transcripts"
         self.json_dir = self.output_dir / "json"
-        
+
         for dir_path in [self.audio_dir, self.transcripts_dir, self.json_dir]:
             dir_path.mkdir(parents=True, exist_ok=True)
-    
+
     async def process_youtube_url(self, url: str, save_original: bool = True):
         """Process a YouTube URL with organized output structure"""
         print(f"🎵 Processing YouTube URL: {url}")
-        
+
         # Get video info first
         try:
             import yt_dlp
-            ydl_opts = {'quiet': True}
+
+            ydl_opts = {"quiet": True}
             with yt_dlp.YoutubeDL(ydl_opts) as ydl:
                 info = ydl.extract_info(url, download=False)
-                title = self.transcriber.sanitize_filename(info['title'])
-                duration = info.get('duration', 0)
-                
+                title = self.transcriber.sanitize_filename(info["title"])
+                duration = info.get("duration", 0)
+
             print(f"📹 Video: {info['title']}")
             print(f"⏱️  Duration: {duration//60}:{duration%60:02d}")
-            
+
         except Exception as e:
             print(f"❌ Failed to extract video info: {e}")
             return False
-        
+
         try:
             # Step 1: Download original high-quality audio if requested
             original_path = None
             if save_original:
                 print("📥 Downloading original high-quality audio...")
                 original_path = await self._download_original_audio(url, title)
-            
+
             # Step 2: Download and process 16kHz mono audio using existing transcriber
             print("🔄 Downloading and processing 16kHz mono audio...")
-            
+
             # Use existing transcriber pipeline but capture the segments
             # First get the audio using the transcriber
             audio_path, _ = self.transcriber.download_audio(url)
             segments = self.transcriber.segment_audio(audio_path, title)
-            
+
             # Move processed segments to audio directory
             processed_paths = []
             for segment in segments:
-                processed_path = self.audio_dir / f"{title}-processed-16khz-mono-{segment.split('-')[-1]}"
+                processed_path = (
+                    self.audio_dir
+                    / f"{title}-processed-16khz-mono-{segment.split('-')[-1]}"
+                )
                 os.rename(segment, processed_path)
                 processed_paths.append(processed_path)
-            
+
             print(f"✅ Created {len(processed_paths)} processed audio segment(s)")
-            
+
             # Step 3: Transcribe segments and organize outputs
             print("🗣️  Transcribing with Deepgram...")
-            
+
             for i, segment_path in enumerate(processed_paths, 1):
-                print(f"   Processing segment {i}/{len(processed_paths)}: {segment_path.name}")
-                
+                print(
+                    f"   Processing segment {i}/{len(processed_paths)}: {segment_path.name}"
+                )
+
                 # Check if transcription already exists
                 json_path = self.json_dir / f"{title}-segment-{i}-deepgram-raw.json"
-                transcript_path = self.transcripts_dir / f"{title}-segment-{i}-transcript.txt"
-                
+                transcript_path = (
+                    self.transcripts_dir / f"{title}-segment-{i}-transcript.txt"
+                )
+
                 if json_path.exists() and transcript_path.exists():
                     print(f"   ⏭️  Skipping segment {i} - already transcribed")
                     continue
-                
+
                 # Transcribe segment
-                response = self.transcriber.transcribe_audio(str(segment_path), diarize=self.diarize)
-                
+                response = self.transcriber.transcribe_audio(
+                    str(segment_path), diarize=self.diarize
+                )
+
                 if response:
                     # Save raw JSON to json directory
                     self._save_organized_json(response, title, i)
-                    
-                    # Save formatted transcript to transcripts directory  
+
+                    # Save formatted transcript to transcripts directory
                     self._save_organized_transcript(response, title, i)
-                    
+
                     print(f"   ✅ Completed segment {i}")
                 else:
                     print(f"   ❌ Failed to transcribe segment {i}")
-            
+
             # Step 4: Create summary with statistics
             self._create_summary(title, original_path, processed_paths, duration)
-            
+
             print(f"\n🎉 Successfully processed: {title}")
             print(f"📁 Outputs saved to: {self.output_dir}")
-            
+
             return True
-            
+
         except Exception as e:
             print(f"❌ Error processing {url}: {e}")
             return False
-    
+
     async def _download_original_audio(self, url: str, title: str) -> Path:
         """Download original high-quality audio"""
         import yt_dlp
-        
+
         original_path = self.audio_dir / f"{title}-original.wav"
-        
+
         if original_path.exists():
             print(f"   ⏭️  Original audio already exists: {original_path.name}")
             return original_path
-        
+
         ydl_opts = {
-            'format': 'bestaudio',
-            'postprocessors': [{
-                'key': 'FFmpegExtractAudio',
-                'preferredcodec': 'wav',
-                'preferredquality': '320',  # High quality
-            }],
-            'outtmpl': str(original_path.with_suffix('')),
-            'quiet': True,
+            "format": "bestaudio",
+            "postprocessors": [
+                {
+                    "key": "FFmpegExtractAudio",
+                    "preferredcodec": "wav",
+                    "preferredquality": "320",  # High quality
+                }
+            ],
+            "outtmpl": str(original_path.with_suffix("")),
+            "quiet": True,
         }
-        
+
         with yt_dlp.YoutubeDL(ydl_opts) as ydl:
             ydl.download([url])
-        
+
         print(f"   ✅ Original audio saved: {original_path.name}")
         return original_path
-    
+
     def _save_organized_json(self, response, title: str, segment_num: int):
         """Save raw JSON to organized json directory"""
         json_path = self.json_dir / f"{title}-segment-{segment_num}-deepgram-raw.json"
-        
+
         try:
             import json
-            
+
             # Convert response to dict
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response)
-            
-            with open(json_path, 'w') as f:
+
+            with open(json_path, "w") as f:
                 json.dump(response_dict, f, indent=2)
-            
+
             print(f"   💾 Raw JSON saved: {json_path.name}")
-            
+
         except Exception as e:
             print(f"   ⚠️  Failed to save JSON: {e}")
-    
+
     def _save_organized_transcript(self, response, title: str, segment_num: int):
         """Save formatted transcript using TranscriptProcessor utilities"""
-        transcript_path = self.transcripts_dir / f"{title}-segment-{segment_num}-transcript.txt"
-        
+        transcript_path = (
+            self.transcripts_dir / f"{title}-segment-{segment_num}-transcript.txt"
+        )
+
         try:
             # Extract segments using the robust utility
-            segments = self.transcript_processor.extract_segments_from_deepgram(response)
-            
+            segments = self.transcript_processor.extract_segments_from_deepgram(
+                response
+            )
+
             if not segments:
                 print(f"   ⚠️  No segments extracted for segment {segment_num}")
                 return
-            
+
             # Create header
             header_lines = [
                 f"Transcript: {title} - Segment {segment_num}",
                 "=" * 60,
-                ""
+                "",
             ]
-            
+
             # Format transcript with appropriate settings
             if self.diarize:
                 # Use speaker diarization formatting
                 transcript_content = self.transcript_processor.format_transcript_text(
-                    segments, 
+                    segments,
                     include_timestamps=True,
                     include_speaker_ids=True,
-                    speaker_names=None  # Use generic Speaker 0, 1, etc.
+                    speaker_names=None,  # Use generic Speaker 0, 1, etc.
                 )
             else:
                 # Simple non-diarized format - just concatenate text
                 transcript_lines = header_lines + [
-                    " ".join(segment['text'] for segment in segments),
-                    ""
+                    " ".join(segment["text"] for segment in segments),
+                    "",
                 ]
                 transcript_content = "\n".join(transcript_lines)
-            
+
             # Write to file
-            with open(transcript_path, 'w', encoding='utf-8') as f:
+            with open(transcript_path, "w", encoding="utf-8") as f:
                 if self.diarize:
                     # The format_transcript_text already includes header
                     f.write(transcript_content)
                 else:
                     # Write our simple format
                     f.write(transcript_content)
-            
+
             # Get statistics for logging
             stats = self.transcript_processor.get_speaker_statistics(segments)
-            print(f"   📄 Transcript saved: {transcript_path.name} ({stats['total_segments']} segments, {stats['total_speakers']} speakers)")
-            
+            print(
+                f"   📄 Transcript saved: {transcript_path.name} ({stats['total_segments']} segments, {stats['total_speakers']} speakers)"
+            )
+
         except Exception as e:
             print(f"   ⚠️  Failed to save transcript: {e}")
             # Fallback to simple text extraction
             self._save_simple_transcript(response, transcript_path, title, segment_num)
-    
-    def _save_simple_transcript(self, response, transcript_path: Path, title: str, segment_num: int):
+
+    def _save_simple_transcript(
+        self, response, transcript_path: Path, title: str, segment_num: int
+    ):
         """Fallback method for simple transcript extraction"""
         try:
             # Convert response to dict
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
             else:
                 response_dict = dict(response)
-            
+
             # Extract basic transcript text
             transcript_text = ""
-            if ('results' in response_dict and 
-                'channels' in response_dict['results'] and 
-                response_dict['results']['channels']):
-                
-                channel = response_dict['results']['channels'][0]
-                if 'alternatives' in channel and channel['alternatives']:
-                    transcript_text = channel['alternatives'][0].get('transcript', 'No transcript available')
-            
-            with open(transcript_path, 'w', encoding='utf-8') as f:
+            if (
+                "results" in response_dict
+                and "channels" in response_dict["results"]
+                and response_dict["results"]["channels"]
+            ):
+
+                channel = response_dict["results"]["channels"][0]
+                if "alternatives" in channel and channel["alternatives"]:
+                    transcript_text = channel["alternatives"][0].get(
+                        "transcript", "No transcript available"
+                    )
+
+            with open(transcript_path, "w", encoding="utf-8") as f:
                 f.write(f"Transcript: {title} - Segment {segment_num}\n")
                 f.write("=" * 60 + "\n\n")
                 f.write(transcript_text + "\n")
-            
+
             print(f"   📄 Simple transcript saved: {transcript_path.name}")
-            
+
         except Exception as e:
             print(f"   ❌ Failed to save even simple transcript: {e}")
-    
-    def _create_summary(self, title: str, original_path: Path, processed_paths: list, duration: int):
+
+    def _create_summary(
+        self, title: str, original_path: Path, processed_paths: list, duration: int
+    ):
         """Create a summary file with processing details"""
         summary_path = self.output_dir / f"{title}-SUMMARY.txt"
-        
-        with open(summary_path, 'w') as f:
+
+        with open(summary_path, "w") as f:
             f.write(f"YouTube Audio Processing Summary\n")
             f.write(f"=" * 40 + "\n\n")
             f.write(f"Title: {title}\n")
             f.write(f"Duration: {duration//60}:{duration%60:02d}\n")
             f.write(f"Segments: {len(processed_paths)}\n")
-            f.write(f"Processing Date: {__import__('datetime').datetime.now().strftime('%Y-%m-%d %H:%M:%S')}\n\n")
-            
+            f.write(
+                f"Processing Date: {__import__('datetime').datetime.now().strftime('%Y-%m-%d %H:%M:%S')}\n\n"
+            )
+
             f.write("Generated Files:\n")
             f.write("-" * 15 + "\n")
-            
+
             if original_path and original_path.exists():
                 f.write(f"📼 Original Audio: {original_path.name}\n")
-            
+
             for i, path in enumerate(processed_paths, 1):
                 f.write(f"🎵 Processed Audio {i}: {path.name}\n")
                 f.write(f"📄 Transcript {i}: {title}-segment-{i}-transcript.txt\n")
                 f.write(f"💾 Raw JSON {i}: {title}-segment-{i}-deepgram-raw.json\n")
-            
+
         print(f"📋 Summary saved: {summary_path.name}")
 
 
@@ -297,71 +331,65 @@ def main():
   python scripts/youtube_cli.py "https://youtube.com/watch?v=dQw4w9WgXcQ"
   python scripts/youtube_cli.py "URL" --deepgram-key "your-key-here"
   python scripts/youtube_cli.py "URL" --output-dir "./my-outputs" --no-original
-        """
+        """,
     )
-    
+
     parser.add_argument("url", help="YouTube URL to process")
     parser.add_argument(
-        "--deepgram-key", 
-        help="Deepgram API key (or set DEEPGRAM_API_KEY env var)"
+        "--deepgram-key", help="Deepgram API key (or set DEEPGRAM_API_KEY env var)"
     )
     parser.add_argument(
-        "--output-dir", 
+        "--output-dir",
         default="outputs",
-        help="Output directory for all files (default: outputs)"
+        help="Output directory for all files (default: outputs)",
     )
     parser.add_argument(
-        "--no-original", 
+        "--no-original",
         action="store_true",
-        help="Skip downloading original high-quality audio"
+        help="Skip downloading original high-quality audio",
     )
     parser.add_argument(
         "--language",
         default="multi",
-        help="Language for transcription (default: multi)"
+        help="Language for transcription (default: multi)",
     )
     parser.add_argument(
-        "--no-diarization", 
-        action="store_true",
-        help="Disable speaker diarization"
+        "--no-diarization", action="store_true", help="Disable speaker diarization"
     )
-    
+
     args = parser.parse_args()
-    
+
     # Get API key from args or environment
     api_key = args.deepgram_key or os.getenv("DEEPGRAM_API_KEY")
     if not api_key:
         print("❌ Error: Deepgram API key required")
         print("   Set --deepgram-key or DEEPGRAM_API_KEY environment variable")
         return 1
-    
+
     # Validate URL
     if not ("youtube.com" in args.url or "youtu.be" in args.url):
         print("❌ Error: Please provide a valid YouTube URL")
         return 1
-    
+
     print("🚀 YouTube Audio Processing CLI")
     print("=" * 40)
-    
+
     # Create CLI instance and process
     cli = YouTubeAudioCLI(
-        api_key, 
-        args.output_dir, 
-        language=args.language, 
-        diarize=not args.no_diarization
+        api_key,
+        args.output_dir,
+        language=args.language,
+        diarize=not args.no_diarization,
     )
-    
+
     try:
         # Run async processing
         success = asyncio.run(
-            cli.process_youtube_url(
-                args.url, 
-                save_original=not args.no_original
-            )
+            cli.process_youtube_url(args.url, save_original=not args.no_original)
         )
-        
+
         return 0 if success else 1
-        
+
     except KeyboardInterrupt:
         print("\n⚠️  Processing interrupted by user")
         return 1
@@ -371,4 +399,4 @@ def main():
 
 
 if __name__ == "__main__":
-    sys.exit(main())
\ No newline at end of file
+    sys.exit(main())
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/__init__.py
index c2893e0f..7cd8b10d 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/__init__.py
@@ -24,4 +24,4 @@
 from .core.audio_backend import AudioBackend
 from .core.unified_speaker_db import UnifiedSpeakerDB
 
-__all__ = ["AudioBackend", "UnifiedSpeakerDB"]
\ No newline at end of file
+__all__ = ["AudioBackend", "UnifiedSpeakerDB"]
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/__init__.py
index 39fb4632..6a267c35 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/__init__.py
@@ -2,4 +2,4 @@
 
 from .service import app
 
-__all__ = ["app"]
\ No newline at end of file
+__all__ = ["app"]
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/core/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/core/__init__.py
index e4a781b1..7a58283d 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/core/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/core/__init__.py
@@ -1,11 +1,11 @@
 """Core utilities and shared components."""
 
 from .utils import (
+    extract_user_id_from_speaker_id,
     get_data_directory,
     safe_format_confidence,
     secure_temp_file,
-    extract_user_id_from_speaker_id,
-    validate_confidence
+    validate_confidence,
 )
 
 __all__ = [
@@ -13,5 +13,5 @@
     "safe_format_confidence",
     "secure_temp_file",
     "extract_user_id_from_speaker_id",
-    "validate_confidence"
-]
\ No newline at end of file
+    "validate_confidence",
+]
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/core/utils.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/core/utils.py
index 2007f1e3..a3a3b88c 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/core/utils.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/core/utils.py
@@ -14,7 +14,7 @@
 
 def get_data_directory() -> Path:
     """Get the appropriate data directory.
-    
+
     Uses Docker path if available (/app/data), otherwise falls back to local development path.
     This pattern matches the database module's approach.
     """
@@ -28,23 +28,25 @@ def get_data_directory() -> Path:
 
 def safe_format_confidence(confidence: Any, context: str = "") -> str:
     """Safely format confidence values with comprehensive validation and logging.
-    
+
     Args:
         confidence: The confidence value to format (can be any type)
         context: Context string for logging (e.g., "speaker_identification", "audio_processing")
-    
+
     Returns:
         str: Safely formatted confidence string (e.g., "0.856" or "invalid")
     """
     try:
         # Log the raw input for debugging
-        log.debug(f"safe_format_confidence called with: type={type(confidence)}, value={confidence}, context='{context}'")
-        
+        log.debug(
+            f"safe_format_confidence called with: type={type(confidence)}, value={confidence}, context='{context}'"
+        )
+
         # Handle None values
         if confidence is None:
             log.debug(f"Confidence is None in context '{context}', returning '0.000'")
             return "0.000"
-        
+
         # Convert to Python float, handling various input types
         if isinstance(confidence, (int, float)):
             conf_val = float(confidence)
@@ -52,35 +54,49 @@ def safe_format_confidence(confidence: Any, context: str = "") -> str:
             # Handle numpy scalars (including float32, float64, etc.)
             conf_val = float(confidence.item())
             log.debug(f"Converted numpy {type(confidence)} to Python float: {conf_val}")
-        elif hasattr(confidence, '__float__'):
+        elif hasattr(confidence, "__float__"):
             # Handle objects that can be converted to float
             conf_val = float(confidence)
-            log.debug(f"Converted {type(confidence)} to float via __float__: {conf_val}")
+            log.debug(
+                f"Converted {type(confidence)} to float via __float__: {conf_val}"
+            )
         else:
-            log.warning(f"Cannot convert confidence type {type(confidence)} to float in context '{context}': {confidence}")
+            log.warning(
+                f"Cannot convert confidence type {type(confidence)} to float in context '{context}': {confidence}"
+            )
             return "invalid"
-        
+
         # Check for special float values
         if np.isnan(conf_val):
             log.warning(f"Confidence is NaN in context '{context}', returning '0.000'")
             return "0.000"
         elif np.isinf(conf_val):
-            log.warning(f"Confidence is infinite ({conf_val}) in context '{context}', returning '1.000' or '0.000'")
+            log.warning(
+                f"Confidence is infinite ({conf_val}) in context '{context}', returning '1.000' or '0.000'"
+            )
             return "1.000" if conf_val > 0 else "0.000"
         elif conf_val < 0:
-            log.warning(f"Confidence is negative ({conf_val}) in context '{context}', clamping to 0.000")
+            log.warning(
+                f"Confidence is negative ({conf_val}) in context '{context}', clamping to 0.000"
+            )
             return "0.000"
         elif conf_val > 1:
-            log.warning(f"Confidence is > 1 ({conf_val}) in context '{context}', clamping to 1.000")
+            log.warning(
+                f"Confidence is > 1 ({conf_val}) in context '{context}', clamping to 1.000"
+            )
             return "1.000"
-        
+
         # Format the valid confidence value
         formatted = f"{conf_val:.3f}"
-        log.debug(f"Successfully formatted confidence {conf_val} -> '{formatted}' in context '{context}'")
+        log.debug(
+            f"Successfully formatted confidence {conf_val} -> '{formatted}' in context '{context}'"
+        )
         return formatted
-        
+
     except Exception as e:
-        log.error(f"Exception in safe_format_confidence for {confidence} (type: {type(confidence)}) in context '{context}': {e}")
+        log.error(
+            f"Exception in safe_format_confidence for {confidence} (type: {type(confidence)}) in context '{context}': {e}"
+        )
         return "error"
 
 
@@ -92,8 +108,11 @@ def secure_temp_file(suffix: str = ".wav") -> tempfile._TemporaryFileWrapper:
 def extract_user_id_from_speaker_id(speaker_id: str) -> int:
     """Extract user_id from speaker_id format: user_{user_id}_..."""
     if not speaker_id.startswith("user_"):
-        raise HTTPException(400, f"Invalid speaker_id format. Expected 'user_{{user_id}}_...', got: {speaker_id}")
-    
+        raise HTTPException(
+            400,
+            f"Invalid speaker_id format. Expected 'user_{{user_id}}_...', got: {speaker_id}",
+        )
+
     try:
         parts = speaker_id.split("_")
         if len(parts) < 2:
@@ -101,31 +120,37 @@ def extract_user_id_from_speaker_id(speaker_id: str) -> int:
         user_id = int(parts[1])
         return user_id
     except (ValueError, IndexError):
-        raise HTTPException(400, f"Invalid speaker_id format. Cannot extract user_id from: {speaker_id}")
+        raise HTTPException(
+            400, f"Invalid speaker_id format. Cannot extract user_id from: {speaker_id}"
+        )
 
 
 def validate_confidence(confidence: Any, context: str = "") -> float:
     """Validate and sanitize confidence values from speaker identification.
-    
+
     This is the simplified version used internally for validation logic.
     For formatted string output, use safe_format_confidence.
-    
+
     Args:
         confidence: The confidence value to validate
         context: Context string for logging
-    
+
     Returns:
         float: Valid confidence value between 0.0 and 1.0
     """
     if confidence is not None:
         if not isinstance(confidence, (int, float, np.number)):
-            log.warning(f"Invalid confidence type from speaker_db.identify: {type(confidence)}, value: {confidence}")
+            log.warning(
+                f"Invalid confidence type from speaker_db.identify: {type(confidence)}, value: {confidence}"
+            )
             confidence = 0.0
         elif np.isnan(confidence) or np.isinf(confidence):
-            log.warning(f"Invalid confidence value from speaker_db.identify: {confidence} (NaN/Inf)")
+            log.warning(
+                f"Invalid confidence value from speaker_db.identify: {confidence} (NaN/Inf)"
+            )
             confidence = 0.0
     else:
         confidence = 0.0
-    
+
     # Ensure it's a float and clamp to valid range
-    return max(0.0, min(1.0, float(confidence)))
\ No newline at end of file
+    return max(0.0, min(1.0, float(confidence)))
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/__init__.py
index c9c77c02..aeaebc1f 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/__init__.py
@@ -1,17 +1,17 @@
 """API routers for different functional areas."""
 
-from .users import router as users_router
-from .speakers import router as speakers_router
-from .enrollment import router as enrollment_router
-from .identification import router as identification_router  
 from .deepgram_wrapper import router as deepgram_router
+from .enrollment import router as enrollment_router
+from .identification import router as identification_router
+from .speakers import router as speakers_router
+from .users import router as users_router
 from .websocket_wrapper import router as websocket_router
 
 __all__ = [
     "users_router",
-    "speakers_router", 
+    "speakers_router",
     "enrollment_router",
     "identification_router",
     "deepgram_router",
-    "websocket_router"
-]
\ No newline at end of file
+    "websocket_router",
+]
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/deepgram_wrapper.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/deepgram_wrapper.py
index 4befce4a..49eb1136 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/deepgram_wrapper.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/deepgram_wrapper.py
@@ -8,13 +8,22 @@
 from typing import Any, Dict, List, Optional
 
 import aiohttp
-from fastapi import APIRouter, Depends, File, Form, Header, HTTPException, Query, Request, UploadFile
-
+from fastapi import (
+    APIRouter,
+    Depends,
+    File,
+    Form,
+    Header,
+    HTTPException,
+    Query,
+    Request,
+    UploadFile,
+)
 from simple_speaker_recognition.api.core.utils import (
     safe_format_confidence,
-    validate_confidence
+    validate_confidence,
 )
-from simple_speaker_recognition.core.models import SpeakerStatus, DiarizationConfig
+from simple_speaker_recognition.core.models import DiarizationConfig, SpeakerStatus
 from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
 from simple_speaker_recognition.utils.audio_processing import get_audio_info
 
@@ -29,24 +38,28 @@
 async def get_db():
     """Get speaker database dependency."""
     from .. import service
+
     return await service.get_db()
 
 
 def get_audio_backend():
     """Get audio backend."""
     from .. import service
+
     return service.audio_backend
 
 
 def get_speaker_db():
     """Get speaker database."""
     from .. import service
+
     return service.speaker_db
 
 
 def get_auth():
     """Get auth settings."""
     from .. import service
+
     return service.auth
 
 
@@ -65,7 +78,7 @@ def sanitize_params_for_deepgram(params: Dict[str, Any]) -> Dict[str, str]:
             sanitized[key] = value
         elif isinstance(value, list):
             # Handle list parameters (like keywords, search terms)
-            sanitized[key] = ','.join(str(item) for item in value)
+            sanitized[key] = ",".join(str(item) for item in value)
         else:
             # Convert other types to string
             sanitized[key] = str(value)
@@ -73,85 +86,94 @@ def sanitize_params_for_deepgram(params: Dict[str, Any]) -> Dict[str, str]:
 
 
 async def forward_to_deepgram(
-    audio_data: bytes,
-    content_type: str,
-    params: Dict[str, Any],
-    deepgram_api_key: str
+    audio_data: bytes, content_type: str, params: Dict[str, Any], deepgram_api_key: str
 ) -> Dict[str, Any]:
     """Forward audio to Deepgram API and return response."""
     auth = get_auth()
     url = f"{auth.deepgram_base_url}/v1/listen"
-    
+
     headers = {
         "Authorization": f"Token {deepgram_api_key}",
-        "Content-Type": content_type
+        "Content-Type": content_type,
     }
-    
+
     # Sanitize parameters for Deepgram API
     sanitized_params = sanitize_params_for_deepgram(params)
-    
+
     async with aiohttp.ClientSession() as session:
         async with session.post(
-            url,
-            headers=headers,
-            data=audio_data,
-            params=sanitized_params
+            url, headers=headers, data=audio_data, params=sanitized_params
         ) as response:
             if response.status != 200:
                 error_text = await response.text()
                 log.error(f"Deepgram API error: {response.status} - {error_text}")
                 raise HTTPException(
                     status_code=response.status,
-                    detail=f"Deepgram API error: {error_text}"
+                    detail=f"Deepgram API error: {error_text}",
                 )
-            
+
             result = await response.json()
             log.info("Successfully received Deepgram response")
             return result
 
 
-def parse_and_validate_diarization_config(diarization_config_str: Optional[str] = None) -> Dict[str, Any]:
+def parse_and_validate_diarization_config(
+    diarization_config_str: Optional[str] = None,
+) -> Dict[str, Any]:
     """Parse and validate the diarization config parameter with parameter filtering warnings."""
     if not diarization_config_str:
         # Default to Deepgram diarization (as per plan requirement)
         return {
             "provider": "deepgram",
             "validated_config": {"diarization": {"provider": "deepgram"}},
-            "warnings": []
+            "warnings": [],
         }
-    
+
     try:
         # Parse JSON config
         config_data = json.loads(diarization_config_str)
-        
+
         # Validate using Pydantic model
         diarization_config = DiarizationConfig(**config_data)
         diarization_provider = diarization_config.diarization
-        
+
         warnings = []
-        
+
         # Check for parameter conflicts and generate warnings
         if diarization_provider.provider == "deepgram":
             # Check if any pyannote-specific parameters were provided
-            pyannote_params = ["min_speakers", "max_speakers", "collar", "min_duration_off"]
-            if hasattr(diarization_provider, 'min_speakers') or \
-               hasattr(diarization_provider, 'max_speakers') or \
-               hasattr(diarization_provider, 'collar') or \
-               hasattr(diarization_provider, 'min_duration_off'):
-                warnings.append("Ignoring pyannote-specific parameters for Deepgram diarization")
-        
+            pyannote_params = [
+                "min_speakers",
+                "max_speakers",
+                "collar",
+                "min_duration_off",
+            ]
+            if (
+                hasattr(diarization_provider, "min_speakers")
+                or hasattr(diarization_provider, "max_speakers")
+                or hasattr(diarization_provider, "collar")
+                or hasattr(diarization_provider, "min_duration_off")
+            ):
+                warnings.append(
+                    "Ignoring pyannote-specific parameters for Deepgram diarization"
+                )
+
         return {
             "provider": diarization_provider.provider,
             "validated_config": diarization_config.dict(),
-            "warnings": warnings
+            "warnings": warnings,
         }
-    
+
     except json.JSONDecodeError as e:
         log.error(f"Invalid JSON in diarization_config: {e}")
-        raise HTTPException(status_code=400, detail=f"Invalid JSON in diarization_config: {str(e)}")
+        raise HTTPException(
+            status_code=400, detail=f"Invalid JSON in diarization_config: {str(e)}"
+        )
     except Exception as e:
         log.error(f"Invalid diarization_config format: {e}")
-        raise HTTPException(status_code=400, detail=f"Invalid diarization_config format: {str(e)}")
+        raise HTTPException(
+            status_code=400, detail=f"Invalid diarization_config format: {str(e)}"
+        )
 
 
 async def process_with_pyannote_diarization(
@@ -159,55 +181,57 @@ async def process_with_pyannote_diarization(
     deepgram_response: Dict[str, Any],
     diarization_params: Dict[str, Any],
     user_id: Optional[int],
-    confidence_threshold: float
+    confidence_threshold: float,
 ) -> Dict[str, Any]:
     """Process audio using Pyannote diarization + speaker identification."""
     log.info("Using Pyannote diarization path")
-    
+
     # Create temporary file for processing
     with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
         tmp_file.write(audio_data)
         tmp_path = Path(tmp_file.name)
-    
+
     try:
         # Get audio backend for diarization
         audio_backend = get_audio_backend()
-        
+
         # Extract diarization parameters
         min_speakers = diarization_params.get("min_speakers")
         max_speakers = diarization_params.get("max_speakers")
         collar = diarization_params.get("collar", 2.0)
         min_duration_off = diarization_params.get("min_duration_off", 1.5)
-        
+
         # Perform diarization with parameters
         segments = await audio_backend.async_diarize(
             tmp_path,
             min_speakers=min_speakers,
             max_speakers=max_speakers,
             collar=collar,
-            min_duration_off=min_duration_off
+            min_duration_off=min_duration_off,
         )
-        
+
         # Apply speaker identification if user_id provided
         enhanced_response = deepgram_response.copy()
-        
+
         if user_id:
             # Process segments for speaker identification
             speaker_db = get_speaker_db()
             identified_speakers = {}
-            
+
             for segment in segments:
                 try:
-                    start_time = segment["start"] 
+                    start_time = segment["start"]
                     end_time = segment["end"]
-                    
+
                     # Load audio segment
                     wav = audio_backend.load_wave(tmp_path, start_time, end_time)
-                    
+
                     # Generate embedding and identify
                     emb = await audio_backend.async_embed(wav)
-                    found, speaker_info, confidence = await speaker_db.identify(emb, user_id=user_id)
-                    
+                    found, speaker_info, confidence = await speaker_db.identify(
+                        emb, user_id=user_id
+                    )
+
                     # Store identification result
                     if found and confidence >= confidence_threshold:
                         speaker_key = str(segment["speaker"])
@@ -216,13 +240,13 @@ async def process_with_pyannote_diarization(
                                 "speaker_id": speaker_info["id"],
                                 "speaker_name": speaker_info["name"],
                                 "confidence": confidence,
-                                "status": SpeakerStatus.IDENTIFIED.value
+                                "status": SpeakerStatus.IDENTIFIED.value,
                             }
-                
+
                 except Exception as e:
                     log.warning(f"Error identifying segment: {e}")
                     continue
-            
+
             # Add enhancement metadata
             enhanced_response["speaker_enhancement"] = {
                 "enabled": True,
@@ -236,18 +260,18 @@ async def process_with_pyannote_diarization(
                     "min_speakers": min_speakers,
                     "max_speakers": max_speakers,
                     "collar": collar,
-                    "min_duration_off": min_duration_off
-                }
+                    "min_duration_off": min_duration_off,
+                },
             }
         else:
             enhanced_response["speaker_enhancement"] = {
                 "enabled": False,
-                "method": "pyannote", 
-                "reason": "No user_id provided for speaker identification"
+                "method": "pyannote",
+                "reason": "No user_id provided for speaker identification",
             }
-        
+
         return enhanced_response
-    
+
     finally:
         # Clean up temporary file
         tmp_path.unlink(missing_ok=True)
@@ -257,187 +281,221 @@ async def enhance_deepgram_response_with_speaker_id(
     audio_data: bytes,
     deepgram_response: Dict[str, Any],
     user_id: Optional[int],
-    confidence_threshold: float = 0.15
+    confidence_threshold: float = 0.15,
 ) -> Dict[str, Any]:
     """Extract speaker segments and identify speakers from Deepgram response."""
     enhanced_response = deepgram_response.copy()
-    
+
     if not user_id:
         log.warning("No user_id provided, skipping speaker identification")
         return enhanced_response
-    
+
     try:
         # Create temporary file for audio processing
         with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
             tmp_file.write(audio_data)
             tmp_path = Path(tmp_file.name)
-        
+
         try:
             # Get actual audio duration for boundary validation
             audio_info = get_audio_info(str(tmp_path))
             audio_duration = audio_info["duration_seconds"]
             log.info(f"Audio file duration: {audio_duration:.6f}s")
-            
+
             # Extract words from Deepgram response
             results = deepgram_response.get("results", {})
             channels = results.get("channels", [])
-            
+
             if not channels:
                 log.warning("No channels found in Deepgram response")
                 return enhanced_response
-            
+
             channel = channels[0]
             alternatives = channel.get("alternatives", [])
-            
+
             if not alternatives:
                 log.warning("No alternatives found in Deepgram response")
                 return enhanced_response
-            
+
             words = alternatives[0].get("words", [])
-            
+
             # Group consecutive words by speaker to create segments
             speaker_segments = []
             enhanced_words = []
             current_segment = None
-            
+
             for word_info in words:
                 speaker = word_info.get("speaker", 0)
                 start_time = word_info.get("start", 0)
                 end_time = word_info.get("end", 0)
-                
+
                 # Create enhanced word with default values
                 enhanced_word = word_info.copy()
-                enhanced_word.update({
-                    "identified_speaker_id": None,
-                    "identified_speaker_name": None,
-                    "speaker_identification_confidence": None,
-                    "speaker_status": SpeakerStatus.UNKNOWN.value
-                })
-                
+                enhanced_word.update(
+                    {
+                        "identified_speaker_id": None,
+                        "identified_speaker_name": None,
+                        "speaker_identification_confidence": None,
+                        "speaker_status": SpeakerStatus.UNKNOWN.value,
+                    }
+                )
+
                 # Check if we need to start a new segment (speaker changed)
                 if current_segment is None or current_segment["speaker"] != speaker:
                     # Save previous segment
                     if current_segment is not None:
                         speaker_segments.append(current_segment)
-                    
+
                     # Start new segment
                     current_segment = {
                         "speaker": speaker,
                         "start": start_time,
                         "end": end_time,
                         "words": [word_info],
-                        "word_indices": [len(enhanced_words)],  # Track word indices for later update
-                        "identified": False
+                        "word_indices": [
+                            len(enhanced_words)
+                        ],  # Track word indices for later update
+                        "identified": False,
                     }
                 else:
                     # Continue current segment
                     current_segment["end"] = end_time
                     current_segment["words"].append(word_info)
                     current_segment["word_indices"].append(len(enhanced_words))
-                
+
                 enhanced_words.append(enhanced_word)
-            
+
             # Don't forget the last segment
             if current_segment is not None:
                 speaker_segments.append(current_segment)
-            
+
             # Process each speaker segment for identification
             audio_backend = get_audio_backend()
             speaker_db = get_speaker_db()
-            
+
             for segment_idx, segment_info in enumerate(speaker_segments):
                 try:
                     # Extract audio segment
                     start_time = segment_info["start"]
                     end_time = segment_info["end"]
-                    
+
                     # Validate segment boundaries against actual audio duration
                     if start_time >= audio_duration:
-                        log.warning(f"Segment {segment_idx} start time {start_time:.6f}s exceeds audio duration {audio_duration:.6f}s, skipping")
+                        log.warning(
+                            f"Segment {segment_idx} start time {start_time:.6f}s exceeds audio duration {audio_duration:.6f}s, skipping"
+                        )
                         # Apply error status to all words in this segment
                         for word_idx in segment_info["word_indices"]:
-                            enhanced_words[word_idx].update({
-                                "identified_speaker_id": None,
-                                "identified_speaker_name": None,
-                                "speaker_identification_confidence": 0.0,
-                                "speaker_status": SpeakerStatus.ERROR.value
-                            })
+                            enhanced_words[word_idx].update(
+                                {
+                                    "identified_speaker_id": None,
+                                    "identified_speaker_name": None,
+                                    "speaker_identification_confidence": 0.0,
+                                    "speaker_status": SpeakerStatus.ERROR.value,
+                                }
+                            )
                         continue
-                        
+
                     if end_time > audio_duration:
-                        log.warning(f"Segment {segment_idx} end time {end_time:.6f}s exceeds audio duration {audio_duration:.6f}s, clipping to {audio_duration:.6f}s")
+                        log.warning(
+                            f"Segment {segment_idx} end time {end_time:.6f}s exceeds audio duration {audio_duration:.6f}s, clipping to {audio_duration:.6f}s"
+                        )
                         end_time = audio_duration
-                        
+
                     if end_time <= start_time:
-                        log.warning(f"Segment {segment_idx} has invalid duration (start: {start_time:.6f}s, end: {end_time:.6f}s), skipping")
+                        log.warning(
+                            f"Segment {segment_idx} has invalid duration (start: {start_time:.6f}s, end: {end_time:.6f}s), skipping"
+                        )
                         # Apply error status to all words in this segment
                         for word_idx in segment_info["word_indices"]:
-                            enhanced_words[word_idx].update({
-                                "identified_speaker_id": None,
-                                "identified_speaker_name": None,
-                                "speaker_identification_confidence": 0.0,
-                                "speaker_status": SpeakerStatus.ERROR.value
-                            })
+                            enhanced_words[word_idx].update(
+                                {
+                                    "identified_speaker_id": None,
+                                    "identified_speaker_name": None,
+                                    "speaker_identification_confidence": 0.0,
+                                    "speaker_status": SpeakerStatus.ERROR.value,
+                                }
+                            )
                         continue
-                    
+
                     # Load and extract segment
                     wav = audio_backend.load_wave(tmp_path, start_time, end_time)
-                    
+
                     # Get embedding
                     emb = await audio_backend.async_embed(wav)
-                    
+
                     # Identify speaker
-                    found, speaker_info, confidence = await speaker_db.identify(emb, user_id=user_id)
+                    found, speaker_info, confidence = await speaker_db.identify(
+                        emb, user_id=user_id
+                    )
                     confidence = validate_confidence(confidence, "deepgram_enhancement")
-                    
+
                     # Store identification result for this segment
                     segment_result = None
-                    
+
                     if found and confidence >= confidence_threshold:
                         segment_result = {
                             "speaker_id": speaker_info["id"],
                             "speaker_name": speaker_info["name"],
                             "confidence": confidence,
-                            "status": SpeakerStatus.IDENTIFIED.value
+                            "status": SpeakerStatus.IDENTIFIED.value,
                         }
-                        confidence_str = safe_format_confidence(confidence, "deepgram_speaker_identification")
-                        log.info(f"Identified segment {segment_idx} (speaker {segment_info['speaker']}) as {speaker_info['name']} (confidence: {confidence_str})")
+                        confidence_str = safe_format_confidence(
+                            confidence, "deepgram_speaker_identification"
+                        )
+                        log.info(
+                            f"Identified segment {segment_idx} (speaker {segment_info['speaker']}) as {speaker_info['name']} (confidence: {confidence_str})"
+                        )
                     else:
                         segment_result = {
                             "speaker_id": None,
                             "speaker_name": None,
                             "confidence": confidence if confidence is not None else 0.0,
-                            "status": SpeakerStatus.UNKNOWN.value
+                            "status": SpeakerStatus.UNKNOWN.value,
                         }
-                        confidence_str = safe_format_confidence(confidence, "deepgram_speaker_unknown")
-                        log.info(f"Segment {segment_idx} (speaker {segment_info['speaker']}) not identified (confidence: {confidence_str})")
-                    
+                        confidence_str = safe_format_confidence(
+                            confidence, "deepgram_speaker_unknown"
+                        )
+                        log.info(
+                            f"Segment {segment_idx} (speaker {segment_info['speaker']}) not identified (confidence: {confidence_str})"
+                        )
+
                     # Apply identification to all words in this segment
                     for word_idx in segment_info["word_indices"]:
-                        enhanced_words[word_idx].update({
-                            "identified_speaker_id": segment_result["speaker_id"],
-                            "identified_speaker_name": segment_result["speaker_name"],
-                            "speaker_identification_confidence": segment_result["confidence"],
-                            "speaker_status": segment_result["status"]
-                        })
-                    
+                        enhanced_words[word_idx].update(
+                            {
+                                "identified_speaker_id": segment_result["speaker_id"],
+                                "identified_speaker_name": segment_result[
+                                    "speaker_name"
+                                ],
+                                "speaker_identification_confidence": segment_result[
+                                    "confidence"
+                                ],
+                                "speaker_status": segment_result["status"],
+                            }
+                        )
+
                     # Store result for summary
                     segment_info["identification"] = segment_result
-                        
+
                 except Exception as e:
                     log.warning(f"Error identifying segment {segment_idx}: {e}")
                     # Apply error status to all words in this segment
                     for word_idx in segment_info["word_indices"]:
-                        enhanced_words[word_idx].update({
-                            "identified_speaker_id": None,
-                            "identified_speaker_name": None,
-                            "speaker_identification_confidence": 0.0,
-                            "speaker_status": SpeakerStatus.ERROR.value
-                        })
-            
+                        enhanced_words[word_idx].update(
+                            {
+                                "identified_speaker_id": None,
+                                "identified_speaker_name": None,
+                                "speaker_identification_confidence": 0.0,
+                                "speaker_status": SpeakerStatus.ERROR.value,
+                            }
+                        )
+
             # Update the response with enhanced words
-            enhanced_response["results"]["channels"][0]["alternatives"][0]["words"] = enhanced_words
-            
+            enhanced_response["results"]["channels"][0]["alternatives"][0][
+                "words"
+            ] = enhanced_words
+
             # Collect unique identified speakers
             identified_speakers = {}
             for segment in speaker_segments:
@@ -449,7 +507,7 @@ async def enhance_deepgram_response_with_speaker_id(
                         # Only store the first occurrence of each identified speaker
                         if speaker_key not in identified_speakers:
                             identified_speakers[speaker_key] = result
-            
+
             # Add speaker enhancement metadata
             enhanced_response["speaker_enhancement"] = {
                 "enabled": True,
@@ -457,24 +515,31 @@ async def enhance_deepgram_response_with_speaker_id(
                 "confidence_threshold": confidence_threshold,
                 "identified_speakers": identified_speakers,
                 "total_segments": len(speaker_segments),
-                "identified_segments": len([s for s in speaker_segments if s.get("identification", {}).get("status") == SpeakerStatus.IDENTIFIED.value]),
+                "identified_segments": len(
+                    [
+                        s
+                        for s in speaker_segments
+                        if s.get("identification", {}).get("status")
+                        == SpeakerStatus.IDENTIFIED.value
+                    ]
+                ),
                 "total_speakers": len(set(s["speaker"] for s in speaker_segments)),
-                "identified_count": len(identified_speakers)
+                "identified_count": len(identified_speakers),
             }
-            
+
         finally:
             # Clean up temporary file
             tmp_path.unlink(missing_ok=True)
-    
+
     except Exception as e:
         log.error(f"Error during speaker identification: {e}")
         # Add error info to response but don't fail the request
         enhanced_response["speaker_enhancement"] = {
             "enabled": True,
             "error": str(e),
-            "status": "failed"
+            "status": "failed",
         }
-    
+
     return enhanced_response
 
 
@@ -489,43 +554,63 @@ async def deepgram_compatible_transcription(
     punctuate: bool = Query(default=True, description="Add punctuation"),
     profanity_filter: bool = Query(default=False, description="Filter profanity"),
     diarize: bool = Query(default=True, description="Enable speaker diarization"),
-    diarize_version: str = Query(default="latest", description="Diarization model version"),
+    diarize_version: str = Query(
+        default="latest", description="Diarization model version"
+    ),
     multichannel: bool = Query(default=False, description="Process multiple channels"),
-    alternatives: int = Query(default=1, description="Number of alternative transcripts"),
+    alternatives: int = Query(
+        default=1, description="Number of alternative transcripts"
+    ),
     numerals: bool = Query(default=True, description="Convert numbers to numerals"),
     smart_format: bool = Query(default=True, description="Enable smart formatting"),
     paragraphs: bool = Query(default=True, description="Organize into paragraphs"),
     utterances: bool = Query(default=True, description="Organize into utterances"),
-    detect_language: bool = Query(default=False, description="Detect language automatically"),
+    detect_language: bool = Query(
+        default=False, description="Detect language automatically"
+    ),
     summarize: bool = Query(default=False, description="Generate summary"),
     sentiment: bool = Query(default=False, description="Analyze sentiment"),
     # NEW: Structured diarization configuration
-    diarization_config: Optional[str] = Form(default=None, description="JSON config for diarization"),
+    diarization_config: Optional[str] = Form(
+        default=None, description="JSON config for diarization"
+    ),
     # Speaker enhancement parameters
-    enhance_speakers: bool = Query(default=True, description="Enable speaker identification enhancement"),
-    user_id: Optional[int] = Query(default=None, description="User ID for speaker identification"),
-    speaker_confidence_threshold: float = Query(default=0.15, description="Minimum confidence for speaker identification"),
+    enhance_speakers: bool = Query(
+        default=True, description="Enable speaker identification enhancement"
+    ),
+    user_id: Optional[int] = Query(
+        default=None, description="User ID for speaker identification"
+    ),
+    speaker_confidence_threshold: float = Query(
+        default=0.15, description="Minimum confidence for speaker identification"
+    ),
     # Authentication
-    authorization: Optional[str] = Header(default=None, description="Authorization header"),
+    authorization: Optional[str] = Header(
+        default=None, description="Authorization header"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """Deepgram-compatible transcription endpoint with speaker enhancement."""
-    
+
     log.info("Processing /v1/listen request")
-    log.info(f"Parameters - user_id: {user_id}, enhance_speakers: {enhance_speakers}, speaker_confidence_threshold: {speaker_confidence_threshold}")
+    log.info(
+        f"Parameters - user_id: {user_id}, enhance_speakers: {enhance_speakers}, speaker_confidence_threshold: {speaker_confidence_threshold}"
+    )
     log.info(f"Diarization config: {diarization_config}")
-    log.info(f"File - name: {file.filename}, content_type: {file.content_type}, size: {file.size if hasattr(file, 'size') else 'unknown'}")
-    
+    log.info(
+        f"File - name: {file.filename}, content_type: {file.content_type}, size: {file.size if hasattr(file, 'size') else 'unknown'}"
+    )
+
     # Parse and validate diarization configuration
     config_result = parse_and_validate_diarization_config(diarization_config)
     diarization_provider = config_result["provider"]
     validated_config = config_result["validated_config"]
     warnings = config_result["warnings"]
-    
+
     # Log any parameter warnings
     for warning in warnings:
         log.warning(warning)
-    
+
     # Extract API key from authorization header
     api_key = None
     if authorization:
@@ -535,23 +620,23 @@ async def deepgram_compatible_transcription(
             api_key = authorization[7:]
         else:
             api_key = authorization
-    
+
     # Use provided API key or fall back to service default
     auth = get_auth()
     deepgram_key = api_key or auth.deepgram_api_key
     if not deepgram_key:
         raise HTTPException(
             status_code=401,
-            detail="Deepgram API key required. Provide via Authorization header or DEEPGRAM_API_KEY environment variable."
+            detail="Deepgram API key required. Provide via Authorization header or DEEPGRAM_API_KEY environment variable.",
         )
-    
+
     log.info(f"Processing with diarization provider: {diarization_provider}")
-    
+
     try:
         # Read audio file
         audio_data = await file.read()
         content_type = file.content_type or "audio/wav"
-        
+
         # Prepare base parameters for transcription
         base_params = {
             "model": model,
@@ -569,31 +654,33 @@ async def deepgram_compatible_transcription(
             "summarize": summarize,
             "sentiment": sentiment,
         }
-        
+
         # Remove None values
         base_params = {k: v for k, v in base_params.items() if v is not None}
-        
+
         if diarization_provider == "deepgram":
             # DEEPGRAM PATH: Use Deepgram for both transcription and diarization
             log.info("Using Deepgram diarization path")
-            
+
             # Add Deepgram diarization parameters
             deepgram_params = base_params.copy()
-            deepgram_params.update({
-                "diarize": diarize,
-                "diarize_version": diarize_version,
-            })
-            
+            deepgram_params.update(
+                {
+                    "diarize": diarize,
+                    "diarize_version": diarize_version,
+                }
+            )
+
             log.info(f"Forwarding to Deepgram with diarization: {deepgram_params}")
-            
+
             # Forward to Deepgram with diarization enabled
             deepgram_response = await forward_to_deepgram(
                 audio_data=audio_data,
                 content_type=content_type,
                 params=deepgram_params,
-                deepgram_api_key=deepgram_key
+                deepgram_api_key=deepgram_key,
             )
-            
+
             # Enhance with speaker identification if enabled
             if enhance_speakers and user_id:
                 log.info("Enhancing Deepgram diarization with speaker identification")
@@ -601,60 +688,68 @@ async def deepgram_compatible_transcription(
                     audio_data=audio_data,
                     deepgram_response=deepgram_response,
                     user_id=user_id,
-                    confidence_threshold=speaker_confidence_threshold
+                    confidence_threshold=speaker_confidence_threshold,
                 )
                 return enhanced_response
             else:
                 log.info("Returning Deepgram response without speaker enhancement")
                 return deepgram_response
-        
+
         elif diarization_provider == "pyannote":
             # PYANNOTE PATH: Use Deepgram for transcription only, then Pyannote diarization + identification
             log.info("Using Pyannote diarization path")
-            
+
             # Get transcription from Deepgram (no diarization)
             transcription_params = base_params.copy()
-            transcription_params["diarize"] = False  # Always disable Deepgram diarization for Pyannote path
-            
+            transcription_params["diarize"] = (
+                False  # Always disable Deepgram diarization for Pyannote path
+            )
+
             log.info(f"Getting transcription from Deepgram: {transcription_params}")
-            
+
             # Get transcription from Deepgram
             deepgram_response = await forward_to_deepgram(
                 audio_data=audio_data,
                 content_type=content_type,
                 params=transcription_params,
-                deepgram_api_key=deepgram_key
+                deepgram_api_key=deepgram_key,
             )
-            
+
             # Enhance with Pyannote diarization and speaker identification if enabled
             if enhance_speakers:
-                log.info("Processing with Pyannote diarization and speaker identification")
-                
+                log.info(
+                    "Processing with Pyannote diarization and speaker identification"
+                )
+
                 # Extract diarization parameters from structured config
                 diarization_params = validated_config.get("diarization", {})
-                
+
                 enhanced_response = await process_with_pyannote_diarization(
                     audio_data=audio_data,
                     deepgram_response=deepgram_response,
                     diarization_params=diarization_params,
                     user_id=user_id,
-                    confidence_threshold=speaker_confidence_threshold
+                    confidence_threshold=speaker_confidence_threshold,
                 )
-                
+
                 # Add config metadata to response
                 if "speaker_enhancement" not in enhanced_response:
                     enhanced_response["speaker_enhancement"] = {}
-                enhanced_response["speaker_enhancement"]["diarization_config"] = validated_config
+                enhanced_response["speaker_enhancement"][
+                    "diarization_config"
+                ] = validated_config
                 enhanced_response["speaker_enhancement"]["warnings"] = warnings
-                
+
                 return enhanced_response
             else:
                 log.info("Returning transcription only (speaker enhancement disabled)")
                 return deepgram_response
-        
+
         else:
-            raise HTTPException(400, f"Unsupported diarization provider: {diarization_provider}")
-    
+            raise HTTPException(
+                400, f"Unsupported diarization provider: {diarization_provider}"
+            )
+
     except HTTPException:
         raise
     except Exception as e:
@@ -662,17 +757,17 @@ async def deepgram_compatible_transcription(
         raise HTTPException(500, f"Transcription failed: {str(e)}")
 
 
-
-
 @router.post("/v1/diarize-only")
 async def diarize_only(
     file: UploadFile = File(..., description="Audio file for speaker diarization only"),
-    min_duration: float = Query(default=0.5, description="Minimum segment duration in seconds"),
+    min_duration: float = Query(
+        default=0.5, description="Minimum segment duration in seconds"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     Pure speaker diarization without speaker identification.
-    
+
     This endpoint provides diarization-only processing:
     1. Uses internal pyannote system for speaker diarization
     2. Returns speaker segments with generic labels (SPEAKER_00, SPEAKER_01, etc.)
@@ -680,44 +775,52 @@ async def diarize_only(
     4. Useful for understanding speaker changes without needing enrolled speakers
     """
     log.info(f"Processing diarization-only request: {file.filename}")
-    
+
     # Create temporary file
     with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
         tmp_file.write(await file.read())
         tmp_path = Path(tmp_file.name)
-    
+
     try:
         # Perform diarization using internal system
         log.info(f"Performing speaker diarization on {tmp_path}")
         audio_backend = get_audio_backend()
         segments = await audio_backend.async_diarize(tmp_path)
-        
+
         # Apply minimum duration filter
         if min_duration > 0:
             original_count = len(segments)
             segments = [s for s in segments if s["duration"] >= min_duration]
             if len(segments) < original_count:
-                log.info(f"Filtered out {original_count - len(segments)} segments shorter than {min_duration}s")
-        
+                log.info(
+                    f"Filtered out {original_count - len(segments)} segments shorter than {min_duration}s"
+                )
+
         # Format segments for response (no speaker identification)
         diarization_segments = []
         for segment in segments:
-            diarization_segments.append({
-                "speaker": segment["speaker"],  # SPEAKER_00, SPEAKER_01, etc.
-                "start": round(segment["start"], 3),
-                "end": round(segment["end"], 3),
-                "duration": round(segment["duration"], 3),
-                "speaker_label": segment["speaker"],  # Generic label
-                "identified": False,  # No identification performed
-                "status": "diarized_only"
-            })
-        
+            diarization_segments.append(
+                {
+                    "speaker": segment["speaker"],  # SPEAKER_00, SPEAKER_01, etc.
+                    "start": round(segment["start"], 3),
+                    "end": round(segment["end"], 3),
+                    "duration": round(segment["duration"], 3),
+                    "speaker_label": segment["speaker"],  # Generic label
+                    "identified": False,  # No identification performed
+                    "status": "diarized_only",
+                }
+            )
+
         # Calculate summary
-        total_duration = max(s["end"] for s in diarization_segments) if diarization_segments else 0
+        total_duration = (
+            max(s["end"] for s in diarization_segments) if diarization_segments else 0
+        )
         unique_speakers = list(set(s["speaker"] for s in diarization_segments))
-        
-        log.info(f"Diarization complete: {len(diarization_segments)} segments, {len(unique_speakers)} speakers")
-        
+
+        log.info(
+            f"Diarization complete: {len(diarization_segments)} segments, {len(unique_speakers)} speakers"
+        )
+
         return {
             "segments": diarization_segments,
             "summary": {
@@ -726,16 +829,16 @@ async def diarize_only(
                 "num_speakers": len(unique_speakers),
                 "speakers": unique_speakers,
                 "min_duration_filter": min_duration,
-                "processing_mode": "diarization_only"
+                "processing_mode": "diarization_only",
             },
             "processing_info": {
                 "method": "pyannote",
                 "speaker_identification": False,
                 "transcription": False,
-                "description": "Speaker diarization only - generic speaker labels without identification"
-            }
+                "description": "Speaker diarization only - generic speaker labels without identification",
+            },
         }
-        
+
     except Exception as e:
         log.error(f"Error during diarization-only processing: {e}")
         raise HTTPException(500, f"Diarization failed: {str(e)}")
@@ -749,32 +852,28 @@ async def deepgram_health():
     """Health check endpoint for Deepgram wrapper compatibility."""
     auth = get_auth()
     speaker_db = get_speaker_db()
-    
+
     return {
         "status": "ok",
         "service": "Deepgram Speaker Enhancement Wrapper",
         "deepgram_configured": bool(auth.deepgram_api_key),
         "speaker_recognition_available": True,
-        "enrolled_speakers": speaker_db.get_speaker_count()
+        "enrolled_speakers": speaker_db.get_speaker_count(),
     }
 
 
 @router.get("/deepgram/config")
 async def get_deepgram_config():
     """Get Deepgram configuration for frontend.
-    
+
     Returns the Deepgram API key if configured, allowing the frontend
     to make direct WebSocket connections to Deepgram for streaming.
     """
     deepgram_api_key = os.getenv("DEEPGRAM_API_KEY")
-    
+
     if not deepgram_api_key:
         raise HTTPException(
-            status_code=404,
-            detail="Deepgram API key not configured on server"
+            status_code=404, detail="Deepgram API key not configured on server"
         )
-    
-    return {
-        "api_key": deepgram_api_key,
-        "status": "configured"
-    }
\ No newline at end of file
+
+    return {"api_key": deepgram_api_key, "status": "configured"}
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/enrollment.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/enrollment.py
index eecb4ff5..aeddda5f 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/enrollment.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/enrollment.py
@@ -8,11 +8,10 @@
 
 import numpy as np
 from fastapi import APIRouter, Depends, File, Form, HTTPException, UploadFile
-
 from simple_speaker_recognition.api.core.utils import (
     extract_user_id_from_speaker_id,
     get_data_directory,
-    secure_temp_file
+    secure_temp_file,
 )
 from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
 from simple_speaker_recognition.database import get_db_session
@@ -30,59 +29,69 @@
 async def get_db():
     """Get speaker database dependency."""
     from .. import service
+
     return await service.get_db()
 
 
 def get_audio_backend():
     """Get audio backend."""
     from .. import service
+
     return service.audio_backend
 
 
 def get_auth():
     """Get auth settings."""
     from .. import service
+
     return service.auth
 
 
-def check_duplicate_speaker_name(user_id: int, speaker_name: str, exclude_speaker_id: str = None) -> bool:
+def check_duplicate_speaker_name(
+    user_id: int, speaker_name: str, exclude_speaker_id: str = None
+) -> bool:
     """Check if a speaker name already exists for the given user.
-    
+
     Args:
         user_id: User ID to check within
         speaker_name: Speaker name to check
         exclude_speaker_id: Speaker ID to exclude from check (for updates)
-        
+
     Returns:
         True if duplicate found, False otherwise
     """
     db_session = get_db_session()
     try:
         query = db_session.query(Speaker).filter(
-            Speaker.user_id == user_id,
-            Speaker.name == speaker_name
+            Speaker.user_id == user_id, Speaker.name == speaker_name
         )
-        
+
         if exclude_speaker_id:
             query = query.filter(Speaker.id != exclude_speaker_id)
-            
+
         existing_speaker = query.first()
         return existing_speaker is not None
-        
+
     finally:
         db_session.close()
 
 
-def save_enrollment_audio(user_id: int, speaker_id: str, audio_data: bytes, filename: str, enrollment_type: str = "upload") -> Path:
+def save_enrollment_audio(
+    user_id: int,
+    speaker_id: str,
+    audio_data: bytes,
+    filename: str,
+    enrollment_type: str = "upload",
+) -> Path:
     """Save enrollment audio file to disk.
-    
+
     Args:
         user_id: User ID
         speaker_id: Speaker ID
         audio_data: Audio file data
         filename: Original filename
         enrollment_type: Type of enrollment (upload, recording, append)
-    
+
     Returns:
         Path to saved audio file
     """
@@ -90,37 +99,39 @@ def save_enrollment_audio(user_id: int, speaker_id: str, audio_data: bytes, file
     auth = get_auth()
     speaker_audio_dir = auth.enrollment_audio_dir / str(user_id) / speaker_id
     speaker_audio_dir.mkdir(parents=True, exist_ok=True)
-    
+
     # Generate unique filename with timestamp
     timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
     safe_filename = Path(filename).stem.replace(" ", "_").replace("/", "_")
     extension = Path(filename).suffix or ".wav"
     unique_filename = f"{timestamp}_{enrollment_type}_{safe_filename}{extension}"
-    
+
     # Save audio file
     audio_path = speaker_audio_dir / unique_filename
     with open(audio_path, "wb") as f:
         f.write(audio_data)
-    
+
     log.info(f"Saved enrollment audio: {audio_path}")
     return audio_path
 
 
-def save_enrollment_manifest(user_id: int, speaker_id: str, audio_files: List[dict]) -> Path:
+def save_enrollment_manifest(
+    user_id: int, speaker_id: str, audio_files: List[dict]
+) -> Path:
     """Save or update enrollment manifest file.
-    
+
     Args:
         user_id: User ID
         speaker_id: Speaker ID
         audio_files: List of audio file information
-    
+
     Returns:
         Path to manifest file
     """
     auth = get_auth()
     manifest_dir = auth.enrollment_audio_dir / str(user_id) / speaker_id
     manifest_path = manifest_dir / "enrollment_manifest.json"
-    
+
     # Load existing manifest if it exists
     existing_files = []
     if manifest_path.exists():
@@ -130,23 +141,23 @@ def save_enrollment_manifest(user_id: int, speaker_id: str, audio_files: List[di
                 existing_files = manifest_data.get("audio_files", [])
         except Exception as e:
             log.warning(f"Failed to load existing manifest: {e}")
-    
+
     # Combine existing and new files
     all_files = existing_files + audio_files
-    
+
     # Create manifest data
     manifest_data = {
         "speaker_id": speaker_id,
         "user_id": user_id,
         "total_files": len(all_files),
         "last_updated": datetime.now().isoformat(),
-        "audio_files": all_files
+        "audio_files": all_files,
     }
-    
+
     # Save manifest
     with open(manifest_path, "w") as f:
         json.dump(manifest_data, f, indent=2)
-    
+
     log.info(f"Updated enrollment manifest: {manifest_path}")
     return manifest_path
 
@@ -164,14 +175,19 @@ async def enroll_upload(
     # Extract user_id from speaker_id
     user_id = extract_user_id_from_speaker_id(speaker_id)
     log.info(f"Enrolling speaker: {speaker_name} (ID: {speaker_id}, User: {user_id})")
-    
+
     # Check for duplicate speaker name (allow updates to existing speaker with same ID)
-    if check_duplicate_speaker_name(user_id, speaker_name, exclude_speaker_id=speaker_id):
-        raise HTTPException(400, f"Speaker name '{speaker_name}' already exists for this user. Please choose a different name.")
-    
+    if check_duplicate_speaker_name(
+        user_id, speaker_name, exclude_speaker_id=speaker_id
+    ):
+        raise HTTPException(
+            400,
+            f"Speaker name '{speaker_name}' already exists for this user. Please choose a different name.",
+        )
+
     # Read file content
     file_content = await file.read()
-    
+
     # Persist temporary file for processing
     with secure_temp_file() as tmp:
         tmp.write(file_content)
@@ -181,24 +197,24 @@ async def enroll_upload(
         audio_backend = get_audio_backend()
         wav = audio_backend.load_wave(tmp_path, start, end)
         log.info(f"Audio loaded, shape: {wav.shape}")
-        
+
         # Get audio info
         audio_info = get_audio_info(str(tmp_path))
         duration = audio_info["duration_seconds"]
-        
+
         log.info("Computing speaker embedding...")
         emb = await audio_backend.async_embed(wav)
         log.info(f"Embedding computed, shape: {emb.shape}")
-        
+
         # Save audio file to enrollment directory
         saved_path = save_enrollment_audio(
             user_id=user_id,
             speaker_id=speaker_id,
             audio_data=file_content,
             filename=file.filename or "upload.wav",
-            enrollment_type="upload"
+            enrollment_type="upload",
         )
-        
+
         # Create manifest entry
         auth = get_auth()
         audio_file_info = {
@@ -208,25 +224,32 @@ async def enroll_upload(
             "start_time": start,
             "end_time": end,
             "upload_time": datetime.now().isoformat(),
-            "original_filename": file.filename
+            "original_filename": file.filename,
         }
-        
+
         # Save manifest
         save_enrollment_manifest(user_id, speaker_id, [audio_file_info])
-        
+
         log.info(f"Adding speaker to database...")
-        updated = await db.add_speaker(speaker_id, speaker_name, emb[0], user_id, sample_count=1, total_duration=duration)
-        
+        updated = await db.add_speaker(
+            speaker_id,
+            speaker_name,
+            emb[0],
+            user_id,
+            sample_count=1,
+            total_duration=duration,
+        )
+
         if updated:
             log.info(f"Successfully updated existing speaker: {speaker_id}")
         else:
             log.info(f"Successfully enrolled new speaker: {speaker_id}")
-        
+
         return {
-            "updated": updated, 
+            "updated": updated,
             "speaker_id": speaker_id,
             "audio_saved": True,
-            "audio_path": str(saved_path.relative_to(auth.enrollment_audio_dir))
+            "audio_path": str(saved_path.relative_to(auth.enrollment_audio_dir)),
         }
     except Exception as e:
         log.error(f"Error during enrollment: {e}")
@@ -237,7 +260,9 @@ async def enroll_upload(
 
 @router.post("/enroll/batch")
 async def enroll_batch(
-    files: List[UploadFile] = File(..., description="Multiple audio files for same speaker"),
+    files: List[UploadFile] = File(
+        ..., description="Multiple audio files for same speaker"
+    ),
     speaker_id: str = Form(..., description="Unique speaker identifier"),
     speaker_name: str = Form(..., description="Speaker display name"),
     db: UnifiedSpeakerDB = Depends(get_db),
@@ -245,52 +270,59 @@ async def enroll_batch(
     """Enroll a speaker using multiple audio segments, computing average embedding."""
     # Extract user_id from speaker_id
     user_id = extract_user_id_from_speaker_id(speaker_id)
-    log.info(f"Batch enrolling speaker: {speaker_name} (ID: {speaker_id}, User: {user_id}) with {len(files)} files")
-    
+    log.info(
+        f"Batch enrolling speaker: {speaker_name} (ID: {speaker_id}, User: {user_id}) with {len(files)} files"
+    )
+
     # Check for duplicate speaker name (allow updates to existing speaker with same ID)
-    if check_duplicate_speaker_name(user_id, speaker_name, exclude_speaker_id=speaker_id):
-        raise HTTPException(400, f"Speaker name '{speaker_name}' already exists for this user. Please choose a different name.")
-    
+    if check_duplicate_speaker_name(
+        user_id, speaker_name, exclude_speaker_id=speaker_id
+    ):
+        raise HTTPException(
+            400,
+            f"Speaker name '{speaker_name}' already exists for this user. Please choose a different name.",
+        )
+
     embeddings = []
     temp_paths = []
     total_duration = 0.0
     saved_audio_files = []
-    
+
     try:
         # Process each audio file
         for i, file in enumerate(files):
             log.info(f"Processing file {i+1}/{len(files)}: {file.filename}")
-            
+
             # Read file content
             file_content = await file.read()
-            
+
             # Save to temporary file for processing
             with secure_temp_file() as tmp:
                 tmp.write(file_content)
                 tmp_path = Path(tmp.name)
                 temp_paths.append(tmp_path)
-            
+
             # Load and embed
             try:
                 # Get accurate duration from original file
                 audio_info = get_audio_info(str(tmp_path))
                 duration = audio_info["duration_seconds"]
                 total_duration += duration
-                
+
                 audio_backend = get_audio_backend()
                 wav = audio_backend.load_wave(tmp_path)
                 emb = await audio_backend.async_embed(wav)
                 embeddings.append(emb[0])
-                
+
                 # Save audio file to enrollment directory
                 saved_path = save_enrollment_audio(
                     user_id=user_id,
                     speaker_id=speaker_id,
                     audio_data=file_content,
                     filename=file.filename or f"batch_{i+1}.wav",
-                    enrollment_type="batch"
+                    enrollment_type="batch",
                 )
-                
+
                 # Track saved audio file info
                 auth = get_auth()
                 audio_file_info = {
@@ -299,46 +331,48 @@ async def enroll_batch(
                     "duration_seconds": duration,
                     "upload_time": datetime.now().isoformat(),
                     "original_filename": file.filename,
-                    "batch_index": i + 1
+                    "batch_index": i + 1,
                 }
                 saved_audio_files.append(audio_file_info)
-                
-                log.info(f"Successfully embedded and saved file {i+1}, duration: {duration:.2f}s")
+
+                log.info(
+                    f"Successfully embedded and saved file {i+1}, duration: {duration:.2f}s"
+                )
             except Exception as e:
                 log.warning(f"Failed to process file {i+1}: {e}")
                 continue
-        
+
         if not embeddings:
             raise HTTPException(400, "No valid audio files could be processed")
-        
+
         # Save manifest with all audio files
         save_enrollment_manifest(user_id, speaker_id, saved_audio_files)
-        
+
         # Compute average embedding
         log.info(f"Computing average embedding from {len(embeddings)} segments")
         embeddings_array = np.array(embeddings)
         average_embedding = np.mean(embeddings_array, axis=0)
-        
+
         # Normalize the average embedding
         average_embedding = average_embedding / np.linalg.norm(average_embedding)
-        
+
         log.info(f"Average embedding computed, shape: {average_embedding.shape}")
-        
+
         # Add to database with proper counts
         updated = await db.add_speaker(
-            speaker_id, 
-            speaker_name, 
-            average_embedding, 
+            speaker_id,
+            speaker_name,
+            average_embedding,
             user_id,
             sample_count=len(embeddings),
-            total_duration=total_duration
+            total_duration=total_duration,
         )
-        
+
         if updated:
             log.info(f"Successfully updated existing speaker: {speaker_id}")
         else:
             log.info(f"Successfully enrolled new speaker: {speaker_id}")
-        
+
         return {
             "updated": updated,
             "speaker_id": speaker_id,
@@ -346,9 +380,9 @@ async def enroll_batch(
             "num_files": len(files),
             "total_duration": round(total_duration, 2),
             "audio_saved": True,
-            "saved_files": len(saved_audio_files)
+            "saved_files": len(saved_audio_files),
         }
-        
+
     except Exception as e:
         log.error(f"Error during batch enrollment: {e}")
         raise HTTPException(500, f"Batch enrollment failed: {str(e)}") from e
@@ -363,79 +397,90 @@ async def enroll_batch(
 
 @router.post("/enroll/append")
 async def enroll_append(
-    files: List[UploadFile] = File(..., description="Multiple audio files to append to existing speaker"),
+    files: List[UploadFile] = File(
+        ..., description="Multiple audio files to append to existing speaker"
+    ),
     speaker_id: str = Form(..., description="Existing speaker identifier"),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """Append audio segments to an existing speaker, computing weighted average embedding."""
     # Extract user_id from speaker_id
     user_id = extract_user_id_from_speaker_id(speaker_id)
-    log.info(f"Appending to speaker: {speaker_id} (User: {user_id}) with {len(files)} files")
-    
+    log.info(
+        f"Appending to speaker: {speaker_id} (User: {user_id}) with {len(files)} files"
+    )
+
     # First, verify the speaker exists
     db_session = get_db_session()
     try:
-        existing_speaker = db_session.query(Speaker).filter(
-            Speaker.id == speaker_id,
-            Speaker.user_id == user_id
-        ).first()
-        
+        existing_speaker = (
+            db_session.query(Speaker)
+            .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+            .first()
+        )
+
         if not existing_speaker:
-            raise HTTPException(404, f"Speaker {speaker_id} not found for user {user_id}")
-        
+            raise HTTPException(
+                404, f"Speaker {speaker_id} not found for user {user_id}"
+            )
+
         if not existing_speaker.embedding_data:
             raise HTTPException(400, f"Speaker {speaker_id} has no existing embedding")
-        
+
         # Get existing embedding and counts
-        existing_embedding = np.array(json.loads(existing_speaker.embedding_data), dtype=np.float32)
+        existing_embedding = np.array(
+            json.loads(existing_speaker.embedding_data), dtype=np.float32
+        )
         existing_count = existing_speaker.audio_sample_count or 1
         existing_duration = existing_speaker.total_audio_duration or 0.0
-        
-        log.info(f"Existing speaker has {existing_count} samples, {existing_duration:.2f}s duration")
-        
+
+        log.info(
+            f"Existing speaker has {existing_count} samples, {existing_duration:.2f}s duration"
+        )
+
     finally:
         db_session.close()
-    
+
     embeddings = []
     temp_paths = []
     new_total_duration = 0.0
     saved_audio_files = []
-    
+
     try:
         # Process each new audio file
         for i, file in enumerate(files):
             log.info(f"Processing new file {i+1}/{len(files)}: {file.filename}")
-            
+
             # Read file content
             file_content = await file.read()
-            
+
             # Save to temporary file for processing
             with secure_temp_file() as tmp:
                 tmp.write(file_content)
                 tmp_path = Path(tmp.name)
                 temp_paths.append(tmp_path)
-            
+
             # Load and embed
             try:
                 # Get accurate duration from original file
                 audio_info = get_audio_info(str(tmp_path))
                 duration = audio_info["duration_seconds"]
                 new_total_duration += duration
-                
+
                 audio_backend = get_audio_backend()
                 wav = audio_backend.load_wave(tmp_path)
                 emb = await audio_backend.async_embed(wav)
                 embeddings.append(emb[0])
-                
+
                 # Save audio file to enrollment directory
                 saved_path = save_enrollment_audio(
                     user_id=user_id,
                     speaker_id=speaker_id,
                     audio_data=file_content,
                     filename=file.filename or f"append_{i+1}.wav",
-                    enrollment_type="append"
+                    enrollment_type="append",
                 )
-                
+
                 # Track saved audio file info
                 auth = get_auth()
                 audio_file_info = {
@@ -445,49 +490,55 @@ async def enroll_append(
                     "upload_time": datetime.now().isoformat(),
                     "original_filename": file.filename,
                     "append_index": i + 1,
-                    "append_operation": True
+                    "append_operation": True,
                 }
                 saved_audio_files.append(audio_file_info)
-                
-                log.info(f"Successfully embedded and saved new file {i+1}, duration: {duration:.2f}s")
+
+                log.info(
+                    f"Successfully embedded and saved new file {i+1}, duration: {duration:.2f}s"
+                )
             except Exception as e:
                 log.warning(f"Failed to process file {i+1}: {e}")
                 continue
-        
+
         if not embeddings:
             raise HTTPException(400, "No valid audio files could be processed")
-        
+
         # Update manifest with appended files
         save_enrollment_manifest(user_id, speaker_id, saved_audio_files)
-        
+
         # Compute average of new embeddings
         log.info(f"Computing average embedding from {len(embeddings)} new segments")
         new_embeddings_array = np.array(embeddings)
         new_average_embedding = np.mean(new_embeddings_array, axis=0)
-        
+
         # Compute weighted average: (old_embedding * old_count + new_embedding * new_count) / (old_count + new_count)
         new_count = len(embeddings)
         total_count = existing_count + new_count
-        
-        weighted_embedding = (existing_embedding * existing_count + new_average_embedding * new_count) / total_count
-        
+
+        weighted_embedding = (
+            existing_embedding * existing_count + new_average_embedding * new_count
+        ) / total_count
+
         # Normalize the weighted embedding
         weighted_embedding = weighted_embedding / np.linalg.norm(weighted_embedding)
-        
-        log.info(f"Weighted average embedding computed from {existing_count} + {new_count} = {total_count} samples")
-        
+
+        log.info(
+            f"Weighted average embedding computed from {existing_count} + {new_count} = {total_count} samples"
+        )
+
         # Update speaker in database
         updated = await db.add_speaker(
-            speaker_id, 
-            existing_speaker.name, 
-            weighted_embedding, 
+            speaker_id,
+            existing_speaker.name,
+            weighted_embedding,
             user_id,
             sample_count=total_count,
-            total_duration=existing_duration + new_total_duration
+            total_duration=existing_duration + new_total_duration,
         )
-        
+
         log.info(f"Successfully appended to speaker: {speaker_id}")
-        
+
         return {
             "updated": True,
             "speaker_id": speaker_id,
@@ -498,9 +549,9 @@ async def enroll_append(
             "new_duration": round(new_total_duration, 2),
             "total_duration": round(existing_duration + new_total_duration, 2),
             "audio_saved": True,
-            "saved_files": len(saved_audio_files)
+            "saved_files": len(saved_audio_files),
         }
-        
+
     except Exception as e:
         log.error(f"Error during append enrollment: {e}")
         raise HTTPException(500, f"Append enrollment failed: {str(e)}") from e
@@ -510,4 +561,4 @@ async def enroll_append(
             try:
                 tmp_path.unlink(missing_ok=True)
             except:
-                pass
\ No newline at end of file
+                pass
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/users.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/users.py
index 94d712cd..e20fadbc 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/users.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/users.py
@@ -1,7 +1,6 @@
 """User management endpoints."""
 
 from fastapi import APIRouter
-
 from simple_speaker_recognition.core.models import UserRequest, UserResponse
 from simple_speaker_recognition.database import get_db_session
 from simple_speaker_recognition.database.queries import UserQueries
@@ -19,8 +18,9 @@ async def list_users():
             UserResponse(
                 id=user.id,
                 username=user.username,
-                created_at=user.created_at.isoformat()
-            ) for user in users
+                created_at=user.created_at.isoformat(),
+            )
+            for user in users
         ]
     finally:
         db.close()
@@ -33,9 +33,7 @@ async def create_user(request: UserRequest):
     try:
         user = UserQueries.get_or_create_user(db, request.username)
         return UserResponse(
-            id=user.id,
-            username=user.username,
-            created_at=user.created_at.isoformat()
+            id=user.id, username=user.username, created_at=user.created_at.isoformat()
         )
     finally:
-        db.close()
\ No newline at end of file
+        db.close()
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/websocket_wrapper.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/websocket_wrapper.py
index 192fab88..af67b86e 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/websocket_wrapper.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/websocket_wrapper.py
@@ -39,47 +39,53 @@
 async def get_db():
     """Get speaker database dependency."""
     from .. import service
+
     return await service.get_db()
 
 
 def get_audio_backend():
     """Get audio backend."""
     from .. import service
+
     return service.audio_backend
 
 
 def get_speaker_db():
     """Get speaker database."""
     from .. import service
+
     return service.speaker_db
 
 
 def get_auth():
     """Get auth settings."""
     from .. import service
+
     return service.auth
 
 
 class AudioSegmentBuffer:
     """Manages a rolling buffer of audio segments for VAD processing."""
-    
+
     def __init__(self, max_duration_seconds: float = 20.0, sample_rate: int = 16000):
         self.max_duration = max_duration_seconds
         self.sample_rate = sample_rate
         self.max_samples = int(max_duration_seconds * sample_rate)
         self.buffer = deque(maxlen=self.max_samples)
         self.timestamp_offset = 0.0  # Track absolute time offset
-        
+
     def add_audio(self, audio_data: np.ndarray):
         """Add audio samples to the buffer."""
         # Convert to float32 if needed
         if audio_data.dtype == np.int16:
             audio_data = audio_data.astype(np.float32) / 32768.0
-            
+
         # Add to buffer
         self.buffer.extend(audio_data)
-        
-    def get_audio_tensor(self, start_time: float = 0.0, duration: float = None) -> torch.Tensor:
+
+    def get_audio_tensor(
+        self, start_time: float = 0.0, duration: float = None
+    ) -> torch.Tensor:
         """Get audio as tensor for a specific time range."""
         if duration is None:
             # Get all buffered audio
@@ -88,15 +94,17 @@ def get_audio_tensor(self, start_time: float = 0.0, duration: float = None) -> t
             # Get specific segment
             start_sample = int(start_time * self.sample_rate)
             end_sample = int((start_time + duration) * self.sample_rate)
-            audio_array = np.array(list(self.buffer)[start_sample:end_sample], dtype=np.float32)
-            
+            audio_array = np.array(
+                list(self.buffer)[start_sample:end_sample], dtype=np.float32
+            )
+
         # Convert to tensor with shape (1, num_samples) for pyannote
         return torch.from_numpy(audio_array).unsqueeze(0)
-    
+
     def get_duration(self) -> float:
         """Get current buffer duration in seconds."""
         return len(self.buffer) / self.sample_rate
-    
+
     def clear(self):
         """Clear the buffer."""
         self.buffer.clear()
@@ -105,42 +113,41 @@ def clear(self):
 
 class SpeakerChangeDetector:
     """Detects speaker changes using Pyannote VAD."""
-    
+
     def __init__(self, hf_token: str = None, device: str = "cpu"):
         self.device = torch.device(device)
         self.hf_token = hf_token or os.getenv("HF_TOKEN")
-        
+
         # Initialize VAD pipeline
         self.vad_model = None
         self.vad_pipeline = None
         self.initialize_vad()
-        
+
         # Track speech segments
         self.last_speech_end = 0.0
         self.min_silence_duration = 1.5  # Minimum silence for utterance boundary
         self.current_segment_start = None
         self.current_segment_audio = []
-        
+
     def initialize_vad(self):
         """Initialize Pyannote VAD pipeline."""
         try:
             # Load segmentation model for VAD
             log.info("Loading Pyannote VAD model...")
             self.vad_model = Model.from_pretrained(
-                "pyannote/segmentation-3.0",
-                token=self.hf_token
+                "pyannote/segmentation-3.0", token=self.hf_token
             )
-            
+
             # Create VAD pipeline
             self.vad_pipeline = VoiceActivityDetection(segmentation=self.vad_model)
-            
+
             # Configure VAD parameters for real-time processing
             # Note: Some parameters may not be available in all versions
             try:
                 hyperparameters = {
-                    "onset": 0.5,      # Lower = more sensitive to speech start
-                    "offset": 0.5,     # Lower = more sensitive to speech end  
-                    "min_duration_on": 0.1,   # Minimum speech duration
+                    "onset": 0.5,  # Lower = more sensitive to speech start
+                    "offset": 0.5,  # Lower = more sensitive to speech end
+                    "min_duration_on": 0.1,  # Minimum speech duration
                     "min_duration_off": 0.5,  # Minimum silence duration
                 }
                 self.vad_pipeline.instantiate(hyperparameters)
@@ -150,60 +157,65 @@ def initialize_vad(self):
                     # Try with empty params dict for newer pyannote versions
                     self.vad_pipeline.instantiate({})
                 except Exception as e2:
-                    log.error(f"Failed to instantiate VAD pipeline with empty params: {e2}")
+                    log.error(
+                        f"Failed to instantiate VAD pipeline with empty params: {e2}"
+                    )
                     # Set to None to use fallback VAD
                     self.vad_pipeline = None
-            
+
             log.info("VAD pipeline initialized successfully")
-            
+
         except Exception as e:
             log.error(f"Failed to initialize VAD: {e}")
             # Fall back to simple energy-based VAD if Pyannote fails
             self.vad_pipeline = None
-    
-    def detect_speech_segments(self, audio_tensor: torch.Tensor, offset: float = 0.0) -> List[Tuple[float, float]]:
+
+    def detect_speech_segments(
+        self, audio_tensor: torch.Tensor, offset: float = 0.0
+    ) -> List[Tuple[float, float]]:
         """Detect speech segments in audio using VAD."""
         if self.vad_pipeline is None:
             # Fallback to simple energy-based detection
             return self._simple_vad(audio_tensor, offset)
-        
+
         try:
             # Run VAD pipeline
-            speech_segments = self.vad_pipeline({"waveform": audio_tensor, "sample_rate": 16000})
-            
+            speech_segments = self.vad_pipeline(
+                {"waveform": audio_tensor, "sample_rate": 16000}
+            )
+
             # Convert to list of (start, end) tuples
             segments = []
             for segment in speech_segments:
-                segments.append((
-                    segment.start + offset,
-                    segment.end + offset
-                ))
-            
+                segments.append((segment.start + offset, segment.end + offset))
+
             return segments
-            
+
         except Exception as e:
             log.warning(f"VAD failed, using fallback: {e}")
             return self._simple_vad(audio_tensor, offset)
-    
-    def _simple_vad(self, audio_tensor: torch.Tensor, offset: float = 0.0) -> List[Tuple[float, float]]:
+
+    def _simple_vad(
+        self, audio_tensor: torch.Tensor, offset: float = 0.0
+    ) -> List[Tuple[float, float]]:
         """Simple energy-based VAD as fallback."""
         audio = audio_tensor.squeeze().numpy()
-        
+
         # Calculate energy in frames
         frame_size = 480  # 30ms at 16kHz
-        hop_size = 160    # 10ms at 16kHz
-        
+        hop_size = 160  # 10ms at 16kHz
+
         segments = []
         is_speech = False
         segment_start = None
-        
+
         for i in range(0, len(audio) - frame_size, hop_size):
-            frame = audio[i:i + frame_size]
-            energy = np.mean(frame ** 2)
-            
+            frame = audio[i : i + frame_size]
+            energy = np.mean(frame**2)
+
             # Simple threshold (adjust as needed)
             threshold = 0.001
-            
+
             if energy > threshold and not is_speech:
                 # Speech started
                 is_speech = True
@@ -216,30 +228,32 @@ def _simple_vad(self, audio_tensor: torch.Tensor, offset: float = 0.0) -> List[T
                     if segment_end - segment_start > 0.1:  # Min duration
                         segments.append((segment_start, segment_end))
                 segment_start = None
-        
+
         # Handle ongoing speech at end
         if is_speech and segment_start is not None:
             segments.append((segment_start, (len(audio) / 16000) + offset))
-        
+
         return segments
-    
-    def detect_utterance_boundary(self, audio_buffer: AudioSegmentBuffer, current_time: float) -> Optional[Tuple[float, float]]:
+
+    def detect_utterance_boundary(
+        self, audio_buffer: AudioSegmentBuffer, current_time: float
+    ) -> Optional[Tuple[float, float]]:
         """Detect if an utterance boundary has occurred."""
         # Get recent audio (last 5 seconds)
         lookback_duration = min(5.0, audio_buffer.get_duration())
         if lookback_duration < 0.5:
             return None
-        
+
         # Get audio tensor for VAD
         audio_tensor = audio_buffer.get_audio_tensor(
             start_time=max(0, audio_buffer.get_duration() - lookback_duration),
-            duration=lookback_duration
+            duration=lookback_duration,
         )
-        
+
         # Detect speech segments
         time_offset = current_time - lookback_duration
         segments = self.detect_speech_segments(audio_tensor, time_offset)
-        
+
         if not segments:
             # No speech detected
             if self.current_segment_start is not None:
@@ -247,11 +261,11 @@ def detect_utterance_boundary(self, audio_buffer: AudioSegmentBuffer, current_ti
                 segment_end = self.last_speech_end
                 segment_start = self.current_segment_start
                 self.current_segment_start = None
-                
+
                 if segment_end - segment_start > 0.5:  # Min utterance duration
                     return (segment_start, segment_end)
             return None
-        
+
         # Check for gaps between segments (potential boundaries)
         for i in range(len(segments) - 1):
             gap_duration = segments[i + 1][0] - segments[i][1]
@@ -262,39 +276,45 @@ def detect_utterance_boundary(self, audio_buffer: AudioSegmentBuffer, current_ti
                     segment_end = segments[i][1]
                     self.current_segment_start = segments[i + 1][0]
                     self.last_speech_end = segment_end
-                    
+
                     if segment_end - segment_start > 0.5:  # Min utterance duration
                         return (segment_start, segment_end)
-        
+
         # Update tracking
         if segments:
             self.last_speech_end = segments[-1][1]
             if self.current_segment_start is None:
                 self.current_segment_start = segments[0][0]
-        
+
         return None
 
 
 class DeepgramWebSocketProxy:
     """Proxies audio to Deepgram and handles transcription."""
-    
-    def __init__(self, api_key: str, deepgram_params: Dict[str, str] = None, on_transcript_callback=None, on_raw_deepgram_callback=None):
+
+    def __init__(
+        self,
+        api_key: str,
+        deepgram_params: Dict[str, str] = None,
+        on_transcript_callback=None,
+        on_raw_deepgram_callback=None,
+    ):
         self.api_key = api_key
         self.deepgram_params = deepgram_params or {}
         self.ws_connection = None
         self.on_transcript = on_transcript_callback
         self.on_raw_deepgram = on_raw_deepgram_callback
         self.is_connected = False
-        
+
     async def connect(self):
         """Connect to Deepgram WebSocket API."""
         try:
             url = "wss://api.deepgram.com/v1/listen"
-            
+
             # Use provided parameters or sensible defaults
             default_params = {
                 "model": "nova-3",
-                "language": "multi", 
+                "language": "multi",
                 "encoding": "linear16",
                 "sample_rate": "16000",
                 "channels": "1",
@@ -302,69 +322,70 @@ async def connect(self):
                 "smart_format": "true",
                 "interim_results": "true",
             }
-            
+
             # Merge defaults with provided parameters (provided parameters take precedence)
             params = {**default_params, **self.deepgram_params}
-            
+
             # Build URL with parameters
             param_str = urlencode(params)
             full_url = f"{url}?{param_str}"
-            
+
             log.info(f"Connecting to Deepgram: {url}")
             log.debug(f"Parameters: {param_str}")
-            
+
             # Connect with authorization using additional_headers (websockets 15.0+)
             self.ws_connection = await websockets.connect(
-                full_url,
-                additional_headers={"Authorization": f"Token {self.api_key}"}
+                full_url, additional_headers={"Authorization": f"Token {self.api_key}"}
             )
-            
+
             self.is_connected = True
             log.info("Connected to Deepgram WebSocket API")
-            
+
             # Start listening for responses
             asyncio.create_task(self._listen_for_responses())
-            
+
         except Exception as e:
             log.error(f"Failed to connect to Deepgram: {e}")
             self.is_connected = False
             raise
-    
+
     async def _listen_for_responses(self):
         """Listen for transcription responses from Deepgram."""
         try:
             async for message in self.ws_connection:
                 try:
                     data = json.loads(message)
-                    
+
                     # Forward ALL Deepgram messages raw
                     if self.on_raw_deepgram:
                         await self.on_raw_deepgram(data)
-                    
+
                     # Extract transcript for our VAD processing (keep existing logic)
                     if "channel" in data:
                         alternatives = data.get("channel", {}).get("alternatives", [])
                         if alternatives and alternatives[0].get("transcript"):
                             transcript = alternatives[0]["transcript"]
                             is_final = data.get("is_final", False)
-                            
+
                             if self.on_transcript:
-                                await self.on_transcript({
-                                    "transcript": transcript,
-                                    "is_final": is_final,
-                                    "words": alternatives[0].get("words", [])
-                                })
-                                
+                                await self.on_transcript(
+                                    {
+                                        "transcript": transcript,
+                                        "is_final": is_final,
+                                        "words": alternatives[0].get("words", []),
+                                    }
+                                )
+
                 except json.JSONDecodeError:
                     log.warning("Received non-JSON message from Deepgram")
-                    
+
         except websockets.ConnectionClosed:
             log.info("Deepgram connection closed")
             self.is_connected = False
         except Exception as e:
             log.error(f"Error in Deepgram listener: {e}")
             self.is_connected = False
-    
+
     async def send_audio(self, audio_data: bytes):
         """Send audio data to Deepgram."""
         if self.is_connected and self.ws_connection:
@@ -373,7 +394,7 @@ async def send_audio(self, audio_data: bytes):
             except Exception as e:
                 log.error(f"Failed to send audio to Deepgram: {e}")
                 self.is_connected = False
-    
+
     async def disconnect(self):
         """Disconnect from Deepgram."""
         if self.ws_connection:
@@ -384,101 +405,116 @@ async def disconnect(self):
 @router.websocket("/ws/streaming-with-scd")
 async def websocket_streaming_with_scd(
     websocket: WebSocket,
-    user_id: Optional[int] = Query(default=None, description="User ID for speaker identification"),
-    confidence_threshold: float = Query(default=0.15, description="Speaker identification confidence threshold"),
-    utterance_end_ms: int = Query(default=1000, description="How long to wait after silence before completing an utterance (ms)"),
-    endpointing_ms: int = Query(default=300, description="Silence detection timeout for interim results (ms)"),
-    interim_results: bool = Query(default=True, description="Enable interim transcription results"),
+    user_id: Optional[int] = Query(
+        default=None, description="User ID for speaker identification"
+    ),
+    confidence_threshold: float = Query(
+        default=0.15, description="Speaker identification confidence threshold"
+    ),
+    utterance_end_ms: int = Query(
+        default=1000,
+        description="How long to wait after silence before completing an utterance (ms)",
+    ),
+    endpointing_ms: int = Query(
+        default=300, description="Silence detection timeout for interim results (ms)"
+    ),
+    interim_results: bool = Query(
+        default=True, description="Enable interim transcription results"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     WebSocket endpoint for real-time transcription with speaker change detection.
-    
+
     Combines:
     - Deepgram streaming transcription
     - Pyannote VAD-based utterance boundary detection
     - Speaker identification on detected segments
-    
+
     Protocol:
     - Client sends: Raw PCM audio chunks (16kHz, mono, 16-bit)
     - Server sends: JSON events with utterance boundaries and speaker info
     """
-    
+
     # Get dependencies BEFORE accepting WebSocket to avoid timeout issues
     auth = get_auth()
     audio_backend = get_audio_backend()
     speaker_db = get_speaker_db()
-    
+
     # Extract Deepgram API key from WebSocket subprotocols (like Deepgram does)
     api_key = None
-    if hasattr(websocket, 'scope') and 'subprotocols' in websocket.scope:
-        subprotocols = websocket.scope['subprotocols']
+    if hasattr(websocket, "scope") and "subprotocols" in websocket.scope:
+        subprotocols = websocket.scope["subprotocols"]
         log.info(f"DEBUG: Received subprotocols: {subprotocols}")
         # Look for 'token' protocol followed by API key
-        if len(subprotocols) >= 2 and subprotocols[0] == 'token':
+        if len(subprotocols) >= 2 and subprotocols[0] == "token":
             api_key = subprotocols[1]
             log.info("Extracted Deepgram API key from WebSocket subprotocols")
     else:
         log.info("DEBUG: No subprotocols in WebSocket scope")
-    
+
     # Fallback to server default API key
     api_key = api_key or auth.deepgram_api_key
     if not api_key:
         await websocket.accept()
-        await websocket.send_json({
-            "type": "error",
-            "message": "Deepgram API key required"
-        })
+        await websocket.send_json(
+            {"type": "error", "message": "Deepgram API key required"}
+        )
         await websocket.close()
         return
-    
+
     # Check HF token before initializing VAD
     if not auth.hf_token:
         await websocket.accept()
-        await websocket.send_json({
-            "type": "error", 
-            "message": "Hugging Face token not configured on server"
-        })
+        await websocket.send_json(
+            {"type": "error", "message": "Hugging Face token not configured on server"}
+        )
         await websocket.close()
         return
-    
+
     # Initialize heavy components BEFORE accepting WebSocket
     log.info("Initializing components before WebSocket accept...")
-    
+
     # Initialize audio buffer
     audio_buffer = AudioSegmentBuffer(max_duration_seconds=20.0)
-    
+
     # Initialize SCD (this loads VAD model - takes ~1 second)
     log.info("Loading Speaker Change Detector...")
     scd = SpeakerChangeDetector(hf_token=auth.hf_token)
-    
+
     # Setup and connect Deepgram proxy (this connects to Deepgram - takes ~1 second)
     log.info("Setting up Deepgram connection...")
     # Track transcription state
     current_transcript = []
-    
+
     # Setup Deepgram proxy
     async def on_deepgram_transcript(data: Dict[str, Any]):
         """Handle transcription from Deepgram."""
         nonlocal current_transcript
-        
+
         if data["is_final"]:
             current_transcript.append(data["transcript"])
             log.debug(f"Final transcript: {data['transcript']}")
-    
+
     async def on_raw_deepgram(data: Dict[str, Any]):
         """Forward all raw Deepgram messages to client."""
         try:
-            await websocket.send_json({
-                "type": "raw_deepgram",
-                "data": data,
-                "timestamp": asyncio.get_event_loop().time()
-            })
+            await websocket.send_json(
+                {
+                    "type": "raw_deepgram",
+                    "data": data,
+                    "timestamp": asyncio.get_event_loop().time(),
+                }
+            )
         except Exception as e:
             log.warning(f"Failed to send raw Deepgram event: {e}")
-    
-    deepgram_proxy = DeepgramWebSocketProxy(api_key=api_key, on_transcript_callback=on_deepgram_transcript, on_raw_deepgram_callback=on_raw_deepgram)
-    
+
+    deepgram_proxy = DeepgramWebSocketProxy(
+        api_key=api_key,
+        on_transcript_callback=on_deepgram_transcript,
+        on_raw_deepgram_callback=on_raw_deepgram,
+    )
+
     # Connect to Deepgram before accepting WebSocket
     try:
         await deepgram_proxy.connect()
@@ -486,48 +522,48 @@ async def on_raw_deepgram(data: Dict[str, Any]):
     except Exception as e:
         log.error(f"Failed to initialize components: {e}")
         await websocket.accept()
-        await websocket.send_json({
-            "type": "error",
-            "message": f"Failed to initialize: {str(e)}"
-        })
+        await websocket.send_json(
+            {"type": "error", "message": f"Failed to initialize: {str(e)}"}
+        )
         await websocket.close()
         return
-    
+
     # NOW accept the WebSocket - everything is ready!
     log.info(f"DEBUG: About to accept WebSocket for user_id: {user_id}")
     # Accept with subprotocol negotiation (required for browser compatibility)
-    await websocket.accept(subprotocol='token')
-    log.info(f"✅ WebSocket connection accepted for user_id: {user_id} - all components ready")
-    
+    await websocket.accept(subprotocol="token")
+    log.info(
+        f"✅ WebSocket connection accepted for user_id: {user_id} - all components ready"
+    )
+
     # Track stream start time
     stream_start_time = asyncio.get_event_loop().time()
-    
+
     # Create debug WAV file
     debug_dir = "/app/debug"
     os.makedirs(debug_dir, exist_ok=True)
     timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
     wav_filename = f"{debug_dir}/debug_session_{timestamp}_user{user_id}.wav"
-    
+
     # Initialize WAV file (16-bit PCM, 16kHz, mono)
-    wav_file = wave.open(wav_filename, 'wb')
+    wav_file = wave.open(wav_filename, "wb")
     wav_file.setnchannels(1)  # mono
     wav_file.setsampwidth(2)  # 16-bit
     wav_file.setframerate(16000)  # 16kHz
     log.info(f"🎙️ Created debug WAV file: {wav_filename}")
-    
+
     try:
         # Send initial ready event (components already initialized and connected)
         log.info("DEBUG: Sending ready message to client...")
         try:
-            await websocket.send_json({
-                "type": "ready",
-                "message": "WebSocket ready for audio streaming"
-            })
+            await websocket.send_json(
+                {"type": "ready", "message": "WebSocket ready for audio streaming"}
+            )
             log.info("DEBUG: Ready message sent successfully")
         except Exception as e:
             log.error(f"DEBUG: Failed to send ready message: {e}")
             raise
-        
+
         # Main processing loop
         log.info("Starting main WebSocket processing loop")
         while True:
@@ -536,34 +572,36 @@ async def on_raw_deepgram(data: Dict[str, Any]):
                 # Receive audio data from client
                 data = await websocket.receive_bytes()
                 log.info(f"DEBUG: Received {len(data)} bytes of audio data")
-                
+
                 # Write audio data to debug WAV file
                 wav_file.writeframes(data)
-                
+
                 # Get current time
                 current_time = asyncio.get_event_loop().time() - stream_start_time
-                
+
                 # Convert bytes to numpy array (assuming 16-bit PCM)
                 audio_array = np.frombuffer(data, dtype=np.int16)
-                
+
                 # Add to buffer
                 audio_buffer.add_audio(audio_array)
-                
+
                 # Forward to Deepgram
                 await deepgram_proxy.send_audio(data)
-                
+
                 # Check for utterance boundary
                 boundary = scd.detect_utterance_boundary(audio_buffer, current_time)
-                
+
                 if boundary:
                     start_time, end_time = boundary
-                    
+
                     # Combine transcript segments for this utterance
                     utterance_text = " ".join(current_transcript).strip()
                     current_transcript = []
-                    
-                    log.info(f"Utterance detected: {start_time:.2f}s - {end_time:.2f}s, Text: {utterance_text[:50]}...")
-                    
+
+                    log.info(
+                        f"Utterance detected: {start_time:.2f}s - {end_time:.2f}s, Text: {utterance_text[:50]}..."
+                    )
+
                     # Prepare response event
                     event = {
                         "type": "utterance_boundary",
@@ -571,93 +609,106 @@ async def on_raw_deepgram(data: Dict[str, Any]):
                         "audio_segment": {
                             "start": start_time,
                             "end": end_time,
-                            "duration": end_time - start_time
+                            "duration": end_time - start_time,
                         },
                         "transcript": utterance_text,
-                        "speaker_identification": None  # Will be populated if user_id provided
+                        "speaker_identification": None,  # Will be populated if user_id provided
                     }
-                    
+
                     # Perform speaker identification if user_id provided
                     if user_id and utterance_text:
                         try:
                             # Extract audio segment for identification
                             segment_duration = end_time - start_time
                             segment_audio = audio_buffer.get_audio_tensor(
-                                start_time=max(0, audio_buffer.get_duration() - (current_time - start_time)),
-                                duration=segment_duration
+                                start_time=max(
+                                    0,
+                                    audio_buffer.get_duration()
+                                    - (current_time - start_time),
+                                ),
+                                duration=segment_duration,
                             )
-                            
+
                             # Get embedding
-                            emb = await audio_backend.async_embed(segment_audio.unsqueeze(0))
-                            
+                            emb = await audio_backend.async_embed(
+                                segment_audio.unsqueeze(0)
+                            )
+
                             # Identify speaker
-                            found, speaker_info, confidence = await speaker_db.identify(emb, user_id=user_id)
-                            confidence = validate_confidence(confidence, "websocket_scd")
-                            
+                            found, speaker_info, confidence = await speaker_db.identify(
+                                emb, user_id=user_id
+                            )
+                            confidence = validate_confidence(
+                                confidence, "websocket_scd"
+                            )
+
                             if found and confidence >= confidence_threshold:
                                 event["speaker_identification"] = {
                                     "speaker_id": speaker_info["id"],
                                     "speaker_name": speaker_info["name"],
                                     "confidence": float(confidence),
-                                    "status": SpeakerStatus.IDENTIFIED.value
+                                    "status": SpeakerStatus.IDENTIFIED.value,
                                 }
-                                log.info(f"Speaker identified: {speaker_info['name']} (confidence: {confidence:.3f})")
+                                log.info(
+                                    f"Speaker identified: {speaker_info['name']} (confidence: {confidence:.3f})"
+                                )
                             else:
                                 event["speaker_identification"] = {
                                     "speaker_id": None,
                                     "speaker_name": None,
-                                    "confidence": float(confidence) if confidence else 0.0,
-                                    "status": SpeakerStatus.UNKNOWN.value
+                                    "confidence": (
+                                        float(confidence) if confidence else 0.0
+                                    ),
+                                    "status": SpeakerStatus.UNKNOWN.value,
                                 }
-                                
+
                         except Exception as e:
                             log.error(f"Speaker identification failed: {e}")
                             event["speaker_identification"] = {
                                 "status": SpeakerStatus.ERROR.value,
-                                "error": str(e)
+                                "error": str(e),
                             }
-                    
+
                     # Send event to client
                     await websocket.send_json(event)
-                
+
             except WebSocketDisconnect as e:
                 log.info(f"Client disconnected: code={e.code}, reason={e.reason}")
                 break
             except Exception as e:
                 log.error(f"Error processing audio: {e}")
-                await websocket.send_json({
-                    "type": "error",
-                    "message": str(e)
-                })
-                
+                await websocket.send_json({"type": "error", "message": str(e)})
+
     except Exception as e:
         log.error(f"WebSocket error: {e}")
         log.error(f"Error type: {type(e).__name__}")
         log.error(f"Error traceback:", exc_info=True)
-        
+
         # Try to send error to client if connection is still open
         try:
-            if websocket.client_state.name != 'DISCONNECTED':
-                await websocket.send_json({
-                    "type": "error",
-                    "message": f"WebSocket processing error: {str(e)}"
-                })
+            if websocket.client_state.name != "DISCONNECTED":
+                await websocket.send_json(
+                    {
+                        "type": "error",
+                        "message": f"WebSocket processing error: {str(e)}",
+                    }
+                )
         except Exception as send_error:
             log.warning(f"Could not send error to client: {send_error}")
-        
+
     finally:
         # Cleanup
         await deepgram_proxy.disconnect()
-        
+
         # Close and finalize debug WAV file
         try:
             wav_file.close()
             log.info(f"🎙️ Closed debug WAV file: {wav_filename}")
         except Exception as wav_error:
             log.warning(f"Failed to close WAV file: {wav_error}")
-        
+
         try:
-            if websocket.client_state.name != 'DISCONNECTED':
+            if websocket.client_state.name != "DISCONNECTED":
                 await websocket.close()
         except Exception as e:
             log.warning(f"Error closing WebSocket (already closed?): {e}")
@@ -672,101 +723,107 @@ async def get_streaming_info():
         "description": "WebSocket endpoint for real-time transcription with speaker change detection",
         "protocol": {
             "input": "Raw PCM audio (16kHz, mono, 16-bit)",
-            "output": "JSON events with utterance boundaries and speaker identification"
+            "output": "JSON events with utterance boundaries and speaker identification",
         },
         "parameters": {
             "user_id": "User ID for speaker identification (optional)",
             "confidence_threshold": "Minimum confidence for speaker identification (default: 0.15)",
-            "deepgram_api_key": "Deepgram API key (optional, uses server default if not provided)"
+            "deepgram_api_key": "Deepgram API key (optional, uses server default if not provided)",
         },
         "events": {
             "ready": "Sent when WebSocket is ready to receive audio",
             "utterance_boundary": "Sent when an utterance boundary is detected",
-            "error": "Sent when an error occurs"
-        }
+            "error": "Sent when an error occurs",
+        },
     }
 
 
 @router.websocket("/v1/ws_listen")
 async def deepgram_proxy_websocket(
     websocket: WebSocket,
-    user_id: Optional[int] = Query(default=None, description="User ID for speaker identification (enhancement)"),
-    confidence_threshold: float = Query(default=0.15, description="Speaker identification confidence threshold (enhancement)"),
+    user_id: Optional[int] = Query(
+        default=None, description="User ID for speaker identification (enhancement)"
+    ),
+    confidence_threshold: float = Query(
+        default=0.15,
+        description="Speaker identification confidence threshold (enhancement)",
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     WebSocket streaming endpoint with Deepgram proxy and speaker identification.
-    
+
     This endpoint:
     - Acts as a transparent proxy to Deepgram WebSocket API
     - Forwards all Deepgram responses as raw_deepgram events
     - Adds speaker identification when user_id is provided
     - Supports WebSocket subprotocol authentication (Deepgram style)
-    
+
     Enhancement Parameters (not forwarded to Deepgram):
     - user_id: Enable speaker identification for enrolled speakers
     - confidence_threshold: Minimum confidence for speaker matching
-    
+
     All other parameters are forwarded to Deepgram unchanged.
-    
+
     Note: For file uploads, use POST /v1/listen endpoint instead.
     """
-    
+
     # Get dependencies BEFORE accepting WebSocket
     auth = get_auth()
     audio_backend = get_audio_backend()
     speaker_db = get_speaker_db()
-    
+
     # Extract ALL query parameters from WebSocket scope
-    query_string = websocket.scope.get('query_string', b'').decode('utf-8')
+    query_string = websocket.scope.get("query_string", b"").decode("utf-8")
     parsed_params = parse_qs(query_string)
     # Convert from list values to single values (FastAPI style)
-    all_params = {k: v[0] if v else '' for k, v in parsed_params.items()}
+    all_params = {k: v[0] if v else "" for k, v in parsed_params.items()}
     log.info(f"Received parameters: {list(all_params.keys())}")
-    
+
     # Extract our enhancement parameters
     enhancement_params = {
-        'user_id': all_params.pop('user_id', None),
-        'confidence_threshold': all_params.pop('confidence_threshold', '0.15')
+        "user_id": all_params.pop("user_id", None),
+        "confidence_threshold": all_params.pop("confidence_threshold", "0.15"),
     }
-    
+
     # Convert confidence threshold to float
     try:
-        confidence_threshold = float(enhancement_params['confidence_threshold'])
+        confidence_threshold = float(enhancement_params["confidence_threshold"])
     except (ValueError, TypeError):
         confidence_threshold = 0.15
-    
+
     # Parse user_id
-    if enhancement_params['user_id']:
+    if enhancement_params["user_id"]:
         try:
-            user_id = int(enhancement_params['user_id'])
+            user_id = int(enhancement_params["user_id"])
         except (ValueError, TypeError):
             user_id = None
     else:
         user_id = None
-    
-    log.info(f"Enhancement params - user_id: {user_id}, confidence_threshold: {confidence_threshold}")
+
+    log.info(
+        f"Enhancement params - user_id: {user_id}, confidence_threshold: {confidence_threshold}"
+    )
     log.info(f"Deepgram params: {list(all_params.keys())}")
-    
+
     # Extract Deepgram API key from WebSocket subprotocols (same as existing endpoint)
     api_key = None
-    if hasattr(websocket, 'scope') and 'subprotocols' in websocket.scope:
-        subprotocols = websocket.scope['subprotocols']
-        if len(subprotocols) >= 2 and subprotocols[0] == 'token':
+    if hasattr(websocket, "scope") and "subprotocols" in websocket.scope:
+        subprotocols = websocket.scope["subprotocols"]
+        if len(subprotocols) >= 2 and subprotocols[0] == "token":
             api_key = subprotocols[1]
             log.info("Extracted Deepgram API key from WebSocket subprotocols")
-    
+
     # Fallback to server default API key
     api_key = api_key or auth.deepgram_api_key
     if not api_key:
         await websocket.accept()
-        await websocket.send_json({
-            "type": "error",
-            "message": "Deepgram API key required"
-        })
+        await websocket.send_json(
+            {"type": "error", "message": "Deepgram API key required"}
+        )
         await websocket.close()
         return
-    
+
     # Initialize components if speaker identification is enabled
     audio_buffer = None
     scd = None
@@ -774,47 +831,51 @@ async def deepgram_proxy_websocket(
         # Check HF token for VAD
         if not auth.hf_token:
             await websocket.accept()
-            await websocket.send_json({
-                "type": "error", 
-                "message": "Hugging Face token not configured - required for speaker identification"
-            })
+            await websocket.send_json(
+                {
+                    "type": "error",
+                    "message": "Hugging Face token not configured - required for speaker identification",
+                }
+            )
             await websocket.close()
             return
-        
+
         log.info("Initializing speaker identification components...")
         audio_buffer = AudioSegmentBuffer(max_duration_seconds=20.0)
         scd = SpeakerChangeDetector(hf_token=auth.hf_token)
-    
+
     # Track transcription state for speaker identification
     current_transcript = []
-    
+
     # Setup Deepgram proxy with dynamic parameters
     async def on_deepgram_transcript(data: Dict[str, Any]):
         """Handle transcription from Deepgram (for speaker identification)."""
         nonlocal current_transcript
-        
+
         if data["is_final"]:
             current_transcript.append(data["transcript"])
             log.debug(f"Final transcript: {data['transcript']}")
-    
+
     async def on_raw_deepgram(data: Dict[str, Any]):
         """Forward all raw Deepgram messages to client."""
         try:
-            await websocket.send_json({
-                "type": "raw_deepgram",
-                "data": data,
-                "timestamp": asyncio.get_event_loop().time()
-            })
+            await websocket.send_json(
+                {
+                    "type": "raw_deepgram",
+                    "data": data,
+                    "timestamp": asyncio.get_event_loop().time(),
+                }
+            )
         except Exception as e:
             log.warning(f"Failed to send raw Deepgram event: {e}")
-    
+
     deepgram_proxy = DeepgramWebSocketProxy(
         api_key=api_key,
         deepgram_params=all_params,  # Forward all remaining parameters to Deepgram
         on_transcript_callback=on_deepgram_transcript,
-        on_raw_deepgram_callback=on_raw_deepgram
+        on_raw_deepgram_callback=on_raw_deepgram,
     )
-    
+
     # Connect to Deepgram before accepting WebSocket
     try:
         await deepgram_proxy.connect()
@@ -822,20 +883,19 @@ async def on_raw_deepgram(data: Dict[str, Any]):
     except Exception as e:
         log.error(f"Failed to connect to Deepgram: {e}")
         await websocket.accept()
-        await websocket.send_json({
-            "type": "error",
-            "message": f"Failed to connect to Deepgram: {str(e)}"
-        })
+        await websocket.send_json(
+            {"type": "error", "message": f"Failed to connect to Deepgram: {str(e)}"}
+        )
         await websocket.close()
         return
-    
+
     # NOW accept the WebSocket - everything is ready!
-    await websocket.accept(subprotocol='token')
+    await websocket.accept(subprotocol="token")
     log.info(f"✅ WebSocket connection accepted - Deepgram proxy ready")
-    
+
     # Track stream start time for speaker identification
     stream_start_time = asyncio.get_event_loop().time()
-    
+
     # Create debug WAV file if speaker identification is enabled
     wav_file = None
     if user_id:
@@ -843,56 +903,60 @@ async def on_raw_deepgram(data: Dict[str, Any]):
         os.makedirs(debug_dir, exist_ok=True)
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
         wav_filename = f"{debug_dir}/debug_session_{timestamp}_user{user_id}.wav"
-        
-        wav_file = wave.open(wav_filename, 'wb')
+
+        wav_file = wave.open(wav_filename, "wb")
         wav_file.setnchannels(1)  # mono
         wav_file.setsampwidth(2)  # 16-bit
         wav_file.setframerate(16000)  # 16kHz
         log.info(f"🎙️ Created debug WAV file: {wav_filename}")
-    
+
     try:
         # Send ready event
-        await websocket.send_json({
-            "type": "ready",
-            "message": "Universal Deepgram proxy ready",
-            "features": {
-                "raw_deepgram_forwarding": True,
-                "speaker_identification": user_id is not None,
-                "debug_recording": user_id is not None
+        await websocket.send_json(
+            {
+                "type": "ready",
+                "message": "Universal Deepgram proxy ready",
+                "features": {
+                    "raw_deepgram_forwarding": True,
+                    "speaker_identification": user_id is not None,
+                    "debug_recording": user_id is not None,
+                },
             }
-        })
-        
+        )
+
         # Main processing loop
         while True:
             try:
                 # Receive audio data from client
                 data = await websocket.receive_bytes()
-                
+
                 # Write to debug WAV file if enabled
                 if wav_file:
                     wav_file.writeframes(data)
-                
+
                 # Forward to Deepgram
                 await deepgram_proxy.send_audio(data)
-                
+
                 # Speaker identification processing (if enabled)
                 if user_id and audio_buffer and scd:
                     current_time = asyncio.get_event_loop().time() - stream_start_time
-                    
+
                     # Convert bytes to numpy array
                     audio_array = np.frombuffer(data, dtype=np.int16)
                     audio_buffer.add_audio(audio_array)
-                    
+
                     # Check for utterance boundary
                     boundary = scd.detect_utterance_boundary(audio_buffer, current_time)
-                    
+
                     if boundary:
                         start_time, end_time = boundary
                         utterance_text = " ".join(current_transcript).strip()
                         current_transcript = []
-                        
-                        log.info(f"Utterance detected: {start_time:.2f}s - {end_time:.2f}s, Text: {utterance_text[:50]}...")
-                        
+
+                        log.info(
+                            f"Utterance detected: {start_time:.2f}s - {end_time:.2f}s, Text: {utterance_text[:50]}..."
+                        )
+
                         # Prepare speaker identification event
                         event = {
                             "type": "speaker_identified",
@@ -900,78 +964,88 @@ async def on_raw_deepgram(data: Dict[str, Any]):
                             "audio_segment": {
                                 "start": start_time,
                                 "end": end_time,
-                                "duration": end_time - start_time
+                                "duration": end_time - start_time,
                             },
                             "transcript": utterance_text,
-                            "speaker_identification": None
+                            "speaker_identification": None,
                         }
-                        
+
                         # Perform speaker identification
                         if utterance_text:
                             try:
                                 # Extract audio segment
                                 segment_duration = end_time - start_time
                                 segment_audio = audio_buffer.get_audio_tensor(
-                                    start_time=max(0, audio_buffer.get_duration() - (current_time - start_time)),
-                                    duration=segment_duration
+                                    start_time=max(
+                                        0,
+                                        audio_buffer.get_duration()
+                                        - (current_time - start_time),
+                                    ),
+                                    duration=segment_duration,
                                 )
-                                
+
                                 # Get embedding and identify speaker
-                                emb = await audio_backend.async_embed(segment_audio.unsqueeze(0))
-                                found, speaker_info, confidence = await speaker_db.identify(emb, user_id=user_id)
-                                confidence = validate_confidence(confidence, "deepgram_proxy")
-                                
+                                emb = await audio_backend.async_embed(
+                                    segment_audio.unsqueeze(0)
+                                )
+                                found, speaker_info, confidence = (
+                                    await speaker_db.identify(emb, user_id=user_id)
+                                )
+                                confidence = validate_confidence(
+                                    confidence, "deepgram_proxy"
+                                )
+
                                 if found and confidence >= confidence_threshold:
                                     event["speaker_identification"] = {
                                         "speaker_id": speaker_info["id"],
                                         "speaker_name": speaker_info["name"],
                                         "confidence": float(confidence),
-                                        "status": SpeakerStatus.IDENTIFIED.value
+                                        "status": SpeakerStatus.IDENTIFIED.value,
                                     }
-                                    log.info(f"Speaker identified: {speaker_info['name']} (confidence: {confidence:.3f})")
+                                    log.info(
+                                        f"Speaker identified: {speaker_info['name']} (confidence: {confidence:.3f})"
+                                    )
                                 else:
                                     event["speaker_identification"] = {
                                         "speaker_id": None,
                                         "speaker_name": None,
-                                        "confidence": float(confidence) if confidence else 0.0,
-                                        "status": SpeakerStatus.UNKNOWN.value
+                                        "confidence": (
+                                            float(confidence) if confidence else 0.0
+                                        ),
+                                        "status": SpeakerStatus.UNKNOWN.value,
                                     }
-                                    
+
                             except Exception as e:
                                 log.error(f"Speaker identification failed: {e}")
                                 event["speaker_identification"] = {
                                     "status": SpeakerStatus.ERROR.value,
-                                    "error": str(e)
+                                    "error": str(e),
                                 }
-                        
+
                         # Send speaker identification event
                         await websocket.send_json(event)
-                
+
             except WebSocketDisconnect as e:
                 log.info(f"Client disconnected: code={e.code}")
                 break
             except Exception as e:
                 log.error(f"Error processing audio: {e}")
-                await websocket.send_json({
-                    "type": "error",
-                    "message": str(e)
-                })
-                
+                await websocket.send_json({"type": "error", "message": str(e)})
+
     except Exception as e:
         log.error(f"WebSocket error: {e}")
         try:
-            if websocket.client_state.name != 'DISCONNECTED':
-                await websocket.send_json({
-                    "type": "error",
-                    "message": f"Proxy error: {str(e)}"
-                })
+            if websocket.client_state.name != "DISCONNECTED":
+                await websocket.send_json(
+                    {"type": "error", "message": f"Proxy error: {str(e)}"}
+                )
         except Exception as send_error:
             log.warning(f"Could not send error to client: {send_error}")
-        
+
     finally:
         # Cleanup
         await deepgram_proxy.disconnect()
-        
+
         # Close debug WAV file
         if wav_file:
             try:
@@ -979,9 +1053,9 @@ async def on_raw_deepgram(data: Dict[str, Any]):
                 log.info(f"🎙️ Closed debug WAV file")
             except Exception as wav_error:
                 log.warning(f"Failed to close WAV file: {wav_error}")
-        
+
         try:
-            if websocket.client_state.name != 'DISCONNECTED':
+            if websocket.client_state.name != "DISCONNECTED":
                 await websocket.close()
         except Exception as e:
             log.warning(f"Error closing WebSocket: {e}")
@@ -992,10 +1066,7 @@ async def on_raw_deepgram(data: Dict[str, Any]):
 async def get_deepgram_api_info():
     """Get information about the Deepgram-compatible APIs with separate POST and WebSocket endpoints."""
     return {
-        "endpoints": {
-            "file_upload": "/v1/listen", 
-            "websocket": "/v1/ws_listen"
-        },
+        "endpoints": {"file_upload": "/v1/listen", "websocket": "/v1/ws_listen"},
         "description": "Complete Deepgram API drop-in replacement with separate endpoints",
         "compatibility": "Full Deepgram API compatibility for file upload (POST /v1/listen) and streaming (WSS /v1/ws_listen)",
         "protocols": {
@@ -1005,7 +1076,7 @@ async def get_deepgram_api_info():
                 "input": "Audio files (wav, mp3, flac, etc.)",
                 "output": "Deepgram transcription response with optional speaker enhancement",
                 "authentication": "Authorization: Token YOUR_DEEPGRAM_API_KEY",
-                "example": "curl -X POST -H 'Authorization: Token API_KEY' -F 'file=@audio.wav' /v1/listen"
+                "example": "curl -X POST -H 'Authorization: Token API_KEY' -F 'file=@audio.wav' /v1/listen",
             },
             "WebSocket": {
                 "description": "Real-time streaming transcription",
@@ -1014,23 +1085,23 @@ async def get_deepgram_api_info():
                 "output": "All Deepgram events + optional speaker identification",
                 "authentication": [
                     "Authorization: Token YOUR_DEEPGRAM_API_KEY",
-                    "WebSocket subprotocols: ['token', 'YOUR_DEEPGRAM_API_KEY']"
+                    "WebSocket subprotocols: ['token', 'YOUR_DEEPGRAM_API_KEY']",
                 ],
-                "example": "const ws = new WebSocket('wss://host/v1/ws_listen?model=nova-3', ['token', 'API_KEY'])"
-            }
+                "example": "const ws = new WebSocket('wss://host/v1/ws_listen?model=nova-3', ['token', 'API_KEY'])",
+            },
         },
         "parameters": {
             "deepgram": "All 25+ Deepgram parameters supported (model, language, encoding, etc.)",
             "enhancements": {
                 "user_id": "User ID for speaker identification (optional)",
-                "confidence_threshold": "Speaker matching threshold (default: 0.15)"
-            }
+                "confidence_threshold": "Speaker matching threshold (default: 0.15)",
+            },
         },
         "websocket_events": {
             "ready": "Proxy initialization complete",
             "raw_deepgram": "All Deepgram WebSocket events forwarded transparently",
             "speaker_identified": "Speaker identification results (when user_id provided)",
-            "error": "Processing errors"
+            "error": "Processing errors",
         },
         "features": [
             "True Deepgram API drop-in replacement",
@@ -1039,6 +1110,6 @@ async def get_deepgram_api_info():
             "Transparent event forwarding (WebSocket)",
             "Optional speaker identification enhancement",
             "Debug WAV recording (WebSocket with user_id)",
-            "Dynamic parameter handling"
-        ]
-    }
\ No newline at end of file
+            "Dynamic parameter handling",
+        ],
+    }
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/__init__.py
index b451827d..aabff040 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/__init__.py
@@ -1,7 +1,7 @@
 """Core speaker recognition components."""
 
 from .audio_backend import AudioBackend
-from .unified_speaker_db import UnifiedSpeakerDB
 from .models import *
+from .unified_speaker_db import UnifiedSpeakerDB
 
-__all__ = ["AudioBackend", "UnifiedSpeakerDB"]
\ No newline at end of file
+__all__ = ["AudioBackend", "UnifiedSpeakerDB"]
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/models.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/models.py
index b2112acc..8407c5f7 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/models.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/models.py
@@ -8,11 +8,13 @@
 
 class UserRequest(BaseModel):
     """Request model for user creation."""
+
     username: str
 
 
 class UserResponse(BaseModel):
     """Response model for user data."""
+
     id: int
     username: str
     created_at: str
@@ -20,6 +22,7 @@ class UserResponse(BaseModel):
 
 class EnrollRequest(BaseModel):
     """Request model for speaker enrollment."""
+
     speaker_id: str
     speaker_name: str
     start: Optional[float] = None
@@ -28,18 +31,21 @@ class EnrollRequest(BaseModel):
 
 class BatchEnrollRequest(BaseModel):
     """Request model for batch speaker enrollment."""
+
     speaker_id: str
     speaker_name: str
 
 
 class IdentifyRequest(BaseModel):
     """Request model for speaker identification."""
+
     start: Optional[float] = None
     end: Optional[float] = None
 
 
 class VerifyRequest(BaseModel):
     """Request model for speaker verification."""
+
     speaker_id: str
     start: Optional[float] = None
     end: Optional[float] = None
@@ -47,38 +53,76 @@ class VerifyRequest(BaseModel):
 
 class DiarizeRequest(BaseModel):
     """Request model for speaker diarization."""
-    min_duration: Optional[float] = Field(default=None, description="Minimum duration for speaker segments (seconds)")
-    min_speakers: Optional[int] = Field(default=None, description="Minimum number of speakers to detect")
-    max_speakers: Optional[int] = Field(default=None, description="Maximum number of speakers to detect")
-    collar: Optional[float] = Field(default=2.0, description="Collar duration (seconds) around speaker boundaries to merge segments")
-    min_duration_off: Optional[float] = Field(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary")
+
+    min_duration: Optional[float] = Field(
+        default=None, description="Minimum duration for speaker segments (seconds)"
+    )
+    min_speakers: Optional[int] = Field(
+        default=None, description="Minimum number of speakers to detect"
+    )
+    max_speakers: Optional[int] = Field(
+        default=None, description="Maximum number of speakers to detect"
+    )
+    collar: Optional[float] = Field(
+        default=2.0,
+        description="Collar duration (seconds) around speaker boundaries to merge segments",
+    )
+    min_duration_off: Optional[float] = Field(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    )
 
 
 class DiarizeAndIdentifyRequest(BaseModel):
     """Request model for combined diarization and identification."""
-    min_duration: Optional[float] = Field(default=0.5, description="Minimum duration for speaker segments (seconds)")
-    min_speakers: Optional[int] = Field(default=None, description="Minimum number of speakers to detect")
-    max_speakers: Optional[int] = Field(default=None, description="Maximum number of speakers to detect")
-    similarity_threshold: Optional[float] = Field(default=None, description="Override default similarity threshold for identification")
-    identify_only_enrolled: bool = Field(default=False, description="Only return segments for enrolled speakers")
-    user_id: Optional[int] = Field(default=None, description="User ID to scope speaker identification to user's enrolled speakers")
-    collar: Optional[float] = Field(default=2.0, description="Collar duration (seconds) around speaker boundaries to merge segments")
-    min_duration_off: Optional[float] = Field(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary")
+
+    min_duration: Optional[float] = Field(
+        default=0.5, description="Minimum duration for speaker segments (seconds)"
+    )
+    min_speakers: Optional[int] = Field(
+        default=None, description="Minimum number of speakers to detect"
+    )
+    max_speakers: Optional[int] = Field(
+        default=None, description="Maximum number of speakers to detect"
+    )
+    similarity_threshold: Optional[float] = Field(
+        default=None,
+        description="Override default similarity threshold for identification",
+    )
+    identify_only_enrolled: bool = Field(
+        default=False, description="Only return segments for enrolled speakers"
+    )
+    user_id: Optional[int] = Field(
+        default=None,
+        description="User ID to scope speaker identification to user's enrolled speakers",
+    )
+    collar: Optional[float] = Field(
+        default=2.0,
+        description="Collar duration (seconds) around speaker boundaries to merge segments",
+    )
+    min_duration_off: Optional[float] = Field(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    )
 
 
 class SpeakerStatus(str, Enum):
     """Speaker identification status."""
+
     IDENTIFIED = "identified"
-    UNKNOWN = "unknown" 
+    UNKNOWN = "unknown"
     ERROR = "error"
     PROCESSING = "processing"
 
 
 class IdentifyResponse(BaseModel):
     """Response model for speaker identification."""
+
     found: bool = Field(description="Whether a speaker was identified")
     speaker_id: Optional[str] = Field(default=None, description="Identified speaker ID")
-    speaker_name: Optional[str] = Field(default=None, description="Identified speaker name")
+    speaker_name: Optional[str] = Field(
+        default=None, description="Identified speaker name"
+    )
     confidence: float = Field(description="Identification confidence score")
     status: SpeakerStatus = Field(description="Speaker identification status")
     similarity_threshold: float = Field(description="Threshold used for identification")
@@ -87,76 +131,130 @@ class IdentifyResponse(BaseModel):
 
 class InferenceRequest(BaseModel):
     """Request model for speaker inference on diarized segments."""
-    segments: List[dict] = Field(..., description="Diarized transcript segments with speaker, start, end, text")
+
+    segments: List[dict] = Field(
+        ..., description="Diarized transcript segments with speaker, start, end, text"
+    )
 
 
 class InferenceSegment(BaseModel):
     """Model for enhanced transcript segment with speaker identification."""
+
     speaker: int = Field(..., description="Original speaker ID from diarization")
     start: float = Field(..., description="Start time in seconds")
-    end: float = Field(..., description="End time in seconds") 
+    end: float = Field(..., description="End time in seconds")
     text: str = Field(..., description="Transcript text")
-    identified_speaker: Optional[str] = Field(None, description="Identified speaker name")
-    confidence: Optional[float] = Field(None, description="Identification confidence score")
+    identified_speaker: Optional[str] = Field(
+        None, description="Identified speaker name"
+    )
+    confidence: Optional[float] = Field(
+        None, description="Identification confidence score"
+    )
 
 
 # Deepgram API Wrapper Models
 class DeepgramTranscriptionRequest(BaseModel):
     """Request model for Deepgram-compatible transcription endpoint."""
+
     # Core parameters
-    model: Optional[str] = Field(default="nova-3", description="Model to use for transcription")
+    model: Optional[str] = Field(
+        default="nova-3", description="Model to use for transcription"
+    )
     language: Optional[str] = Field(default="multi", description="Language code")
     version: Optional[str] = Field(default="latest", description="Model version")
-    
+
     # Audio processing
     sample_rate: Optional[int] = Field(default=None, description="Sample rate of audio")
-    channels: Optional[int] = Field(default=None, description="Number of audio channels")
+    channels: Optional[int] = Field(
+        default=None, description="Number of audio channels"
+    )
     encoding: Optional[str] = Field(default=None, description="Audio encoding")
-    
+
     # Formatting and output
     punctuate: Optional[bool] = Field(default=True, description="Add punctuation")
-    profanity_filter: Optional[bool] = Field(default=False, description="Filter profanity")
-    redact: Optional[List[str]] = Field(default=None, description="Information to redact")
-    diarize: Optional[bool] = Field(default=True, description="Enable speaker diarization")
-    diarize_version: Optional[str] = Field(default="latest", description="Diarization model version")
-    multichannel: Optional[bool] = Field(default=False, description="Process multiple channels")
-    alternatives: Optional[int] = Field(default=1, description="Number of alternative transcripts")
-    numerals: Optional[bool] = Field(default=True, description="Convert numbers to numerals")
+    profanity_filter: Optional[bool] = Field(
+        default=False, description="Filter profanity"
+    )
+    redact: Optional[List[str]] = Field(
+        default=None, description="Information to redact"
+    )
+    diarize: Optional[bool] = Field(
+        default=True, description="Enable speaker diarization"
+    )
+    diarize_version: Optional[str] = Field(
+        default="latest", description="Diarization model version"
+    )
+    multichannel: Optional[bool] = Field(
+        default=False, description="Process multiple channels"
+    )
+    alternatives: Optional[int] = Field(
+        default=1, description="Number of alternative transcripts"
+    )
+    numerals: Optional[bool] = Field(
+        default=True, description="Convert numbers to numerals"
+    )
     search: Optional[List[str]] = Field(default=None, description="Search terms")
-    replace: Optional[Dict[str, str]] = Field(default=None, description="Text replacement rules")
+    replace: Optional[Dict[str, str]] = Field(
+        default=None, description="Text replacement rules"
+    )
     keywords: Optional[List[str]] = Field(default=None, description="Keywords to boost")
-    keyword_boost: Optional[str] = Field(default=None, description="Keyword boosting mode")
-    
+    keyword_boost: Optional[str] = Field(
+        default=None, description="Keyword boosting mode"
+    )
+
     # Smart formatting
-    smart_format: Optional[bool] = Field(default=True, description="Enable smart formatting")
+    smart_format: Optional[bool] = Field(
+        default=True, description="Enable smart formatting"
+    )
     dates: Optional[bool] = Field(default=True, description="Format dates")
     times: Optional[bool] = Field(default=True, description="Format times")
     currencies: Optional[bool] = Field(default=True, description="Format currencies")
-    phone_numbers: Optional[bool] = Field(default=True, description="Format phone numbers")
+    phone_numbers: Optional[bool] = Field(
+        default=True, description="Format phone numbers"
+    )
     addresses: Optional[bool] = Field(default=True, description="Format addresses")
-    
+
     # Structure and segments
-    paragraphs: Optional[bool] = Field(default=True, description="Organize into paragraphs")
-    utterances: Optional[bool] = Field(default=True, description="Organize into utterances")
-    utt_split: Optional[float] = Field(default=None, description="Utterance splitting threshold")
+    paragraphs: Optional[bool] = Field(
+        default=True, description="Organize into paragraphs"
+    )
+    utterances: Optional[bool] = Field(
+        default=True, description="Organize into utterances"
+    )
+    utt_split: Optional[float] = Field(
+        default=None, description="Utterance splitting threshold"
+    )
     dictation: Optional[bool] = Field(default=False, description="Dictation mode")
-    measurements: Optional[bool] = Field(default=True, description="Format measurements")
-    
+    measurements: Optional[bool] = Field(
+        default=True, description="Format measurements"
+    )
+
     # Analysis features
-    detect_language: Optional[bool] = Field(default=False, description="Detect language automatically")
+    detect_language: Optional[bool] = Field(
+        default=False, description="Detect language automatically"
+    )
     detect_topics: Optional[bool] = Field(default=False, description="Detect topics")
-    summarize: Optional[Union[bool, str]] = Field(default=False, description="Generate summary")
+    summarize: Optional[Union[bool, str]] = Field(
+        default=False, description="Generate summary"
+    )
     sentiment: Optional[bool] = Field(default=False, description="Analyze sentiment")
     intents: Optional[bool] = Field(default=False, description="Detect intents")
-    
+
     # Speaker recognition enhancement (our custom parameters)
-    enhance_speakers: Optional[bool] = Field(default=True, description="Enable speaker identification enhancement")
-    user_id: Optional[int] = Field(default=None, description="User ID for speaker identification")
-    speaker_confidence_threshold: Optional[float] = Field(default=0.15, description="Minimum confidence for speaker identification")
+    enhance_speakers: Optional[bool] = Field(
+        default=True, description="Enable speaker identification enhancement"
+    )
+    user_id: Optional[int] = Field(
+        default=None, description="User ID for speaker identification"
+    )
+    speaker_confidence_threshold: Optional[float] = Field(
+        default=0.15, description="Minimum confidence for speaker identification"
+    )
 
 
 class EnhancedWordInfo(BaseModel):
     """Enhanced word information with speaker identification."""
+
     word: str
     start: float
     end: float
@@ -164,7 +262,7 @@ class EnhancedWordInfo(BaseModel):
     speaker: Optional[int] = None
     speaker_confidence: Optional[float] = None
     punctuated_word: Optional[str] = None
-    
+
     # Enhanced speaker identification fields
     identified_speaker_id: Optional[str] = None
     identified_speaker_name: Optional[str] = None
@@ -175,28 +273,43 @@ class EnhancedWordInfo(BaseModel):
 # Structured Diarization Configuration Models
 class DeepgramDiarization(BaseModel):
     """Configuration for Deepgram-based diarization."""
+
     provider: Literal["deepgram"]
     # No extra options - Deepgram handles internally
 
 
 class PyannoteDiarization(BaseModel):
     """Configuration for Pyannote-based diarization."""
+
     provider: Literal["pyannote"]
-    min_speakers: Optional[int] = Field(default=None, description="Minimum number of speakers to detect")
-    max_speakers: Optional[int] = Field(default=None, description="Maximum number of speakers to detect") 
-    collar: float = Field(default=2.0, description="Collar duration (seconds) around speaker boundaries")
-    min_duration_off: float = Field(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary")
+    min_speakers: Optional[int] = Field(
+        default=None, description="Minimum number of speakers to detect"
+    )
+    max_speakers: Optional[int] = Field(
+        default=None, description="Maximum number of speakers to detect"
+    )
+    collar: float = Field(
+        default=2.0, description="Collar duration (seconds) around speaker boundaries"
+    )
+    min_duration_off: float = Field(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    )
 
 
 class DiarizationConfig(BaseModel):
     """Root configuration for diarization processing."""
-    diarization: Union[DeepgramDiarization, PyannoteDiarization] = Field(..., description="Diarization provider configuration")
+
+    diarization: Union[DeepgramDiarization, PyannoteDiarization] = Field(
+        ..., description="Diarization provider configuration"
+    )
 
 
 class EnhancedTranscriptionResponse(BaseModel):
     """Enhanced Deepgram-compatible response with speaker identification."""
+
     metadata: Dict[str, Any]
     results: Dict[str, Any]
-    
+
     # Additional enhancement metadata
-    speaker_enhancement: Optional[Dict[str, Any]] = None
\ No newline at end of file
+    speaker_enhancement: Optional[Dict[str, Any]] = None
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/seeded_clustering.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/seeded_clustering.py
index 30df2f4d..ef6ddeae 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/seeded_clustering.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/seeded_clustering.py
@@ -1,12 +1,13 @@
 """Custom clustering implementation with seeded speaker embeddings."""
 
 import logging
-from typing import Dict, List, Optional, Tuple, Any
+from typing import Any, Dict, List, Optional, Tuple
+
 import numpy as np
+import torch
+from pyannote.core import Annotation, Segment
 from sklearn.cluster import AgglomerativeClustering as SklearnAgglo
 from sklearn.metrics.pairwise import cosine_similarity
-from pyannote.core import Annotation, Segment
-import torch
 
 logger = logging.getLogger(__name__)
 
@@ -16,17 +17,17 @@ class SeededAgglomerativeClustering:
     Custom clustering implementation that uses known speaker embeddings as seeds
     for improved speaker diarization accuracy.
     """
-    
+
     def __init__(
-        self, 
+        self,
         similarity_threshold: float = 0.15,
         min_cluster_size: int = 3,
         fallback_threshold: float = 0.7,
-        confidence_weight: float = 0.8
+        confidence_weight: float = 0.8,
     ):
         """
         Initialize seeded clustering with configuration parameters.
-        
+
         Args:
             similarity_threshold: Minimum cosine similarity to assign to known speaker
             min_cluster_size: Minimum segments required to form a cluster
@@ -37,133 +38,162 @@ def __init__(
         self.min_cluster_size = min_cluster_size
         self.fallback_threshold = fallback_threshold
         self.confidence_weight = confidence_weight
-        
+
     def cluster_with_seeds(
         self,
         embeddings: np.ndarray,
         known_embeddings: Dict[str, np.ndarray],
         segment_info: List[Dict[str, Any]],
         min_speakers: Optional[int] = None,
-        max_speakers: Optional[int] = None
+        max_speakers: Optional[int] = None,
     ) -> Tuple[List[str], List[float], Dict[str, Any]]:
         """
         Perform seeded clustering using known speaker embeddings.
-        
+
         Args:
             embeddings: Array of segment embeddings (N, embedding_dim)
             known_embeddings: Dict mapping speaker_id to embedding vector
             segment_info: List of segment metadata (start, end, duration, etc.)
             min_speakers: Minimum number of speakers
             max_speakers: Maximum number of speakers
-            
+
         Returns:
             Tuple of (speaker_labels, confidence_scores, clustering_stats)
         """
         n_segments = len(embeddings)
         if n_segments == 0:
-            return [], [], {
-                "method": "seeded", 
-                "num_seeds": len(known_embeddings), 
-                "num_assigned_to_seeds": 0,
-                "num_unassigned": 0,
-                "total_segments": 0,
-                "unique_speakers": 0,
-                "similarity_threshold": self.similarity_threshold
-            }
-            
-        logger.info(f"Starting seeded clustering with {n_segments} segments and {len(known_embeddings)} known speakers")
-        
+            return (
+                [],
+                [],
+                {
+                    "method": "seeded",
+                    "num_seeds": len(known_embeddings),
+                    "num_assigned_to_seeds": 0,
+                    "num_unassigned": 0,
+                    "total_segments": 0,
+                    "unique_speakers": 0,
+                    "similarity_threshold": self.similarity_threshold,
+                },
+            )
+
+        logger.info(
+            f"Starting seeded clustering with {n_segments} segments and {len(known_embeddings)} known speakers"
+        )
+
         # Check for NaN values in input embeddings
         if np.any(np.isnan(embeddings)):
             raise ValueError("Input embeddings contain NaN values")
-        
+
         for speaker_id, emb in known_embeddings.items():
             if np.any(np.isnan(emb)):
-                raise ValueError(f"Known embedding for speaker '{speaker_id}' contains NaN values")
-        
-        logger.debug(f"Embeddings shape: {embeddings.shape}, embedding range: [{np.min(embeddings):.3f}, {np.max(embeddings):.3f}]")
-        
+                raise ValueError(
+                    f"Known embedding for speaker '{speaker_id}' contains NaN values"
+                )
+
+        logger.debug(
+            f"Embeddings shape: {embeddings.shape}, embedding range: [{np.min(embeddings):.3f}, {np.max(embeddings):.3f}]"
+        )
+
         # Normalize embeddings for cosine similarity
         embeddings_norm = self._normalize_embeddings(embeddings)
         known_embeddings_norm = {
-            speaker_id: self._normalize_embeddings(emb.reshape(1, -1))[0] 
+            speaker_id: self._normalize_embeddings(emb.reshape(1, -1))[0]
             for speaker_id, emb in known_embeddings.items()
         }
-        
+
         # Check for NaN values after normalization
         if np.any(np.isnan(embeddings_norm)):
             raise ValueError("Normalized embeddings contain NaN values")
-        
+
         for speaker_id, emb in known_embeddings_norm.items():
             if np.any(np.isnan(emb)):
-                raise ValueError(f"Normalized known embedding for speaker '{speaker_id}' contains NaN values")
-        
+                raise ValueError(
+                    f"Normalized known embedding for speaker '{speaker_id}' contains NaN values"
+                )
+
         # Step 1: Assign segments to known speakers based on similarity
         speaker_labels = ["UNKNOWN"] * n_segments
         confidence_scores = [0.0] * n_segments
         assigned_to_known = 0
-        
+
         for i, embedding in enumerate(embeddings_norm):
             best_speaker = None
             best_similarity = -1.0
-            
+
             # Compare with all known speakers
             for speaker_id, known_emb in known_embeddings_norm.items():
                 similarity = float(cosine_similarity([embedding], [known_emb])[0, 0])
-                
+
                 if similarity > best_similarity:
                     best_similarity = similarity
                     best_speaker = speaker_id
-            
+
             # Assign if above threshold
             if best_similarity >= self.similarity_threshold:
                 speaker_labels[i] = best_speaker
                 confidence_scores[i] = best_similarity
                 assigned_to_known += 1
-                logger.debug(f"Segment {i}: Assigned to {best_speaker} (similarity: {best_similarity:.3f})")
-        
+                logger.debug(
+                    f"Segment {i}: Assigned to {best_speaker} (similarity: {best_similarity:.3f})"
+                )
+
         # Step 2: Handle unassigned segments with traditional clustering
-        unassigned_indices = [i for i, label in enumerate(speaker_labels) if label == "UNKNOWN"]
-        
+        unassigned_indices = [
+            i for i, label in enumerate(speaker_labels) if label == "UNKNOWN"
+        ]
+
         if unassigned_indices:
-            logger.info(f"Applying traditional clustering to {len(unassigned_indices)} unassigned segments")
+            logger.info(
+                f"Applying traditional clustering to {len(unassigned_indices)} unassigned segments"
+            )
             unassigned_embeddings = embeddings_norm[unassigned_indices]
-            
+
             # Determine number of clusters for unassigned segments
-            num_existing_speakers = len(set(label for label in speaker_labels if label != "UNKNOWN"))
-            
+            num_existing_speakers = len(
+                set(label for label in speaker_labels if label != "UNKNOWN")
+            )
+
             if len(unassigned_embeddings) >= self.min_cluster_size:
                 # Use traditional agglomerative clustering
                 n_clusters = self._estimate_clusters(
-                    unassigned_embeddings, 
-                    min_speakers, 
-                    max_speakers, 
-                    num_existing_speakers
+                    unassigned_embeddings,
+                    min_speakers,
+                    max_speakers,
+                    num_existing_speakers,
                 )
-                
+
                 if n_clusters > 0:
                     clustering = SklearnAgglo(
-                        n_clusters=n_clusters,
-                        metric='cosine',
-                        linkage='average'
+                        n_clusters=n_clusters, metric="cosine", linkage="average"
                     )
                     cluster_labels = clustering.fit_predict(unassigned_embeddings)
-                    
+
                     # Assign new speaker labels
                     for idx, cluster_id in enumerate(cluster_labels):
                         original_idx = unassigned_indices[idx]
-                        new_speaker_id = f"SPEAKER_{num_existing_speakers + cluster_id:02d}"
+                        new_speaker_id = (
+                            f"SPEAKER_{num_existing_speakers + cluster_id:02d}"
+                        )
                         speaker_labels[original_idx] = new_speaker_id
                         # Calculate confidence based on cluster cohesion
-                        confidence_scores[original_idx] = self._calculate_cluster_confidence(
-                            unassigned_embeddings[idx], unassigned_embeddings, cluster_labels, cluster_id
+                        confidence_scores[original_idx] = (
+                            self._calculate_cluster_confidence(
+                                unassigned_embeddings[idx],
+                                unassigned_embeddings,
+                                cluster_labels,
+                                cluster_id,
+                            )
                         )
             else:
                 # Assign remaining segments as individual speakers
                 for idx_pos, original_idx in enumerate(unassigned_indices):
-                    speaker_labels[original_idx] = f"SPEAKER_{num_existing_speakers + idx_pos:02d}"
-                    confidence_scores[original_idx] = 0.5  # Low confidence for isolated segments
-        
+                    speaker_labels[original_idx] = (
+                        f"SPEAKER_{num_existing_speakers + idx_pos:02d}"
+                    )
+                    confidence_scores[original_idx] = (
+                        0.5  # Low confidence for isolated segments
+                    )
+
         # Step 3: Post-process and generate statistics
         clustering_stats = {
             "method": "seeded",
@@ -172,50 +202,52 @@ def cluster_with_seeds(
             "num_unassigned": len(unassigned_indices),
             "total_segments": n_segments,
             "unique_speakers": len(set(speaker_labels)),
-            "similarity_threshold": self.similarity_threshold
+            "similarity_threshold": self.similarity_threshold,
         }
-        
-        logger.info(f"Seeded clustering complete: {assigned_to_known}/{n_segments} assigned to known speakers, "
-                   f"{clustering_stats['unique_speakers']} total speakers identified")
-        
+
+        logger.info(
+            f"Seeded clustering complete: {assigned_to_known}/{n_segments} assigned to known speakers, "
+            f"{clustering_stats['unique_speakers']} total speakers identified"
+        )
+
         return speaker_labels, confidence_scores, clustering_stats
-    
+
     def _normalize_embeddings(self, embeddings: np.ndarray) -> np.ndarray:
         """Normalize embeddings to unit length for cosine similarity."""
         if embeddings.ndim == 1:
             embeddings = embeddings.reshape(1, -1)
         return embeddings / np.linalg.norm(embeddings, axis=1, keepdims=True)
-    
+
     def _estimate_clusters(
         self,
         embeddings: np.ndarray,
         min_speakers: Optional[int],
         max_speakers: Optional[int],
-        num_existing: int
+        num_existing: int,
     ) -> int:
         """
         Estimate optimal number of clusters for unassigned segments.
         """
         n_segments = len(embeddings)
-        
+
         # Default estimation based on segment count
         estimated = max(1, min(n_segments // self.min_cluster_size, 3))
-        
+
         # Apply speaker constraints
         if min_speakers is not None:
             estimated = max(estimated, min_speakers - num_existing)
-        
+
         if max_speakers is not None:
             estimated = min(estimated, max_speakers - num_existing)
-        
+
         return max(0, estimated)
-    
+
     def _calculate_cluster_confidence(
         self,
         segment_embedding: np.ndarray,
         all_embeddings: np.ndarray,
         cluster_labels: np.ndarray,
-        target_cluster: int
+        target_cluster: int,
     ) -> float:
         """
         Calculate confidence score for cluster assignment based on intra-cluster similarity.
@@ -223,51 +255,55 @@ def _calculate_cluster_confidence(
         # Find all embeddings in the same cluster
         same_cluster_mask = cluster_labels == target_cluster
         same_cluster_embeddings = all_embeddings[same_cluster_mask]
-        
+
         if len(same_cluster_embeddings) <= 1:
             return 0.5  # Low confidence for singleton clusters
-        
+
         # Calculate average similarity to other segments in same cluster
-        similarities = cosine_similarity([segment_embedding], same_cluster_embeddings)[0]
+        similarities = cosine_similarity([segment_embedding], same_cluster_embeddings)[
+            0
+        ]
         # Exclude self-similarity
         other_similarities = similarities[similarities < 0.99]  # Avoid exact matches
-        
+
         if len(other_similarities) > 0:
             avg_similarity = np.mean(other_similarities)
             # Scale to 0-1 range with some adjustment
             confidence = (avg_similarity + 1) / 2  # Convert from [-1,1] to [0,1]
             return min(0.9, max(0.1, confidence))  # Clamp between 0.1 and 0.9
-        
+
         return 0.5
-    
+
     def create_pyannote_annotation(
         self,
         speaker_labels: List[str],
         segment_info: List[Dict[str, Any]],
-        confidence_scores: List[float]
+        confidence_scores: List[float],
     ) -> Annotation:
         """
         Create pyannote Annotation object from clustering results.
-        
+
         Args:
             speaker_labels: List of speaker labels for each segment
             segment_info: List of segment metadata with start/end times
             confidence_scores: List of confidence scores for each assignment
-            
+
         Returns:
             pyannote Annotation object
         """
         annotation = Annotation()
-        
-        for i, (label, segment, confidence) in enumerate(zip(speaker_labels, segment_info, confidence_scores)):
-            start_time = segment.get('start', 0)
-            end_time = segment.get('end', start_time + segment.get('duration', 0))
-            
+
+        for i, (label, segment, confidence) in enumerate(
+            zip(speaker_labels, segment_info, confidence_scores)
+        ):
+            start_time = segment.get("start", 0)
+            end_time = segment.get("end", start_time + segment.get("duration", 0))
+
             segment_obj = Segment(start_time, end_time)
             annotation[segment_obj] = label
-            
+
             # Store confidence as metadata if needed
             # Note: pyannote doesn't directly support confidence in Annotation
             # This could be stored separately or in a custom format
-        
-        return annotation
\ No newline at end of file
+
+        return annotation
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/unified_speaker_db.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/unified_speaker_db.py
index 7b795373..1cebf4aa 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/unified_speaker_db.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/unified_speaker_db.py
@@ -8,7 +8,6 @@
 
 import faiss
 import numpy as np
-
 from simple_speaker_recognition.database import get_db_session
 from simple_speaker_recognition.database.models import Speaker, User
 from simple_speaker_recognition.database.queries import UserQueries
@@ -33,7 +32,7 @@ def __init__(self, emb_dim: int, base_dir: Path, similarity_thr: float):
 
         # FAISS index for fast similarity search using cosine similarity (inner product)
         self.index: faiss.IndexFlatIP = faiss.IndexFlatIP(emb_dim)
-        
+
         # Mapping from FAISS index position to (user_id, speaker_id)
         self.faiss_to_speaker: Dict[int, Tuple[int, str]] = {}
 
@@ -49,7 +48,7 @@ def _load_state(self) -> None:
             except Exception as e:
                 log.warning("Could not load FAISS index, creating new: %s", e)
                 self.index = faiss.IndexFlatIP(self.emb_dim)
-        
+
         # Rebuild mapping from SQLite
         self._rebuild_faiss_mapping()
 
@@ -59,31 +58,43 @@ def _rebuild_faiss_mapping(self) -> None:
         try:
             speakers = db.query(Speaker).all()
             self.faiss_to_speaker.clear()
-            
+
             if not speakers:
                 log.info("No speakers found in database")
                 return
-            
+
             # Recreate FAISS index for inner product (cosine similarity)
             self.index = faiss.IndexFlatIP(self.emb_dim)
-            
+
             vectors = []
             for i, speaker in enumerate(speakers):
                 embedding_data = cast(Optional[str], speaker.embedding_data)
                 if embedding_data:
                     try:
-                        embedding = np.array(json.loads(embedding_data), dtype=np.float32)
+                        embedding = np.array(
+                            json.loads(embedding_data), dtype=np.float32
+                        )
                         vectors.append(embedding)
-                        self.faiss_to_speaker[i] = (cast(int, speaker.user_id), cast(str, speaker.id))
+                        self.faiss_to_speaker[i] = (
+                            cast(int, speaker.user_id),
+                            cast(str, speaker.id),
+                        )
                     except (json.JSONDecodeError, ValueError) as e:
-                        log.warning("Invalid embedding data for speaker %s: %s", speaker.id, e)
-            
+                        log.warning(
+                            "Invalid embedding data for speaker %s: %s", speaker.id, e
+                        )
+
             if vectors:
                 # Normalize all embeddings before adding to FAISS
-                normalized_vectors = np.stack([_normalize(v) for v in vectors]).astype(np.float32)
+                normalized_vectors = np.stack([_normalize(v) for v in vectors]).astype(
+                    np.float32
+                )
                 self.index.add(normalized_vectors)
-                log.info("Rebuilt FAISS index with %d speakers (normalized embeddings)", len(vectors))
-            
+                log.info(
+                    "Rebuilt FAISS index with %d speakers (normalized embeddings)",
+                    len(vectors),
+                )
+
         except Exception as e:
             log.error("Error rebuilding FAISS mapping: %s", e)
         finally:
@@ -96,31 +107,44 @@ def _save_faiss_index(self) -> None:
         except Exception as e:
             log.error("Error saving FAISS index: %s", e)
 
-    async def add_speaker(self, speaker_id: str, name: str, embedding: np.ndarray, user_id: int, 
-                         sample_count: int = 1, total_duration: float = 0.0) -> bool:
+    async def add_speaker(
+        self,
+        speaker_id: str,
+        name: str,
+        embedding: np.ndarray,
+        user_id: int,
+        sample_count: int = 1,
+        total_duration: float = 0.0,
+    ) -> bool:
         """Add speaker with user association; return True if updated (False if new)."""
         async with self._lock:
             db = get_db_session()
             try:
                 # Check if speaker exists
-                existing_speaker = db.query(Speaker).filter(
-                    Speaker.id == speaker_id,
-                    Speaker.user_id == user_id
-                ).first()
-                
+                existing_speaker = (
+                    db.query(Speaker)
+                    .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+                    .first()
+                )
+
                 is_update = existing_speaker is not None
-                
+
                 # Prepare embedding data
                 embedding_json = json.dumps(embedding.tolist())
-                
+
                 if is_update:
                     # Update existing speaker (replace enrollment)
                     existing_speaker.name = name  # type: ignore[assignment]
                     existing_speaker.embedding_data = embedding_json  # type: ignore[assignment]
                     existing_speaker.audio_sample_count = sample_count  # type: ignore[assignment]
                     existing_speaker.total_audio_duration = total_duration  # type: ignore[assignment]
-                    log.info("Updated existing speaker: %s (user: %d) with %d samples", speaker_id, user_id, sample_count)
-                    
+                    log.info(
+                        "Updated existing speaker: %s (user: %d) with %d samples",
+                        speaker_id,
+                        user_id,
+                        sample_count,
+                    )
+
                     # For updates, we need to rebuild since FAISS doesn't support updates
                     db.commit()
                     self._rebuild_faiss_mapping()
@@ -133,24 +157,31 @@ async def add_speaker(self, speaker_id: str, name: str, embedding: np.ndarray, u
                         user_id=user_id,
                         embedding_data=embedding_json,
                         audio_sample_count=sample_count,
-                        total_audio_duration=total_duration
+                        total_audio_duration=total_duration,
                     )
                     db.add(new_speaker)
                     db.commit()
-                    log.info("Added new speaker: %s (user: %d) with %d samples", speaker_id, user_id, sample_count)
-                    
+                    log.info(
+                        "Added new speaker: %s (user: %d) with %d samples",
+                        speaker_id,
+                        user_id,
+                        sample_count,
+                    )
+
                     # For new speakers, add to FAISS index incrementally
-                    normalized_embedding = _normalize(embedding.astype(np.float32)).reshape(1, -1)
+                    normalized_embedding = _normalize(
+                        embedding.astype(np.float32)
+                    ).reshape(1, -1)
                     self.index.add(normalized_embedding)
-                    
+
                     # Update mapping (new index position is ntotal - 1)
                     new_faiss_idx = self.index.ntotal - 1
                     self.faiss_to_speaker[new_faiss_idx] = (user_id, speaker_id)
-                    
+
                     self._save_faiss_index()
-                
+
                 return is_update
-                
+
             except Exception as e:
                 db.rollback()
                 log.error("Error adding speaker %s: %s", speaker_id, e)
@@ -163,23 +194,24 @@ async def delete_speaker(self, speaker_id: str, user_id: int) -> None:
         async with self._lock:
             db = get_db_session()
             try:
-                speaker = db.query(Speaker).filter(
-                    Speaker.id == speaker_id,
-                    Speaker.user_id == user_id
-                ).first()
-                
+                speaker = (
+                    db.query(Speaker)
+                    .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+                    .first()
+                )
+
                 if not speaker:
                     raise KeyError(f"Speaker {speaker_id} not found for user {user_id}")
-                
+
                 db.delete(speaker)
                 db.commit()
-                
+
                 # Rebuild FAISS index
                 self._rebuild_faiss_mapping()
                 self._save_faiss_index()
-                
+
                 log.info("Deleted speaker: %s (user: %d)", speaker_id, user_id)
-                
+
             except Exception as e:
                 db.rollback()
                 log.error("Error deleting speaker %s: %s", speaker_id, e)
@@ -194,13 +226,13 @@ async def reset_user(self, user_id: int) -> None:
             try:
                 db.query(Speaker).filter(Speaker.user_id == user_id).delete()
                 db.commit()
-                
+
                 # Rebuild FAISS index
                 self._rebuild_faiss_mapping()
                 self._save_faiss_index()
-                
+
                 log.info("Reset all speakers for user: %d", user_id)
-                
+
             except Exception as e:
                 db.rollback()
                 log.error("Error resetting speakers for user %d: %s", user_id, e)
@@ -208,108 +240,130 @@ async def reset_user(self, user_id: int) -> None:
             finally:
                 db.close()
 
-    async def identify(self, embedding: np.ndarray, user_id: Optional[int] = None) -> Tuple[bool, Optional[Dict], float]:
+    async def identify(
+        self, embedding: np.ndarray, user_id: Optional[int] = None
+    ) -> Tuple[bool, Optional[Dict], float]:
         """Identify speaker from embedding using FAISS search."""
         if self.index.ntotal == 0:
             return False, None, 0.0
-        
+
         # Normalize query embedding
         query_emb = _normalize(embedding.astype(np.float32))
-        
+
         # Use FAISS to find nearest neighbors
         k = min(10, self.index.ntotal)  # Search top-k candidates
         similarities, indices = self.index.search(query_emb.reshape(1, -1), k)
-        
+
         best_similarity = -1.0
         best_speaker = None
-        
+
         db = get_db_session()
         try:
             # Collect all candidates for detailed logging
             all_candidates = []
-            
+
             # Check each candidate from FAISS search
             for idx, similarity in zip(indices[0], similarities[0]):
                 if idx == -1:  # FAISS returns -1 for invalid indices
                     continue
-                    
+
                 # Map FAISS index to speaker
                 if idx not in self.faiss_to_speaker:
                     continue
-                    
+
                 candidate_user_id, speaker_id = self.faiss_to_speaker[idx]
-                
+
                 # Apply user filter if specified
                 if user_id is not None and candidate_user_id != user_id:
                     continue
-                
+
                 # FAISS IndexFlatIP returns inner product for normalized vectors (cosine similarity)
                 cosine_similarity = float(similarity)
-                
+
                 # Get speaker details from database
-                speaker = db.query(Speaker).filter(
-                    Speaker.id == speaker_id,
-                    Speaker.user_id == candidate_user_id
-                ).first()
-                
+                speaker = (
+                    db.query(Speaker)
+                    .filter(
+                        Speaker.id == speaker_id, Speaker.user_id == candidate_user_id
+                    )
+                    .first()
+                )
+
                 if speaker:
                     candidate_info = {
                         "id": speaker.id,
                         "name": speaker.name,
                         "user_id": speaker.user_id,
                         "similarity": cosine_similarity,
-                        "distance": 1.0 - cosine_similarity  # Convert similarity to distance
+                        "distance": 1.0
+                        - cosine_similarity,  # Convert similarity to distance
                     }
                     all_candidates.append(candidate_info)
-                    
+
                     if cosine_similarity > best_similarity:
                         best_similarity = cosine_similarity
                         best_speaker = {
                             "id": speaker.id,
                             "name": speaker.name,
-                            "user_id": speaker.user_id
+                            "user_id": speaker.user_id,
                         }
-            
+
             # Log all candidate speakers with their distances
             if all_candidates:
                 log.info("Speaker identification candidates:")
-                for candidate in sorted(all_candidates, key=lambda x: x["similarity"], reverse=True):
-                    log.info(f"  {candidate['name']} ({candidate['id']}): similarity={candidate['similarity']:.4f}, distance={candidate['distance']:.4f}")
+                for candidate in sorted(
+                    all_candidates, key=lambda x: x["similarity"], reverse=True
+                ):
+                    log.info(
+                        f"  {candidate['name']} ({candidate['id']}): similarity={candidate['similarity']:.4f}, distance={candidate['distance']:.4f}"
+                    )
                 log.info(f"Threshold: {self.similarity_thr:.4f}")
             else:
                 log.info("No valid candidates found for identification")
-            
+
             # Check if best similarity meets threshold
             if best_similarity >= self.similarity_thr and best_speaker is not None:
-                log.info("Identified speaker: %s (similarity: %.4f)", 
-                        best_speaker['name'], best_similarity)
+                log.info(
+                    "Identified speaker: %s (similarity: %.4f)",
+                    best_speaker["name"],
+                    best_similarity,
+                )
                 return True, best_speaker, best_similarity
             else:
-                log.info("No speaker identified (best similarity: %.4f)", best_similarity)
+                log.info(
+                    "No speaker identified (best similarity: %.4f)", best_similarity
+                )
                 return False, None, best_similarity
-                
+
         except Exception as e:
             log.error("Error during identification: %s", e)
             return False, None, 0.0
         finally:
             db.close()
 
-    async def verify(self, speaker_id: str, embedding: np.ndarray, user_id: int) -> float:
+    async def verify(
+        self, speaker_id: str, embedding: np.ndarray, user_id: int
+    ) -> float:
         """Verify speaker identity against stored embedding."""
         db = get_db_session()
         try:
-            speaker = db.query(Speaker).filter(
-                Speaker.id == speaker_id,
-                Speaker.user_id == user_id
-            ).first()
-            
-            embedding_data = cast(Optional[str], speaker.embedding_data) if speaker else None
+            speaker = (
+                db.query(Speaker)
+                .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+                .first()
+            )
+
+            embedding_data = (
+                cast(Optional[str], speaker.embedding_data) if speaker else None
+            )
             if not speaker or not embedding_data:
                 raise KeyError(f"Speaker {speaker_id} not enrolled for user {user_id}")
-            
+
             stored_emb = np.array(json.loads(embedding_data), dtype=np.float32)
-            return float(np.dot(_normalize(embedding.flatten()), _normalize(stored_emb)))
-            
+            return float(
+                np.dot(_normalize(embedding.flatten()), _normalize(stored_emb))
+            )
+
         except Exception as e:
             log.error("Error during verification: %s", e)
             raise
@@ -328,8 +382,14 @@ def get_speakers_for_user(self, user_id: int) -> List[Dict]:
                     "user_id": cast(int, speaker.user_id),
                     "created_at": speaker.created_at,
                     "updated_at": speaker.updated_at,
-                    "audio_sample_count": cast(Optional[int], speaker.audio_sample_count) or 0,
-                    "total_audio_duration": cast(Optional[float], speaker.total_audio_duration) or 0.0
+                    "audio_sample_count": cast(
+                        Optional[int], speaker.audio_sample_count
+                    )
+                    or 0,
+                    "total_audio_duration": cast(
+                        Optional[float], speaker.total_audio_duration
+                    )
+                    or 0.0,
                 }
                 for speaker in speakers
             ]
@@ -349,10 +409,12 @@ def get_speakers_with_embeddings(self, user_id: int) -> Dict[str, Dict]:
                         embedding = json.loads(embedding_data)
                         result[cast(str, speaker.id)] = {
                             "name": cast(str, speaker.name),
-                            "embedding": embedding
+                            "embedding": embedding,
                         }
                     except (json.JSONDecodeError, ValueError) as e:
-                        log.warning("Invalid embedding for speaker %s: %s", speaker.id, e)
+                        log.warning(
+                            "Invalid embedding for speaker %s: %s", speaker.id, e
+                        )
             return result
         finally:
             db.close()
@@ -372,4 +434,4 @@ def ensure_admin_user(self) -> int:
             admin_user = UserQueries.get_or_create_user(db, "admin")
             return cast(int, admin_user.id)
         finally:
-            db.close()
\ No newline at end of file
+            db.close()
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/database/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/database/__init__.py
index ef5d6ae2..071da213 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/database/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/database/__init__.py
@@ -2,13 +2,18 @@
 
 import os
 from pathlib import Path
+
 from sqlalchemy import create_engine
 from sqlalchemy.ext.declarative import declarative_base
 from sqlalchemy.orm import sessionmaker
 
 # Create data directory if it doesn't exist
 # Use the mounted volume path in Docker, fallback to local path for development
-DATA_DIR = Path("/app/data") if Path("/app/data").exists() else Path(__file__).parent.parent / "data"
+DATA_DIR = (
+    Path("/app/data")
+    if Path("/app/data").exists()
+    else Path(__file__).parent.parent / "data"
+)
 DATA_DIR.mkdir(exist_ok=True)
 
 # Database configuration
@@ -17,8 +22,10 @@
 # Create engine with SQLite-specific settings
 engine = create_engine(
     DATABASE_URL,
-    connect_args={"check_same_thread": False},  # Allow SQLite to be used with multiple threads
-    echo=False  # Set to True for SQL query logging
+    connect_args={
+        "check_same_thread": False
+    },  # Allow SQLite to be used with multiple threads
+    echo=False,  # Set to True for SQL query logging
 )
 
 # Create session factory
@@ -27,11 +34,14 @@
 # Create base class for models
 Base = declarative_base()
 
+
 def init_db():
     """Initialize the database, creating all tables."""
     from . import models  # Import models to register them
+
     Base.metadata.create_all(bind=engine)
 
+
 def get_db():
     """Get database session for dependency injection."""
     db = SessionLocal()
@@ -40,6 +50,7 @@ def get_db():
     finally:
         db.close()
 
+
 def get_db_session():
     """Get database session for direct use."""
-    return SessionLocal()
\ No newline at end of file
+    return SessionLocal()
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/database/models.py b/extras/speaker-recognition/src/simple_speaker_recognition/database/models.py
index 2abc81d0..260a4eb4 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/database/models.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/database/models.py
@@ -1,29 +1,49 @@
 """SQLAlchemy models for speaker recognition system."""
 
-from sqlalchemy import Column, Integer, String, Float, Text, DateTime, ForeignKey, Boolean, UniqueConstraint
-from sqlalchemy.orm import relationship
 from datetime import datetime
+
+from sqlalchemy import (
+    Boolean,
+    Column,
+    DateTime,
+    Float,
+    ForeignKey,
+    Integer,
+    String,
+    Text,
+    UniqueConstraint,
+)
+from sqlalchemy.orm import relationship
+
 from . import Base
 
+
 class User(Base):
     """User model for multi-user support."""
+
     __tablename__ = "users"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
     username = Column(String(100), unique=True, nullable=False)
     created_at = Column(DateTime, default=datetime.utcnow)
-    
+
     # Relationships
-    speakers = relationship("Speaker", back_populates="user", cascade="all, delete-orphan")
-    annotations = relationship("Annotation", back_populates="user", cascade="all, delete-orphan")
-    
+    speakers = relationship(
+        "Speaker", back_populates="user", cascade="all, delete-orphan"
+    )
+    annotations = relationship(
+        "Annotation", back_populates="user", cascade="all, delete-orphan"
+    )
+
     def __repr__(self):
         return f"<User(id={self.id}, username='{self.username}')>"
 
+
 class Speaker(Base):
     """Speaker profile model."""
+
     __tablename__ = "speakers"
-    
+
     id = Column(String(100), primary_key=True)  # User-defined speaker ID
     name = Column(String(200), nullable=False)
     user_id = Column(Integer, ForeignKey("users.id"), nullable=False)
@@ -34,26 +54,36 @@ class Speaker(Base):
     embedding_data = Column(Text)  # JSON: serialized embedding vector
     audio_segments_metadata = Column(Text)  # JSON: references to audio segments
     notes = Column(Text)  # Optional notes about the speaker
-    audio_sample_count = Column(Integer, default=0)  # Number of audio segments used for enrollment
-    total_audio_duration = Column(Float, default=0.0)  # Total duration of all audio segments in seconds
-    
+    audio_sample_count = Column(
+        Integer, default=0
+    )  # Number of audio segments used for enrollment
+    total_audio_duration = Column(
+        Float, default=0.0
+    )  # Total duration of all audio segments in seconds
+
     __table_args__ = (
-        UniqueConstraint('user_id', 'name', name='unique_user_speaker_name'),
+        UniqueConstraint("user_id", "name", name="unique_user_speaker_name"),
     )
-    
+
     # Relationships
     user = relationship("User", back_populates="speakers")
-    enrollment_sessions = relationship("EnrollmentSession", back_populates="speaker", cascade="all, delete-orphan")
+    enrollment_sessions = relationship(
+        "EnrollmentSession", back_populates="speaker", cascade="all, delete-orphan"
+    )
     annotations = relationship("Annotation", back_populates="speaker")
-    audio_segments = relationship("SpeakerAudioSegment", back_populates="speaker", cascade="all, delete-orphan")
-    
+    audio_segments = relationship(
+        "SpeakerAudioSegment", back_populates="speaker", cascade="all, delete-orphan"
+    )
+
     def __repr__(self):
         return f"<Speaker(id='{self.id}', name='{self.name}', user_id={self.user_id})>"
 
+
 class EnrollmentSession(Base):
     """Enrollment session tracking model."""
+
     __tablename__ = "enrollment_sessions"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
     speaker_id = Column(String(100), ForeignKey("speakers.id"), nullable=False)
     audio_file_path = Column(String(500), nullable=False)
@@ -63,69 +93,87 @@ class EnrollmentSession(Base):
     snr_db = Column(Float)  # Signal-to-noise ratio in dB
     created_at = Column(DateTime, default=datetime.utcnow)
     enrollment_method = Column(String(50))  # 'live_recording' or 'file_upload'
-    
+
     # Relationships
     speaker = relationship("Speaker", back_populates="enrollment_sessions")
-    
+
     def __repr__(self):
         return f"<EnrollmentSession(id={self.id}, speaker_id='{self.speaker_id}', quality={self.quality_score})>"
 
+
 class SpeakerAudioSegment(Base):
     """Individual audio segments for speakers."""
+
     __tablename__ = "speaker_audio_segments"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
     speaker_id = Column(String(100), ForeignKey("speakers.id"), nullable=False)
     audio_file_path = Column(String(500), nullable=False)  # Path to segment file
     original_file_path = Column(String(500))  # Original source file
     start_time = Column(Float, nullable=False)  # Start time in original file
-    end_time = Column(Float, nullable=False)    # End time in original file
+    end_time = Column(Float, nullable=False)  # End time in original file
     duration_seconds = Column(Float, nullable=False)
     quality_score = Column(Float)  # Segment quality (0.0 to 1.0)
     embedding = Column(Text)  # JSON: Individual segment embedding
     transcription = Column(Text)  # Transcribed text
     created_at = Column(DateTime, default=datetime.utcnow)
-    
+
     # Relationships
     speaker = relationship("Speaker", back_populates="audio_segments")
-    
+
     def __repr__(self):
         return f"<SpeakerAudioSegment(id={self.id}, speaker_id='{self.speaker_id}', duration={self.duration_seconds})>"
 
+
 class Annotation(Base):
     """Audio segment annotation model."""
+
     __tablename__ = "annotations"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
     audio_file_path = Column(String(500), nullable=False)
-    audio_file_hash = Column(String(32))  # MD5 hash of audio file for consistent identification
+    audio_file_hash = Column(
+        String(32)
+    )  # MD5 hash of audio file for consistent identification
     audio_file_name = Column(String(255))  # Original filename for display
     start_time = Column(Float, nullable=False)  # Start time in seconds
-    end_time = Column(Float, nullable=False)    # End time in seconds
-    speaker_id = Column(String(100), ForeignKey("speakers.id"), nullable=True)  # Can be NULL for unknown speakers
-    speaker_label = Column(String(100))  # For unknown speakers: "unknown_1", "unknown_2", etc.
-    deepgram_speaker_label = Column(String(50))  # Original Deepgram label: "speaker_0", "speaker_1", etc.
+    end_time = Column(Float, nullable=False)  # End time in seconds
+    speaker_id = Column(
+        String(100), ForeignKey("speakers.id"), nullable=True
+    )  # Can be NULL for unknown speakers
+    speaker_label = Column(
+        String(100)
+    )  # For unknown speakers: "unknown_1", "unknown_2", etc.
+    deepgram_speaker_label = Column(
+        String(50)
+    )  # Original Deepgram label: "speaker_0", "speaker_1", etc.
     label = Column(String(20), nullable=False)  # 'CORRECT', 'INCORRECT', 'UNCERTAIN'
     confidence = Column(Float)  # Model confidence in the annotation (0.0 to 1.0)
     transcription = Column(Text)  # Text content of the segment
     user_id = Column(Integer, ForeignKey("users.id"), nullable=False)
     created_at = Column(DateTime, default=datetime.utcnow)
     notes = Column(Text)  # Optional annotation notes
-    
+
     # Relationships
     speaker = relationship("Speaker", back_populates="annotations")
     user = relationship("User", back_populates="annotations")
-    
+
     def __repr__(self):
         return f"<Annotation(id={self.id}, speaker_id='{self.speaker_id}', label='{self.label}')>"
 
+
 class ProcessingJob(Base):
     """Background processing job tracking."""
+
     __tablename__ = "processing_jobs"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
-    job_type = Column(String(50), nullable=False)  # 'enrollment', 'export', 'annotation', etc.
-    status = Column(String(20), nullable=False, default='pending')  # 'pending', 'running', 'completed', 'failed'
+    job_type = Column(
+        String(50), nullable=False
+    )  # 'enrollment', 'export', 'annotation', etc.
+    status = Column(
+        String(20), nullable=False, default="pending"
+    )  # 'pending', 'running', 'completed', 'failed'
     input_data = Column(Text)  # JSON string of input parameters
     output_data = Column(Text)  # JSON string of results
     progress = Column(Float, default=0.0)  # Progress percentage (0.0 to 100.0)
@@ -133,27 +181,33 @@ class ProcessingJob(Base):
     created_at = Column(DateTime, default=datetime.utcnow)
     started_at = Column(DateTime)
     completed_at = Column(DateTime)
-    
+
     def __repr__(self):
         return f"<ProcessingJob(id={self.id}, type='{self.job_type}', status='{self.status}')>"
 
+
 class ExportHistory(Base):
     """Export operation history."""
+
     __tablename__ = "export_history"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
     user_id = Column(Integer, ForeignKey("users.id"), nullable=False)
-    export_type = Column(String(50), nullable=False)  # 'single_speaker', 'bulk', 'annotations'
-    format_type = Column(String(20), nullable=False)  # 'concatenated', 'segments', 'metadata'
+    export_type = Column(
+        String(50), nullable=False
+    )  # 'single_speaker', 'bulk', 'annotations'
+    format_type = Column(
+        String(20), nullable=False
+    )  # 'concatenated', 'segments', 'metadata'
     file_path = Column(String(500))  # Path to generated export file
     file_size_bytes = Column(Integer)
     speaker_ids = Column(Text)  # JSON array of exported speaker IDs
     created_at = Column(DateTime, default=datetime.utcnow)
     downloaded_at = Column(DateTime)  # When the file was downloaded
     cleaned_up = Column(Boolean, default=False)  # Whether temp files were cleaned up
-    
+
     # Relationships
     user = relationship("User")
-    
+
     def __repr__(self):
-        return f"<ExportHistory(id={self.id}, type='{self.export_type}', user_id={self.user_id})>"
\ No newline at end of file
+        return f"<ExportHistory(id={self.id}, type='{self.export_type}', user_id={self.user_id})>"
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/database/queries.py b/extras/speaker-recognition/src/simple_speaker_recognition/database/queries.py
index 1ed3517d..17f0d1ac 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/database/queries.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/database/queries.py
@@ -1,13 +1,23 @@
 """Common database queries for speaker recognition system."""
 
-from typing import List, Optional, Dict, Any
+from typing import Any, Dict, List, Optional
+
+from sqlalchemy import and_, desc, func
 from sqlalchemy.orm import Session
-from sqlalchemy import func, desc, and_
-from .models import User, Speaker, EnrollmentSession, Annotation, ProcessingJob, ExportHistory
+
+from .models import (
+    Annotation,
+    EnrollmentSession,
+    ExportHistory,
+    ProcessingJob,
+    Speaker,
+    User,
+)
+
 
 class UserQueries:
     """User-related database queries."""
-    
+
     @staticmethod
     def get_or_create_user(db: Session, username: str) -> User:
         """Get existing user or create new one."""
@@ -18,45 +28,60 @@ def get_or_create_user(db: Session, username: str) -> User:
             db.commit()
             db.refresh(user)
         return user
-    
+
     @staticmethod
     def get_all_users(db: Session) -> List[User]:
         """Get all users with speaker counts."""
         return db.query(User).all()
-    
+
     @staticmethod
     def get_user_stats(db: Session, user_id: int) -> Dict[str, Any]:
         """Get user statistics."""
-        speaker_count = db.query(func.count(Speaker.id)).filter(Speaker.user_id == user_id).scalar()
-        annotation_count = db.query(func.count(Annotation.id)).filter(Annotation.user_id == user_id).scalar()
-        
-        return {
-            "speaker_count": speaker_count,
-            "annotation_count": annotation_count
-        }
+        speaker_count = (
+            db.query(func.count(Speaker.id)).filter(Speaker.user_id == user_id).scalar()
+        )
+        annotation_count = (
+            db.query(func.count(Annotation.id))
+            .filter(Annotation.user_id == user_id)
+            .scalar()
+        )
+
+        return {"speaker_count": speaker_count, "annotation_count": annotation_count}
+
 
 class SpeakerQueries:
     """Speaker-related database queries."""
-    
+
     @staticmethod
     def get_speakers_for_user(db: Session, user_id: int) -> List[Speaker]:
         """Get all speakers for a user."""
-        return db.query(Speaker).filter(Speaker.user_id == user_id).order_by(Speaker.name).all()
-    
+        return (
+            db.query(Speaker)
+            .filter(Speaker.user_id == user_id)
+            .order_by(Speaker.name)
+            .all()
+        )
+
     @staticmethod
     def get_speaker(db: Session, speaker_id: str) -> Optional[Speaker]:
         """Get speaker by ID."""
         return db.query(Speaker).filter(Speaker.id == speaker_id).first()
-    
+
     @staticmethod
-    def create_speaker(db: Session, speaker_id: str, name: str, user_id: int, notes: Optional[str] = None) -> Speaker:
+    def create_speaker(
+        db: Session,
+        speaker_id: str,
+        name: str,
+        user_id: int,
+        notes: Optional[str] = None,
+    ) -> Speaker:
         """Create new speaker."""
         speaker = Speaker(id=speaker_id, name=name, user_id=user_id, notes=notes)
         db.add(speaker)
         db.commit()
         db.refresh(speaker)
         return speaker
-    
+
     @staticmethod
     def delete_speaker(db: Session, speaker_id: str) -> bool:
         """Delete speaker and all related data."""
@@ -66,35 +91,40 @@ def delete_speaker(db: Session, speaker_id: str) -> bool:
             db.commit()
             return True
         return False
-    
+
     @staticmethod
     def get_speaker_quality_stats(db: Session, speaker_id: str) -> Dict[str, Any]:
         """Get quality statistics for a speaker."""
-        sessions = db.query(EnrollmentSession).filter(EnrollmentSession.speaker_id == speaker_id).all()
-        
+        sessions = (
+            db.query(EnrollmentSession)
+            .filter(EnrollmentSession.speaker_id == speaker_id)
+            .all()
+        )
+
         if not sessions:
             return {
-                "total_sessions": 0, 
-                "avg_quality": 0.0, 
+                "total_sessions": 0,
+                "avg_quality": 0.0,
                 "total_duration": 0.0,
                 "best_quality": 0.0,
-                "latest_session": None
+                "latest_session": None,
             }
-        
+
         total_duration = sum(s.speech_duration_seconds or 0 for s in sessions)
         avg_quality = sum(s.quality_score or 0 for s in sessions) / len(sessions)
-        
+
         return {
             "total_sessions": len(sessions),
             "avg_quality": avg_quality,
             "total_duration": total_duration,
             "best_quality": max(s.quality_score or 0 for s in sessions),
-            "latest_session": max(s.created_at for s in sessions)
+            "latest_session": max(s.created_at for s in sessions),
         }
 
+
 class EnrollmentQueries:
     """Enrollment session queries."""
-    
+
     @staticmethod
     def create_enrollment_session(
         db: Session,
@@ -104,7 +134,7 @@ def create_enrollment_session(
         speech_duration_seconds: float,
         quality_score: float,
         snr_db: float,
-        enrollment_method: str
+        enrollment_method: str,
     ) -> EnrollmentSession:
         """Create new enrollment session."""
         session = EnrollmentSession(
@@ -114,23 +144,29 @@ def create_enrollment_session(
             speech_duration_seconds=speech_duration_seconds,
             quality_score=quality_score,
             snr_db=snr_db,
-            enrollment_method=enrollment_method
+            enrollment_method=enrollment_method,
         )
         db.add(session)
         db.commit()
         db.refresh(session)
         return session
-    
+
     @staticmethod
-    def get_sessions_for_speaker(db: Session, speaker_id: str) -> List[EnrollmentSession]:
+    def get_sessions_for_speaker(
+        db: Session, speaker_id: str
+    ) -> List[EnrollmentSession]:
         """Get all enrollment sessions for a speaker."""
-        return db.query(EnrollmentSession).filter(
-            EnrollmentSession.speaker_id == speaker_id
-        ).order_by(desc(EnrollmentSession.created_at)).all()
+        return (
+            db.query(EnrollmentSession)
+            .filter(EnrollmentSession.speaker_id == speaker_id)
+            .order_by(desc(EnrollmentSession.created_at))
+            .all()
+        )
+
 
 class AnnotationQueries:
     """Annotation-related queries."""
-    
+
     @staticmethod
     def create_annotation(
         db: Session,
@@ -142,7 +178,7 @@ def create_annotation(
         speaker_label: Optional[str] = None,
         label: str = "UNCERTAIN",
         confidence: Optional[float] = None,
-        notes: Optional[str] = None
+        notes: Optional[str] = None,
     ) -> Annotation:
         """Create new annotation."""
         annotation = Annotation(
@@ -154,49 +190,74 @@ def create_annotation(
             speaker_label=speaker_label,
             label=label,
             confidence=confidence,
-            notes=notes
+            notes=notes,
         )
         db.add(annotation)
         db.commit()
         db.refresh(annotation)
         return annotation
-    
+
     @staticmethod
-    def get_annotations_for_audio(db: Session, audio_file_path: str, user_id: int) -> List[Annotation]:
+    def get_annotations_for_audio(
+        db: Session, audio_file_path: str, user_id: int
+    ) -> List[Annotation]:
         """Get all annotations for an audio file."""
-        return db.query(Annotation).filter(
-            and_(Annotation.audio_file_path == audio_file_path, Annotation.user_id == user_id)
-        ).order_by(Annotation.start_time).all()
-    
+        return (
+            db.query(Annotation)
+            .filter(
+                and_(
+                    Annotation.audio_file_path == audio_file_path,
+                    Annotation.user_id == user_id,
+                )
+            )
+            .order_by(Annotation.start_time)
+            .all()
+        )
+
     @staticmethod
     def get_annotations_for_speaker(db: Session, speaker_id: str) -> List[Annotation]:
         """Get all annotations for a speaker."""
         return db.query(Annotation).filter(Annotation.speaker_id == speaker_id).all()
-    
+
     @staticmethod
     def get_user_annotation_stats(db: Session, user_id: int) -> Dict[str, Any]:
         """Get annotation statistics for a user."""
-        total = db.query(func.count(Annotation.id)).filter(Annotation.user_id == user_id).scalar()
-        correct = db.query(func.count(Annotation.id)).filter(
-            and_(Annotation.user_id == user_id, Annotation.label == "CORRECT")
-        ).scalar()
-        incorrect = db.query(func.count(Annotation.id)).filter(
-            and_(Annotation.user_id == user_id, Annotation.label == "INCORRECT")
-        ).scalar()
-        uncertain = db.query(func.count(Annotation.id)).filter(
-            and_(Annotation.user_id == user_id, Annotation.label == "UNCERTAIN")
-        ).scalar()
-        
+        total = (
+            db.query(func.count(Annotation.id))
+            .filter(Annotation.user_id == user_id)
+            .scalar()
+        )
+        correct = (
+            db.query(func.count(Annotation.id))
+            .filter(and_(Annotation.user_id == user_id, Annotation.label == "CORRECT"))
+            .scalar()
+        )
+        incorrect = (
+            db.query(func.count(Annotation.id))
+            .filter(
+                and_(Annotation.user_id == user_id, Annotation.label == "INCORRECT")
+            )
+            .scalar()
+        )
+        uncertain = (
+            db.query(func.count(Annotation.id))
+            .filter(
+                and_(Annotation.user_id == user_id, Annotation.label == "UNCERTAIN")
+            )
+            .scalar()
+        )
+
         return {
             "total": total,
             "correct": correct,
             "incorrect": incorrect,
-            "uncertain": uncertain
+            "uncertain": uncertain,
         }
 
+
 class JobQueries:
     """Processing job queries."""
-    
+
     @staticmethod
     def create_job(db: Session, job_type: str, input_data: str) -> ProcessingJob:
         """Create new processing job."""
@@ -205,9 +266,11 @@ def create_job(db: Session, job_type: str, input_data: str) -> ProcessingJob:
         db.commit()
         db.refresh(job)
         return job
-    
+
     @staticmethod
-    def update_job_progress(db: Session, job_id: int, progress: float, status: str = None) -> bool:
+    def update_job_progress(
+        db: Session, job_id: int, progress: float, status: str = None
+    ) -> bool:
         """Update job progress."""
         job = db.query(ProcessingJob).filter(ProcessingJob.id == job_id).first()
         if job:
@@ -217,9 +280,11 @@ def update_job_progress(db: Session, job_id: int, progress: float, status: str =
             db.commit()
             return True
         return False
-    
+
     @staticmethod
-    def complete_job(db: Session, job_id: int, output_data: str = None, error_message: str = None) -> bool:
+    def complete_job(
+        db: Session, job_id: int, output_data: str = None, error_message: str = None
+    ) -> bool:
         """Mark job as completed or failed."""
         job = db.query(ProcessingJob).filter(ProcessingJob.id == job_id).first()
         if job:
@@ -234,9 +299,10 @@ def complete_job(db: Session, job_id: int, output_data: str = None, error_messag
             return True
         return False
 
+
 class ExportQueries:
     """Export history queries."""
-    
+
     @staticmethod
     def create_export_record(
         db: Session,
@@ -245,7 +311,7 @@ def create_export_record(
         format_type: str,
         file_path: str,
         file_size_bytes: int,
-        speaker_ids: str
+        speaker_ids: str,
     ) -> ExportHistory:
         """Create export history record."""
         export = ExportHistory(
@@ -254,16 +320,19 @@ def create_export_record(
             format_type=format_type,
             file_path=file_path,
             file_size_bytes=file_size_bytes,
-            speaker_ids=speaker_ids
+            speaker_ids=speaker_ids,
         )
         db.add(export)
         db.commit()
         db.refresh(export)
         return export
-    
+
     @staticmethod
     def get_user_exports(db: Session, user_id: int) -> List[ExportHistory]:
         """Get export history for a user."""
-        return db.query(ExportHistory).filter(
-            ExportHistory.user_id == user_id
-        ).order_by(desc(ExportHistory.created_at)).all()
\ No newline at end of file
+        return (
+            db.query(ExportHistory)
+            .filter(ExportHistory.user_id == user_id)
+            .order_by(desc(ExportHistory.created_at))
+            .all()
+        )
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/__init__.py
index 95404f4a..121e7951 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/__init__.py
@@ -1 +1 @@
-"""Utility functions for speaker recognition system."""
\ No newline at end of file
+"""Utility functions for speaker recognition system."""
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/analysis.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/analysis.py
index 051ec431..9276fe12 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/analysis.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/analysis.py
@@ -1,17 +1,19 @@
 """Speaker embedding analysis utilities for clustering and visualization."""
 
-import logging
 import json
-from typing import Dict, List, Tuple, Optional, Any
+import logging
+from typing import Any, Dict, List, Optional, Tuple
+
 import numpy as np
-from sklearn.manifold import TSNE
 from sklearn.cluster import DBSCAN, KMeans
+from sklearn.manifold import TSNE
 from sklearn.metrics import silhouette_score
-from sklearn.preprocessing import StandardScaler
 from sklearn.metrics.pairwise import cosine_similarity
+from sklearn.preprocessing import StandardScaler
 
 try:
     import umap.umap_ as umap
+
     UMAP_AVAILABLE = True
 except ImportError:
     UMAP_AVAILABLE = False
@@ -23,56 +25,59 @@ def reduce_dimensionality(
     embeddings: np.ndarray,
     method: str = "umap",
     n_components: int = 2,
-    random_state: int = 42
+    random_state: int = 42,
 ) -> np.ndarray:
     """Reduce dimensionality of embeddings for visualization.
-    
+
     Args:
         embeddings: Array of shape (n_speakers, embedding_dim)
         method: "umap", "tsne", or "pca"
         n_components: Number of dimensions to reduce to (2 or 3)
         random_state: Random seed for reproducibility
-    
+
     Returns:
         Reduced embeddings of shape (n_speakers, n_components)
     """
     if len(embeddings) < 2:
         log.warning("Not enough embeddings for dimensionality reduction")
         return np.zeros((len(embeddings), n_components))
-    
+
     # Normalize embeddings
     embeddings_norm = embeddings / np.linalg.norm(embeddings, axis=1, keepdims=True)
-    
+
     try:
         if method == "umap" and UMAP_AVAILABLE:
             reducer = umap.UMAP(
                 n_components=n_components,
                 random_state=random_state,
                 n_neighbors=min(15, len(embeddings) - 1),
-                min_dist=0.1
+                min_dist=0.1,
             )
             reduced = reducer.fit_transform(embeddings_norm)
         elif method == "tsne":
             # t-SNE works better with pre-scaling
             scaler = StandardScaler()
             embeddings_scaled = scaler.fit_transform(embeddings_norm)
-            
+
             reducer = TSNE(
                 n_components=n_components,
                 random_state=random_state,
                 perplexity=min(30, len(embeddings) - 1),
-                n_iter=1000
+                n_iter=1000,
             )
             reduced = reducer.fit_transform(embeddings_scaled)
         else:
             # Fallback to PCA
             from sklearn.decomposition import PCA
+
             reducer = PCA(n_components=n_components, random_state=random_state)
             reduced = reducer.fit_transform(embeddings_norm)
-            
-        log.info(f"Reduced {len(embeddings)} embeddings using {method} from {embeddings.shape[1]}D to {n_components}D")
+
+        log.info(
+            f"Reduced {len(embeddings)} embeddings using {method} from {embeddings.shape[1]}D to {n_components}D"
+        )
         return reduced
-        
+
     except Exception as e:
         log.error(f"Error in dimensionality reduction with {method}: {e}")
         # Return zero array as fallback
@@ -80,59 +85,57 @@ def reduce_dimensionality(
 
 
 def cluster_speakers(
-    embeddings: np.ndarray,
-    method: str = "dbscan",
-    **kwargs
+    embeddings: np.ndarray, method: str = "dbscan", **kwargs
 ) -> Tuple[np.ndarray, Dict[str, Any]]:
     """Cluster speaker embeddings.
-    
+
     Args:
         embeddings: Array of shape (n_speakers, embedding_dim)
         method: "dbscan" or "kmeans"
         **kwargs: Additional parameters for clustering algorithms
-    
+
     Returns:
         Tuple of (cluster_labels, cluster_info)
     """
     if len(embeddings) < 2:
         log.warning("Not enough embeddings for clustering")
         return np.zeros(len(embeddings), dtype=int), {"n_clusters": 0, "method": method}
-    
+
     # Normalize embeddings
     embeddings_norm = embeddings / np.linalg.norm(embeddings, axis=1, keepdims=True)
-    
+
     try:
         if method == "dbscan":
             eps = kwargs.get("eps", 0.3)
             min_samples = kwargs.get("min_samples", 2)
-            
-            clusterer = DBSCAN(eps=eps, min_samples=min_samples, metric='cosine')
+
+            clusterer = DBSCAN(eps=eps, min_samples=min_samples, metric="cosine")
             labels = clusterer.fit_predict(embeddings_norm)
-            
+
             n_clusters = len(set(labels)) - (1 if -1 in labels else 0)
             n_noise = list(labels).count(-1)
-            
+
             cluster_info = {
                 "method": "dbscan",
                 "n_clusters": n_clusters,
                 "n_noise": n_noise,
                 "eps": eps,
-                "min_samples": min_samples
+                "min_samples": min_samples,
             }
-            
+
         else:  # kmeans
             n_clusters = kwargs.get("n_clusters", min(8, len(embeddings)))
             n_clusters = max(1, min(n_clusters, len(embeddings)))
-            
+
             clusterer = KMeans(n_clusters=n_clusters, random_state=42, n_init=10)
             labels = clusterer.fit_predict(embeddings_norm)
-            
+
             cluster_info = {
                 "method": "kmeans",
                 "n_clusters": n_clusters,
-                "inertia": float(clusterer.inertia_)
+                "inertia": float(clusterer.inertia_),
             }
-        
+
         # Calculate silhouette score if we have clusters
         if len(set(labels)) > 1 and len(embeddings) > 1:
             try:
@@ -143,95 +146,105 @@ def cluster_speakers(
                 cluster_info["silhouette_score"] = None
         else:
             cluster_info["silhouette_score"] = None
-            
-        log.info(f"Clustered {len(embeddings)} embeddings using {method}: {cluster_info}")
+
+        log.info(
+            f"Clustered {len(embeddings)} embeddings using {method}: {cluster_info}"
+        )
         return labels, cluster_info
-        
+
     except Exception as e:
         log.error(f"Error in clustering with {method}: {e}")
-        return np.zeros(len(embeddings), dtype=int), {"n_clusters": 0, "method": method, "error": str(e)}
+        return np.zeros(len(embeddings), dtype=int), {
+            "n_clusters": 0,
+            "method": method,
+            "error": str(e),
+        }
 
 
 def find_similar_speakers(
-    embeddings: np.ndarray,
-    speaker_names: List[str],
-    threshold: float = 0.8
+    embeddings: np.ndarray, speaker_names: List[str], threshold: float = 0.8
 ) -> List[Dict[str, Any]]:
     """Find pairs of similar speakers based on embedding similarity.
-    
+
     Args:
         embeddings: Array of shape (n_speakers, embedding_dim)
         speaker_names: List of speaker names
         threshold: Cosine similarity threshold for considering speakers similar
-    
+
     Returns:
         List of similar speaker pairs with similarity scores
     """
     if len(embeddings) < 2:
         return []
-    
+
     # Normalize embeddings
     embeddings_norm = embeddings / np.linalg.norm(embeddings, axis=1, keepdims=True)
-    
+
     # Calculate cosine similarity matrix
     similarity_matrix = cosine_similarity(embeddings_norm)
-    
+
     similar_pairs = []
-    
+
     # Find pairs above threshold (excluding self-similarity)
     for i in range(len(embeddings)):
         for j in range(i + 1, len(embeddings)):
             similarity = similarity_matrix[i, j]
-            
+
             if similarity >= threshold:
-                similar_pairs.append({
-                    "speaker1": speaker_names[i],
-                    "speaker2": speaker_names[j],
-                    "similarity": float(similarity),
-                    "speaker1_idx": i,
-                    "speaker2_idx": j
-                })
-    
+                similar_pairs.append(
+                    {
+                        "speaker1": speaker_names[i],
+                        "speaker2": speaker_names[j],
+                        "similarity": float(similarity),
+                        "speaker1_idx": i,
+                        "speaker2_idx": j,
+                    }
+                )
+
     # Sort by similarity descending
     similar_pairs.sort(key=lambda x: x["similarity"], reverse=True)
-    
-    log.info(f"Found {len(similar_pairs)} similar speaker pairs above threshold {threshold}")
+
+    log.info(
+        f"Found {len(similar_pairs)} similar speaker pairs above threshold {threshold}"
+    )
     return similar_pairs
 
 
 def analyze_embedding_quality(embeddings: np.ndarray) -> Dict[str, Any]:
     """Analyze the quality and distribution of embeddings.
-    
+
     Args:
         embeddings: Array of shape (n_speakers, embedding_dim)
-    
+
     Returns:
         Dictionary with quality metrics
     """
     if len(embeddings) == 0:
         return {"error": "No embeddings provided"}
-    
+
     try:
         # Basic statistics
         mean_norm = np.mean(np.linalg.norm(embeddings, axis=1))
         std_norm = np.std(np.linalg.norm(embeddings, axis=1))
-        
+
         # Pairwise distances
         if len(embeddings) > 1:
-            embeddings_norm = embeddings / np.linalg.norm(embeddings, axis=1, keepdims=True)
+            embeddings_norm = embeddings / np.linalg.norm(
+                embeddings, axis=1, keepdims=True
+            )
             similarity_matrix = cosine_similarity(embeddings_norm)
-            
+
             # Get upper triangle (excluding diagonal)
             upper_tri_mask = np.triu(np.ones_like(similarity_matrix, dtype=bool), k=1)
             similarities = similarity_matrix[upper_tri_mask]
-            
+
             mean_similarity = np.mean(similarities)
             std_similarity = np.std(similarities)
             min_similarity = np.min(similarities)
             max_similarity = np.max(similarities)
         else:
             mean_similarity = std_similarity = min_similarity = max_similarity = 0.0
-        
+
         quality_metrics = {
             "n_speakers": len(embeddings),
             "embedding_dim": embeddings.shape[1],
@@ -241,12 +254,14 @@ def analyze_embedding_quality(embeddings: np.ndarray) -> Dict[str, Any]:
             "std_similarity": float(std_similarity),
             "min_similarity": float(min_similarity),
             "max_similarity": float(max_similarity),
-            "separation_quality": float(1.0 - mean_similarity) if len(embeddings) > 1 else 1.0
+            "separation_quality": (
+                float(1.0 - mean_similarity) if len(embeddings) > 1 else 1.0
+            ),
         }
-        
+
         log.info(f"Analyzed embedding quality for {len(embeddings)} speakers")
         return quality_metrics
-        
+
     except Exception as e:
         log.error(f"Error analyzing embedding quality: {e}")
         return {"error": str(e)}
@@ -257,30 +272,32 @@ def create_speaker_analysis(
     method: str = "umap",
     cluster_method: str = "dbscan",
     similarity_threshold: float = 0.8,
-    speaker_names: Optional[Dict[str, str]] = None
+    speaker_names: Optional[Dict[str, str]] = None,
 ) -> Dict[str, Any]:
     """Create comprehensive analysis of speaker embeddings.
-    
+
     Args:
         embeddings_dict: Dictionary mapping speaker_id -> embedding
         method: Dimensionality reduction method
         cluster_method: Clustering method
         similarity_threshold: Threshold for finding similar speakers
         speaker_names: Optional dictionary mapping speaker_id -> speaker_name
-    
+
     Returns:
         Complete analysis results
     """
     if not embeddings_dict:
         return {"error": "No embeddings provided"}
-    
+
     try:
         # Extract embeddings and metadata
         speaker_ids = list(embeddings_dict.keys())
         embeddings = np.array(list(embeddings_dict.values()))
-        
-        log.info(f"Analyzing {len(speaker_ids)} speakers with {embeddings.shape[1]}D embeddings")
-        
+
+        log.info(
+            f"Analyzing {len(speaker_ids)} speakers with {embeddings.shape[1]}D embeddings"
+        )
+
         # Handle single embedding case specially
         if len(embeddings) == 1:
             log.info("Single embedding detected - using simplified analysis")
@@ -291,35 +308,37 @@ def create_speaker_analysis(
                     "embeddings_2d": [[0.0, 0.0]],  # Center point
                     "embeddings_3d": [[0.0, 0.0, 0.0]],  # Center point
                     "cluster_labels": [0],  # Single cluster
-                    "colors": ["hsl(180, 70%, 50%)"]  # Single color
+                    "colors": ["hsl(180, 70%, 50%)"],  # Single color
                 },
                 "clustering": {
                     "method": cluster_method,
                     "n_clusters": 1,
                     "silhouette_score": None,
-                    "n_noise": 0
+                    "n_noise": 0,
                 },
                 "similar_speakers": [],  # No pairs with single speaker
                 "quality_metrics": {
                     "n_speakers": 1,
                     "mean_similarity": None,
                     "std_similarity": None,
-                    "separation_quality": None
+                    "separation_quality": None,
                 },
                 "parameters": {
                     "reduction_method": method,
                     "cluster_method": cluster_method,
-                    "similarity_threshold": similarity_threshold
-                }
+                    "similarity_threshold": similarity_threshold,
+                },
             }
-        
+
         # Dimensionality reduction for visualization
         reduced_2d = reduce_dimensionality(embeddings, method=method, n_components=2)
         reduced_3d = reduce_dimensionality(embeddings, method=method, n_components=3)
-        
+
         # Clustering
-        cluster_labels, cluster_info = cluster_speakers(embeddings, method=cluster_method)
-        
+        cluster_labels, cluster_info = cluster_speakers(
+            embeddings, method=cluster_method
+        )
+
         # Similar speakers - use names if available
         speaker_display_names = []
         for spk_id in speaker_ids:
@@ -327,21 +346,25 @@ def create_speaker_analysis(
                 speaker_display_names.append(speaker_names[spk_id])
             else:
                 speaker_display_names.append(spk_id)
-        
-        similar_pairs = find_similar_speakers(embeddings, speaker_display_names, similarity_threshold)
-        
+
+        similar_pairs = find_similar_speakers(
+            embeddings, speaker_display_names, similarity_threshold
+        )
+
         # Quality analysis
         quality_metrics = analyze_embedding_quality(embeddings)
-        
+
         # Prepare visualization data
         visualization_data = {
             "speakers": speaker_ids,
             "embeddings_2d": reduced_2d.tolist(),
             "embeddings_3d": reduced_3d.tolist(),
             "cluster_labels": cluster_labels.tolist(),
-            "colors": [f"hsl({(hash(spk_id) % 360)}, 70%, 50%)" for spk_id in speaker_ids]
+            "colors": [
+                f"hsl({(hash(spk_id) % 360)}, 70%, 50%)" for spk_id in speaker_ids
+            ],
         }
-        
+
         analysis_result = {
             "visualization": visualization_data,
             "clustering": cluster_info,
@@ -350,17 +373,14 @@ def create_speaker_analysis(
             "parameters": {
                 "reduction_method": method,
                 "cluster_method": cluster_method,
-                "similarity_threshold": similarity_threshold
+                "similarity_threshold": similarity_threshold,
             },
-            "status": "success"
+            "status": "success",
         }
-        
+
         log.info("Speaker analysis completed successfully")
         return analysis_result
-        
+
     except Exception as e:
         log.error(f"Error in speaker analysis: {e}")
-        return {
-            "error": str(e),
-            "status": "failed"
-        }
\ No newline at end of file
+        return {"error": str(e), "status": "failed"}
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_processing.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_processing.py
index 90609e7e..e8ade6b0 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_processing.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_processing.py
@@ -1,21 +1,23 @@
 """Audio processing utilities for speaker recognition system."""
 
-import numpy as np
+import io
+import tempfile
+from pathlib import Path
+from typing import Any, Dict, Optional, Tuple
+
 import librosa
+import numpy as np
 import soundfile as sf
-from pathlib import Path
-from typing import Tuple, Optional, Dict, Any
-import tempfile
-import io
+
 
 def load_audio(file_path: str, sr: int = 16000) -> Tuple[np.ndarray, int]:
     """
     Load audio file and return audio data and sample rate.
-    
+
     Args:
         file_path: Path to audio file
         sr: Target sample rate (default: 16000 for speech)
-    
+
     Returns:
         Tuple of (audio_data, sample_rate)
     """
@@ -25,16 +27,19 @@ def load_audio(file_path: str, sr: int = 16000) -> Tuple[np.ndarray, int]:
     except Exception as e:
         raise ValueError(f"Could not load audio file {file_path}: {str(e)}")
 
-def load_audio_segment(file_path: str, start_time: float, end_time: float, sr: int = 16000) -> Tuple[np.ndarray, int]:
+
+def load_audio_segment(
+    file_path: str, start_time: float, end_time: float, sr: int = 16000
+) -> Tuple[np.ndarray, int]:
     """
     Load a specific segment of an audio file.
-    
+
     Args:
         file_path: Path to audio file
         start_time: Start time in seconds
         end_time: End time in seconds
         sr: Target sample rate
-    
+
     Returns:
         Tuple of (audio_segment, sample_rate)
     """
@@ -44,19 +49,20 @@ def load_audio_segment(file_path: str, start_time: float, end_time: float, sr: i
             sr=sr,
             mono=True,
             offset=start_time,
-            duration=end_time - start_time
+            duration=end_time - start_time,
         )
         return audio, sample_rate
     except Exception as e:
         raise ValueError(f"Could not load audio segment: {str(e)}")
 
+
 def get_audio_info(file_path: str) -> Dict[str, Any]:
     """
     Get basic information about an audio file.
-    
+
     Args:
         file_path: Path to audio file
-    
+
     Returns:
         Dictionary with audio metadata
     """
@@ -69,7 +75,7 @@ def get_audio_info(file_path: str) -> Dict[str, Any]:
                 "channels": f.channels,
                 "frames": len(f),
                 "format": f.format,
-                "subtype": f.subtype
+                "subtype": f.subtype,
             }
     except Exception as e:
         # Fallback using librosa
@@ -81,52 +87,60 @@ def get_audio_info(file_path: str) -> Dict[str, Any]:
                 "channels": 1,  # librosa loads as mono by default
                 "frames": len(audio),
                 "format": "Unknown",
-                "subtype": "Unknown"
+                "subtype": "Unknown",
             }
         except Exception as e2:
             raise ValueError(f"Could not get audio info: {str(e2)}")
 
-def calculate_snr(audio: np.ndarray, frame_length: int = 2048, hop_length: int = 512) -> float:
+
+def calculate_snr(
+    audio: np.ndarray, frame_length: int = 2048, hop_length: int = 512
+) -> float:
     """
     Calculate Signal-to-Noise Ratio of audio.
-    
+
     Args:
         audio: Audio signal array
         frame_length: Frame length for analysis
         hop_length: Hop length for analysis
-    
+
     Returns:
         SNR in decibels
     """
     try:
         # Calculate RMS energy
-        rms = librosa.feature.rms(y=audio, frame_length=frame_length, hop_length=hop_length)[0]
-        
+        rms = librosa.feature.rms(
+            y=audio, frame_length=frame_length, hop_length=hop_length
+        )[0]
+
         # Estimate noise floor (bottom 10th percentile)
         noise_floor = np.percentile(rms, 10)
-        
+
         # Estimate signal level (top 90th percentile)
         signal_level = np.percentile(rms, 90)
-        
+
         # Calculate SNR in dB
         if noise_floor > 0:
             snr_db = 20 * np.log10(signal_level / noise_floor)
         else:
             snr_db = 60.0  # Very high SNR if no noise detected
-        
+
         return float(snr_db)
     except Exception:
         return 0.0
 
-def detect_speech_segments(audio: np.ndarray, sr: int, min_duration: float = 0.5) -> list:
+
+def detect_speech_segments(
+    audio: np.ndarray, sr: int, min_duration: float = 0.5
+) -> list:
     """
     Detect speech segments in audio using voice activity detection.
-    
+
     Args:
         audio: Audio signal array
         sr: Sample rate
         min_duration: Minimum segment duration in seconds
-    
+
     Returns:
         List of (start_time, end_time) tuples in seconds
     """
@@ -134,21 +148,25 @@ def detect_speech_segments(audio: np.ndarray, sr: int, min_duration: float = 0.5
         # Use librosa's onset detection as a proxy for speech activity
         hop_length = 512
         frame_length = 2048
-        
+
         # Calculate spectral centroid and RMS for VAD
-        rms = librosa.feature.rms(y=audio, frame_length=frame_length, hop_length=hop_length)[0]
-        
+        rms = librosa.feature.rms(
+            y=audio, frame_length=frame_length, hop_length=hop_length
+        )[0]
+
         # Threshold-based VAD (simple approach)
         threshold = np.percentile(rms, 30)  # Bottom 30% considered silence
         speech_frames = rms > threshold
-        
+
         # Convert frame indices to time
-        times = librosa.frames_to_time(np.arange(len(speech_frames)), sr=sr, hop_length=hop_length)
-        
+        times = librosa.frames_to_time(
+            np.arange(len(speech_frames)), sr=sr, hop_length=hop_length
+        )
+
         # Find continuous speech segments
         segments = []
         start_time = None
-        
+
         for i, is_speech in enumerate(speech_frames):
             if is_speech and start_time is None:
                 start_time = times[i]
@@ -157,23 +175,25 @@ def detect_speech_segments(audio: np.ndarray, sr: int, min_duration: float = 0.5
                 if end_time - start_time >= min_duration:
                     segments.append((start_time, end_time))
                 start_time = None
-        
+
         # Handle case where speech continues to end of audio
         if start_time is not None:
             end_time = times[-1]
             if end_time - start_time >= min_duration:
                 segments.append((start_time, end_time))
-        
+
         return segments
     except Exception:
         # Fallback: return entire audio as one segment
         return [(0.0, len(audio) / sr)]
 
 
-def save_audio_segment(audio: np.ndarray, sr: int, output_path: str, format: str = "WAV"):
+def save_audio_segment(
+    audio: np.ndarray, sr: int, output_path: str, format: str = "WAV"
+):
     """
     Save audio segment to file.
-    
+
     Args:
         audio: Audio signal array (converted to int16)
         sr: Sample rate
@@ -187,46 +207,48 @@ def save_audio_segment(audio: np.ndarray, sr: int, output_path: str, format: str
                 audio = (np.clip(audio, -1.0, 1.0) * 32767).astype(np.int16)
             else:
                 audio = audio.astype(np.int16)
-        
-        sf.write(output_path, audio, sr, format=format, subtype='PCM_16')
+
+        sf.write(output_path, audio, sr, format=format, subtype="PCM_16")
     except Exception as e:
         raise ValueError(f"Could not save audio to {output_path}: {str(e)}")
 
+
 def create_temp_audio_file(audio: np.ndarray, sr: int, suffix: str = ".wav") -> str:
     """
     Create a temporary audio file from audio data.
-    
+
     Args:
         audio: Audio signal array (converted to int16)
         sr: Sample rate
         suffix: File extension
-    
+
     Returns:
         Path to temporary file
     """
     temp_file = tempfile.NamedTemporaryFile(delete=False, suffix=suffix)
     temp_path = temp_file.name
     temp_file.close()
-    
+
     # Ensure int16 format for consistent file output
     if audio.dtype != np.int16:
         if audio.dtype in [np.float32, np.float64]:
             audio = (np.clip(audio, -1.0, 1.0) * 32767).astype(np.int16)
         else:
             audio = audio.astype(np.int16)
-    
-    sf.write(temp_path, audio, sr, subtype='PCM_16')
+
+    sf.write(temp_path, audio, sr, subtype="PCM_16")
     return temp_path
 
+
 def audio_to_bytes(audio: np.ndarray, sr: int, format: str = "WAV") -> bytes:
     """
     Convert audio array to bytes for streaming/download.
-    
+
     Args:
         audio: Audio signal array (should be int16 format)
         sr: Sample rate
         format: Audio format
-    
+
     Returns:
         Audio data as bytes
     """
@@ -237,20 +259,21 @@ def audio_to_bytes(audio: np.ndarray, sr: int, format: str = "WAV") -> bytes:
             audio = (np.clip(audio, -1.0, 1.0) * 32767).astype(np.int16)
         else:
             audio = audio.astype(np.int16)
-    
+
     buffer = io.BytesIO()
-    sf.write(buffer, audio, sr, format=format, subtype='PCM_16')
+    sf.write(buffer, audio, sr, format=format, subtype="PCM_16")
     buffer.seek(0)
     return buffer.read()
 
+
 def normalize_audio(audio: np.ndarray, target_level: float = 0.5) -> np.ndarray:
     """
     Normalize audio to target level.
-    
+
     Args:
         audio: Audio signal array
         target_level: Target RMS level (0-1)
-    
+
     Returns:
         Normalized audio array
     """
@@ -264,46 +287,53 @@ def normalize_audio(audio: np.ndarray, target_level: float = 0.5) -> np.ndarray:
     except Exception:
         return audio
 
-def concatenate_audio_segments(segments: list, sr: int, crossfade_ms: int = 50) -> np.ndarray:
+
+def concatenate_audio_segments(
+    segments: list, sr: int, crossfade_ms: int = 50
+) -> np.ndarray:
     """
     Concatenate multiple audio segments with optional crossfading.
-    
+
     Args:
         segments: List of audio arrays
         sr: Sample rate
         crossfade_ms: Crossfade duration in milliseconds
-    
+
     Returns:
         Concatenated audio array
     """
     if not segments:
         return np.array([])
-    
+
     if len(segments) == 1:
         return segments[0]
-    
+
     try:
         crossfade_samples = int(crossfade_ms * sr / 1000)
         result = segments[0].copy()
-        
+
         for segment in segments[1:]:
-            if crossfade_samples > 0 and len(result) >= crossfade_samples and len(segment) >= crossfade_samples:
+            if (
+                crossfade_samples > 0
+                and len(result) >= crossfade_samples
+                and len(segment) >= crossfade_samples
+            ):
                 # Apply crossfade
                 fade_out = np.linspace(1, 0, crossfade_samples)
                 fade_in = np.linspace(0, 1, crossfade_samples)
-                
+
                 result[-crossfade_samples:] *= fade_out
                 segment_copy = segment.copy()
                 segment_copy[:crossfade_samples] *= fade_in
-                
+
                 # Overlap and add
                 result[-crossfade_samples:] += segment_copy[:crossfade_samples]
                 result = np.concatenate([result, segment_copy[crossfade_samples:]])
             else:
                 # Simple concatenation
                 result = np.concatenate([result, segment])
-        
+
         return result
     except Exception:
         # Fallback: simple concatenation
-        return np.concatenate(segments)
\ No newline at end of file
+        return np.concatenate(segments)
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_segment_manager.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_segment_manager.py
index 437a5c3a..4f8c1aab 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_segment_manager.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_segment_manager.py
@@ -1,65 +1,66 @@
 """Audio segment storage and management for speakers."""
 
-import os
 import json
+import logging
+import os
 import shutil
+from datetime import datetime
 from pathlib import Path
-from typing import Dict, List, Optional, Any
+from typing import Any, Dict, List, Optional
+
 import numpy as np
 import soundfile as sf
-import logging
-from datetime import datetime
 
 logger = logging.getLogger(__name__)
 
 
 class AudioSegmentManager:
     """Manages audio segment storage for speakers."""
-    
+
     def __init__(self, base_path: str = "data/audio_segments"):
         self.base_path = Path(base_path)
         self.base_path.mkdir(parents=True, exist_ok=True)
-    
+
     def _get_user_path(self, user_id: int) -> Path:
         """Get path for user's audio segments."""
         user_path = self.base_path / str(user_id)
         user_path.mkdir(parents=True, exist_ok=True)
         return user_path
-    
+
     def _get_speaker_path(self, user_id: int, speaker_id: str) -> Path:
         """Get path for speaker's audio segments."""
         speaker_path = self._get_user_path(user_id) / speaker_id
         speaker_path.mkdir(parents=True, exist_ok=True)
         return speaker_path
-    
+
     def _get_manifest_path(self, user_id: int, speaker_id: str) -> Path:
         """Get path to speaker's manifest file."""
         return self._get_speaker_path(user_id, speaker_id) / "manifest.json"
-    
+
     def _load_manifest(self, user_id: int, speaker_id: str) -> Dict[str, Any]:
         """Load speaker's manifest file."""
         manifest_path = self._get_manifest_path(user_id, speaker_id)
-        
+
         if manifest_path.exists():
             try:
-                with open(manifest_path, 'r') as f:
+                with open(manifest_path, "r") as f:
                     return json.load(f)
             except Exception as e:
                 logger.error(f"Error loading manifest: {e}")
                 return self._create_empty_manifest(speaker_id)
         else:
             return self._create_empty_manifest(speaker_id)
-    
+
     def _save_manifest(self, user_id: int, speaker_id: str, manifest: Dict[str, Any]):
         """Save speaker's manifest file."""
         manifest_path = self._get_manifest_path(user_id, speaker_id)
-        
+
         # Update timestamp
-        manifest['updated_at'] = datetime.utcnow().isoformat()
-        
-        with open(manifest_path, 'w') as f:
+        manifest["updated_at"] = datetime.utcnow().isoformat()
+
+        with open(manifest_path, "w") as f:
             json.dump(manifest, f, indent=2)
-    
+
     def _create_empty_manifest(self, speaker_id: str) -> Dict[str, Any]:
         """Create empty manifest structure."""
         return {
@@ -68,52 +69,54 @@ def _create_empty_manifest(self, speaker_id: str) -> Dict[str, Any]:
             "updated_at": datetime.utcnow().isoformat(),
             "segments": [],
             "total_segments": 0,
-            "total_duration": 0.0
+            "total_duration": 0.0,
         }
-    
+
     def _get_next_segment_id(self, manifest: Dict[str, Any]) -> str:
         """Get next available segment ID."""
-        if not manifest['segments']:
+        if not manifest["segments"]:
             return "001"
-        
+
         # Find highest segment ID
-        max_id = max(int(seg['segment_id']) for seg in manifest['segments'])
+        max_id = max(int(seg["segment_id"]) for seg in manifest["segments"])
         return f"{max_id + 1:03d}"
-    
-    def save_speaker_segment(self, 
-                           user_id: int,
-                           speaker_id: str, 
-                           audio_data: np.ndarray, 
-                           sample_rate: int,
-                           metadata: Dict[str, Any]) -> str:
+
+    def save_speaker_segment(
+        self,
+        user_id: int,
+        speaker_id: str,
+        audio_data: np.ndarray,
+        sample_rate: int,
+        metadata: Dict[str, Any],
+    ) -> str:
         """Save audio segment for speaker.
-        
+
         Args:
             user_id: User ID
             speaker_id: Speaker ID
             audio_data: Audio numpy array
             sample_rate: Sample rate
             metadata: Segment metadata (original_file, start_time, end_time, quality_score, etc.)
-            
+
         Returns:
             Path to saved segment file
         """
         # Load manifest
         manifest = self._load_manifest(user_id, speaker_id)
-        
+
         # Get next segment ID
         segment_id = self._get_next_segment_id(manifest)
-        
+
         # Save audio file
         speaker_path = self._get_speaker_path(user_id, speaker_id)
         segment_filename = f"segment_{segment_id}.wav"
         segment_path = speaker_path / segment_filename
-        
+
         sf.write(str(segment_path), audio_data, sample_rate)
-        
+
         # Calculate duration
         duration = len(audio_data) / sample_rate
-        
+
         # Create segment entry
         segment_entry = {
             "segment_id": segment_id,
@@ -124,195 +127,209 @@ def save_speaker_segment(self,
             "duration": duration,
             "quality_score": metadata.get("quality_score", 0.0),
             "sample_rate": sample_rate,
-            "created_at": datetime.utcnow().isoformat()
+            "created_at": datetime.utcnow().isoformat(),
         }
-        
+
         # Add optional fields
         if "embedding" in metadata:
             segment_entry["embedding"] = metadata["embedding"]
         if "transcription" in metadata:
             segment_entry["transcription"] = metadata["transcription"]
-        
+
         # Update manifest
-        manifest['segments'].append(segment_entry)
-        manifest['total_segments'] += 1
-        manifest['total_duration'] += duration
-        
+        manifest["segments"].append(segment_entry)
+        manifest["total_segments"] += 1
+        manifest["total_duration"] += duration
+
         # Save manifest
         self._save_manifest(user_id, speaker_id, manifest)
-        
+
         logger.info(f"Saved segment {segment_id} for speaker {speaker_id}")
-        
+
         return str(segment_path)
-    
+
     def load_speaker_segments(self, user_id: int, speaker_id: str) -> Dict[str, Any]:
         """Load all segments for a speaker.
-        
+
         Returns:
             Dict containing manifest data and segment info
         """
         manifest = self._load_manifest(user_id, speaker_id)
         return manifest
-    
-    def load_segment_audio(self, user_id: int, speaker_id: str, segment_id: str) -> tuple[np.ndarray, int]:
+
+    def load_segment_audio(
+        self, user_id: int, speaker_id: str, segment_id: str
+    ) -> tuple[np.ndarray, int]:
         """Load audio data for a specific segment.
-        
+
         Returns:
             Tuple of (audio_data, sample_rate)
         """
         speaker_path = self._get_speaker_path(user_id, speaker_id)
         segment_path = speaker_path / f"segment_{segment_id}.wav"
-        
+
         if not segment_path.exists():
-            raise FileNotFoundError(f"Segment {segment_id} not found for speaker {speaker_id}")
-        
+            raise FileNotFoundError(
+                f"Segment {segment_id} not found for speaker {speaker_id}"
+            )
+
         audio_data, sample_rate = sf.read(str(segment_path))
         return audio_data, sample_rate
-    
-    def update_segment_embedding(self, 
-                               user_id: int,
-                               speaker_id: str, 
-                               segment_id: str, 
-                               embedding: np.ndarray):
+
+    def update_segment_embedding(
+        self, user_id: int, speaker_id: str, segment_id: str, embedding: np.ndarray
+    ):
         """Update embedding for a specific segment."""
         manifest = self._load_manifest(user_id, speaker_id)
-        
+
         # Find segment
-        for segment in manifest['segments']:
-            if segment['segment_id'] == segment_id:
+        for segment in manifest["segments"]:
+            if segment["segment_id"] == segment_id:
                 # Convert embedding to list for JSON serialization
-                segment['embedding'] = embedding.tolist()
+                segment["embedding"] = embedding.tolist()
                 break
         else:
             raise ValueError(f"Segment {segment_id} not found")
-        
+
         # Save updated manifest
         self._save_manifest(user_id, speaker_id, manifest)
-    
+
     def delete_segment(self, user_id: int, speaker_id: str, segment_id: str):
         """Delete a specific segment."""
         manifest = self._load_manifest(user_id, speaker_id)
         speaker_path = self._get_speaker_path(user_id, speaker_id)
-        
+
         # Find and remove segment from manifest
-        for i, segment in enumerate(manifest['segments']):
-            if segment['segment_id'] == segment_id:
+        for i, segment in enumerate(manifest["segments"]):
+            if segment["segment_id"] == segment_id:
                 # Delete audio file
-                segment_path = speaker_path / segment['filename']
+                segment_path = speaker_path / segment["filename"]
                 if segment_path.exists():
                     segment_path.unlink()
-                
+
                 # Update manifest
-                manifest['total_duration'] -= segment['duration']
-                manifest['total_segments'] -= 1
-                manifest['segments'].pop(i)
+                manifest["total_duration"] -= segment["duration"]
+                manifest["total_segments"] -= 1
+                manifest["segments"].pop(i)
                 break
         else:
             raise ValueError(f"Segment {segment_id} not found")
-        
+
         # Save updated manifest
         self._save_manifest(user_id, speaker_id, manifest)
-    
+
     def delete_speaker_segments(self, user_id: int, speaker_id: str):
         """Delete all segments for a speaker."""
         speaker_path = self._get_speaker_path(user_id, speaker_id)
-        
+
         if speaker_path.exists():
             shutil.rmtree(speaker_path)
             logger.info(f"Deleted all segments for speaker {speaker_id}")
-    
-    def export_speaker_segments(self, 
-                              user_id: int, 
-                              speaker_id: str, 
-                              output_dir: str,
-                              format: str = "segments") -> Dict[str, Any]:
+
+    def export_speaker_segments(
+        self, user_id: int, speaker_id: str, output_dir: str, format: str = "segments"
+    ) -> Dict[str, Any]:
         """Export speaker segments.
-        
+
         Args:
             user_id: User ID
             speaker_id: Speaker ID
             output_dir: Output directory path
             format: 'segments' or 'concatenated'
-            
+
         Returns:
             Export metadata
         """
         manifest = self._load_manifest(user_id, speaker_id)
         output_path = Path(output_dir) / speaker_id
         output_path.mkdir(parents=True, exist_ok=True)
-        
+
         export_info = {
             "speaker_id": speaker_id,
             "format": format,
             "segments": [],
-            "total_duration": 0.0
+            "total_duration": 0.0,
         }
-        
+
         if format == "segments":
             # Copy individual segments
-            for segment in manifest['segments']:
-                src_path = self._get_speaker_path(user_id, speaker_id) / segment['filename']
+            for segment in manifest["segments"]:
+                src_path = (
+                    self._get_speaker_path(user_id, speaker_id) / segment["filename"]
+                )
                 dst_path = output_path / f"audio{segment['segment_id']}.wav"
-                
+
                 if src_path.exists():
                     shutil.copy2(src_path, dst_path)
-                    export_info['segments'].append({
-                        "filename": dst_path.name,
-                        "duration": segment['duration'],
-                        "transcription": segment.get('transcription', '')
-                    })
-                    export_info['total_duration'] += segment['duration']
-        
+                    export_info["segments"].append(
+                        {
+                            "filename": dst_path.name,
+                            "duration": segment["duration"],
+                            "transcription": segment.get("transcription", ""),
+                        }
+                    )
+                    export_info["total_duration"] += segment["duration"]
+
         elif format == "concatenated":
             # Concatenate all segments
             all_audio = []
             sample_rate = None
-            
-            for segment in manifest['segments']:
-                audio_data, sr = self.load_segment_audio(user_id, speaker_id, segment['segment_id'])
-                
+
+            for segment in manifest["segments"]:
+                audio_data, sr = self.load_segment_audio(
+                    user_id, speaker_id, segment["segment_id"]
+                )
+
                 if sample_rate is None:
                     sample_rate = sr
                 elif sr != sample_rate:
                     # Resample if necessary
-                    logger.warning(f"Sample rate mismatch in segment {segment['segment_id']}")
-                
+                    logger.warning(
+                        f"Sample rate mismatch in segment {segment['segment_id']}"
+                    )
+
                 all_audio.append(audio_data)
-            
+
             if all_audio:
                 concatenated = np.concatenate(all_audio)
                 output_file = output_path / "concatenated.wav"
                 sf.write(str(output_file), concatenated, sample_rate)
-                
-                export_info['segments'].append({
-                    "filename": "concatenated.wav",
-                    "duration": len(concatenated) / sample_rate
-                })
-                export_info['total_duration'] = len(concatenated) / sample_rate
-        
+
+                export_info["segments"].append(
+                    {
+                        "filename": "concatenated.wav",
+                        "duration": len(concatenated) / sample_rate,
+                    }
+                )
+                export_info["total_duration"] = len(concatenated) / sample_rate
+
         # Save export metadata
         metadata_path = output_path / "metadata.json"
-        with open(metadata_path, 'w') as f:
+        with open(metadata_path, "w") as f:
             json.dump(export_info, f, indent=2)
-        
+
         return export_info
-    
-    def get_all_segment_embeddings(self, user_id: int, speaker_id: str) -> List[Dict[str, Any]]:
+
+    def get_all_segment_embeddings(
+        self, user_id: int, speaker_id: str
+    ) -> List[Dict[str, Any]]:
         """Get all segment embeddings for a speaker.
-        
+
         Returns:
             List of segment data including embeddings
         """
         manifest = self._load_manifest(user_id, speaker_id)
-        
+
         segments_with_embeddings = []
-        for segment in manifest['segments']:
-            if 'embedding' in segment:
-                segments_with_embeddings.append({
-                    'segment_id': segment['segment_id'],
-                    'embedding': segment['embedding'],
-                    'quality_score': segment.get('quality_score', 0.5),
-                    'duration': segment['duration']
-                })
-        
-        return segments_with_embeddings
\ No newline at end of file
+        for segment in manifest["segments"]:
+            if "embedding" in segment:
+                segments_with_embeddings.append(
+                    {
+                        "segment_id": segment["segment_id"],
+                        "embedding": segment["embedding"],
+                        "quality_score": segment.get("quality_score", 0.5),
+                        "duration": segment["duration"],
+                    }
+                )
+
+        return segments_with_embeddings
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/cache_manager.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/cache_manager.py
index 90970f64..0e94e4c0 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/cache_manager.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/cache_manager.py
@@ -4,317 +4,326 @@
 import json
 import os
 import pickle
+from datetime import datetime, timedelta
 from pathlib import Path
 from typing import Any, Dict, Optional, Union
-from datetime import datetime, timedelta
 
 
 class CacheManager:
     """Manages caching for expensive operations like transcription."""
-    
+
     def __init__(self, cache_dir: str = "cache"):
         """
         Initialize cache manager.
-        
+
         Args:
             cache_dir: Directory to store cache files
         """
         self.cache_dir = Path(cache_dir)
         self.cache_dir.mkdir(exist_ok=True)
-        
+
         # Create subdirectories for different cache types
         self.deepgram_cache_dir = self.cache_dir / "deepgram"
         self.deepgram_cache_dir.mkdir(exist_ok=True)
-        
+
         self.transcript_cache_dir = self.cache_dir / "transcripts"
         self.transcript_cache_dir.mkdir(exist_ok=True)
-    
+
     @staticmethod
     def get_file_hash(file_content: Union[bytes, str]) -> str:
         """
         Calculate MD5 hash of file content for consistent identification.
-        
+
         Args:
             file_content: File content as bytes or file path as string
-            
+
         Returns:
             MD5 hash as hexadecimal string
         """
         if isinstance(file_content, str):
             # Assume it's a file path
-            with open(file_content, 'rb') as f:
+            with open(file_content, "rb") as f:
                 file_content = f.read()
-        
+
         return hashlib.md5(file_content).hexdigest()
-    
+
     @staticmethod
     def get_params_hash(params: Dict[str, Any]) -> str:
         """
         Calculate hash for API parameters.
-        
+
         Args:
             params: Dictionary of parameters
-            
+
         Returns:
             MD5 hash of serialized parameters
         """
         # Sort parameters for consistent hashing
         sorted_params = json.dumps(params, sort_keys=True)
         return hashlib.md5(sorted_params.encode()).hexdigest()
-    
-    def get_cache_key(self, file_content: Union[bytes, str], params: Optional[Dict[str, Any]] = None) -> str:
+
+    def get_cache_key(
+        self, file_content: Union[bytes, str], params: Optional[Dict[str, Any]] = None
+    ) -> str:
         """
         Generate cache key from file content and parameters.
-        
+
         Args:
             file_content: File content or path
             params: Optional parameters that affect the result
-            
+
         Returns:
             Cache key string
         """
         file_hash = self.get_file_hash(file_content)
-        
+
         if params:
             params_hash = self.get_params_hash(params)
             return f"{file_hash}_{params_hash}"
-        
+
         return file_hash
-    
+
     def _get_cache_metadata_path(self, cache_file: Path) -> Path:
         """Get path for cache metadata file."""
-        return cache_file.with_suffix(cache_file.suffix + '.meta')
-    
+        return cache_file.with_suffix(cache_file.suffix + ".meta")
+
     def _save_cache_metadata(self, cache_file: Path, metadata: Dict[str, Any]) -> None:
         """Save cache metadata."""
         meta_path = self._get_cache_metadata_path(cache_file)
-        with open(meta_path, 'w') as f:
+        with open(meta_path, "w") as f:
             json.dump(metadata, f, default=str, indent=2)
-    
+
     def _load_cache_metadata(self, cache_file: Path) -> Optional[Dict[str, Any]]:
         """Load cache metadata."""
         meta_path = self._get_cache_metadata_path(cache_file)
         if meta_path.exists():
             try:
-                with open(meta_path, 'r') as f:
+                with open(meta_path, "r") as f:
                     return json.load(f)
             except Exception:
                 return None
         return None
-    
+
     def cache_deepgram_response(
-        self, 
-        audio_file: Union[str, bytes], 
+        self,
+        audio_file: Union[str, bytes],
         response: Any,
         params: Optional[Dict[str, Any]] = None,
-        metadata: Optional[Dict[str, Any]] = None
+        metadata: Optional[Dict[str, Any]] = None,
     ) -> str:
         """
         Cache Deepgram API response.
-        
+
         Args:
             audio_file: Audio file path or content
             response: Deepgram response object
             params: Parameters used for the API call
             metadata: Additional metadata to store
-            
+
         Returns:
             Cache key for the stored response
         """
         cache_key = self.get_cache_key(audio_file, params)
         cache_file = self.deepgram_cache_dir / f"{cache_key}.json"
-        
+
         try:
             # Convert response to dict if needed
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response)
-            
+
             # Save response
-            with open(cache_file, 'w') as f:
+            with open(cache_file, "w") as f:
                 json.dump(response_dict, f, indent=2, default=str)
-            
+
             # Save metadata
             cache_metadata = {
-                'cached_at': datetime.now().isoformat(),
-                'cache_key': cache_key,
-                'api_params': params or {},
-                'metadata': metadata or {}
+                "cached_at": datetime.now().isoformat(),
+                "cache_key": cache_key,
+                "api_params": params or {},
+                "metadata": metadata or {},
             }
-            
+
             if isinstance(audio_file, str) and os.path.exists(audio_file):
-                cache_metadata['original_file'] = str(Path(audio_file).name)
-                cache_metadata['file_size'] = os.path.getsize(audio_file)
-            
+                cache_metadata["original_file"] = str(Path(audio_file).name)
+                cache_metadata["file_size"] = os.path.getsize(audio_file)
+
             self._save_cache_metadata(cache_file, cache_metadata)
-            
+
             return cache_key
-            
+
         except Exception as e:
             raise RuntimeError(f"Failed to cache Deepgram response: {str(e)}")
-    
+
     def get_cached_deepgram_response(
-        self, 
-        audio_file: Union[str, bytes], 
+        self,
+        audio_file: Union[str, bytes],
         params: Optional[Dict[str, Any]] = None,
-        max_age_hours: float = 24
+        max_age_hours: float = 24,
     ) -> Optional[Dict[str, Any]]:
         """
         Retrieve cached Deepgram response.
-        
+
         Args:
             audio_file: Audio file path or content
             params: Parameters used for the API call
             max_age_hours: Maximum age of cache in hours (0 for no limit)
-            
+
         Returns:
             Cached response dict or None if not found/expired
         """
         cache_key = self.get_cache_key(audio_file, params)
         cache_file = self.deepgram_cache_dir / f"{cache_key}.json"
-        
+
         if not cache_file.exists():
             return None
-        
+
         # Check cache age if specified
         if max_age_hours > 0:
             metadata = self._load_cache_metadata(cache_file)
             if metadata:
-                cached_at = datetime.fromisoformat(metadata['cached_at'])
+                cached_at = datetime.fromisoformat(metadata["cached_at"])
                 if datetime.now() - cached_at > timedelta(hours=max_age_hours):
                     return None
-        
+
         try:
-            with open(cache_file, 'r') as f:
+            with open(cache_file, "r") as f:
                 return json.load(f)
         except Exception:
             return None
-    
+
     def cache_processed_transcript(
         self,
         audio_file: Union[str, bytes],
         segments: list,
         processing_params: Optional[Dict[str, Any]] = None,
-        metadata: Optional[Dict[str, Any]] = None
+        metadata: Optional[Dict[str, Any]] = None,
     ) -> str:
         """
         Cache processed transcript segments.
-        
+
         Args:
             audio_file: Audio file path or content
             segments: Processed transcript segments
             processing_params: Parameters used for processing
             metadata: Additional metadata
-            
+
         Returns:
             Cache key for the stored transcript
         """
         cache_key = self.get_cache_key(audio_file, processing_params)
         cache_file = self.transcript_cache_dir / f"{cache_key}.json"
-        
+
         try:
             transcript_data = {
-                'segments': segments,
-                'processing_params': processing_params or {},
-                'processed_at': datetime.now().isoformat(),
-                'total_segments': len(segments),
-                'total_duration': sum(seg.get('end', 0) - seg.get('start', 0) for seg in segments)
+                "segments": segments,
+                "processing_params": processing_params or {},
+                "processed_at": datetime.now().isoformat(),
+                "total_segments": len(segments),
+                "total_duration": sum(
+                    seg.get("end", 0) - seg.get("start", 0) for seg in segments
+                ),
             }
-            
-            with open(cache_file, 'w') as f:
+
+            with open(cache_file, "w") as f:
                 json.dump(transcript_data, f, indent=2, default=str)
-            
+
             # Save metadata
             cache_metadata = {
-                'cached_at': datetime.now().isoformat(),
-                'cache_key': cache_key,
-                'processing_params': processing_params or {},
-                'metadata': metadata or {},
-                'segment_count': len(segments)
+                "cached_at": datetime.now().isoformat(),
+                "cache_key": cache_key,
+                "processing_params": processing_params or {},
+                "metadata": metadata or {},
+                "segment_count": len(segments),
             }
-            
+
             if isinstance(audio_file, str) and os.path.exists(audio_file):
-                cache_metadata['original_file'] = str(Path(audio_file).name)
-            
+                cache_metadata["original_file"] = str(Path(audio_file).name)
+
             self._save_cache_metadata(cache_file, cache_metadata)
-            
+
             return cache_key
-            
+
         except Exception as e:
             raise RuntimeError(f"Failed to cache processed transcript: {str(e)}")
-    
+
     def get_cached_transcript(
         self,
         audio_file: Union[str, bytes],
         processing_params: Optional[Dict[str, Any]] = None,
-        max_age_hours: float = 24
+        max_age_hours: float = 24,
     ) -> Optional[Dict[str, Any]]:
         """
         Retrieve cached processed transcript.
-        
+
         Args:
             audio_file: Audio file path or content
             processing_params: Parameters used for processing
             max_age_hours: Maximum age of cache in hours (0 for no limit)
-            
+
         Returns:
             Cached transcript data or None if not found/expired
         """
         cache_key = self.get_cache_key(audio_file, processing_params)
         cache_file = self.transcript_cache_dir / f"{cache_key}.json"
-        
+
         if not cache_file.exists():
             return None
-        
+
         # Check cache age if specified
         if max_age_hours > 0:
             metadata = self._load_cache_metadata(cache_file)
             if metadata:
-                cached_at = datetime.fromisoformat(metadata['cached_at'])
+                cached_at = datetime.fromisoformat(metadata["cached_at"])
                 if datetime.now() - cached_at > timedelta(hours=max_age_hours):
                     return None
-        
+
         try:
-            with open(cache_file, 'r') as f:
+            with open(cache_file, "r") as f:
                 return json.load(f)
         except Exception:
             return None
-    
-    def clear_cache(self, cache_type: Optional[str] = None, max_age_hours: Optional[float] = None) -> Dict[str, int]:
+
+    def clear_cache(
+        self, cache_type: Optional[str] = None, max_age_hours: Optional[float] = None
+    ) -> Dict[str, int]:
         """
         Clear cache files.
-        
+
         Args:
             cache_type: Type of cache to clear ('deepgram', 'transcripts', or None for all)
             max_age_hours: Only clear files older than this (None for all)
-            
+
         Returns:
             Dictionary with counts of cleared files
         """
-        cleared = {'deepgram': 0, 'transcripts': 0}
-        
+        cleared = {"deepgram": 0, "transcripts": 0}
+
         cache_dirs = []
         if cache_type is None:
-            cache_dirs = [('deepgram', self.deepgram_cache_dir), ('transcripts', self.transcript_cache_dir)]
-        elif cache_type == 'deepgram':
-            cache_dirs = [('deepgram', self.deepgram_cache_dir)]
-        elif cache_type == 'transcripts':
-            cache_dirs = [('transcripts', self.transcript_cache_dir)]
-        
+            cache_dirs = [
+                ("deepgram", self.deepgram_cache_dir),
+                ("transcripts", self.transcript_cache_dir),
+            ]
+        elif cache_type == "deepgram":
+            cache_dirs = [("deepgram", self.deepgram_cache_dir)]
+        elif cache_type == "transcripts":
+            cache_dirs = [("transcripts", self.transcript_cache_dir)]
+
         for cache_name, cache_dir in cache_dirs:
-            for cache_file in cache_dir.glob('*.json'):
+            for cache_file in cache_dir.glob("*.json"):
                 should_clear = True
-                
+
                 if max_age_hours is not None:
                     metadata = self._load_cache_metadata(cache_file)
                     if metadata:
-                        cached_at = datetime.fromisoformat(metadata['cached_at'])
+                        cached_at = datetime.fromisoformat(metadata["cached_at"])
                         if datetime.now() - cached_at <= timedelta(hours=max_age_hours):
                             should_clear = False
-                
+
                 if should_clear:
                     try:
                         cache_file.unlink()
@@ -325,56 +334,61 @@ def clear_cache(self, cache_type: Optional[str] = None, max_age_hours: Optional[
                         cleared[cache_name] += 1
                     except Exception:
                         pass
-        
+
         return cleared
-    
+
     def get_cache_stats(self) -> Dict[str, Any]:
         """
         Get cache statistics.
-        
+
         Returns:
             Dictionary with cache statistics
         """
         stats = {
-            'deepgram': {
-                'count': 0,
-                'total_size': 0,
-                'oldest': None,
-                'newest': None
+            "deepgram": {"count": 0, "total_size": 0, "oldest": None, "newest": None},
+            "transcripts": {
+                "count": 0,
+                "total_size": 0,
+                "oldest": None,
+                "newest": None,
             },
-            'transcripts': {
-                'count': 0,
-                'total_size': 0,
-                'oldest': None,
-                'newest': None
-            }
         }
-        
-        for cache_name, cache_dir in [('deepgram', self.deepgram_cache_dir), ('transcripts', self.transcript_cache_dir)]:
-            for cache_file in cache_dir.glob('*.json'):
-                if cache_file.name.endswith('.meta'):
+
+        for cache_name, cache_dir in [
+            ("deepgram", self.deepgram_cache_dir),
+            ("transcripts", self.transcript_cache_dir),
+        ]:
+            for cache_file in cache_dir.glob("*.json"):
+                if cache_file.name.endswith(".meta"):
                     continue
-                
-                stats[cache_name]['count'] += 1
-                stats[cache_name]['total_size'] += cache_file.stat().st_size
-                
+
+                stats[cache_name]["count"] += 1
+                stats[cache_name]["total_size"] += cache_file.stat().st_size
+
                 # Get creation time from metadata if available
                 metadata = self._load_cache_metadata(cache_file)
-                if metadata and 'cached_at' in metadata:
-                    cached_at = datetime.fromisoformat(metadata['cached_at'])
-                    
-                    if stats[cache_name]['oldest'] is None or cached_at < stats[cache_name]['oldest']:
-                        stats[cache_name]['oldest'] = cached_at
-                    
-                    if stats[cache_name]['newest'] is None or cached_at > stats[cache_name]['newest']:
-                        stats[cache_name]['newest'] = cached_at
-        
+                if metadata and "cached_at" in metadata:
+                    cached_at = datetime.fromisoformat(metadata["cached_at"])
+
+                    if (
+                        stats[cache_name]["oldest"] is None
+                        or cached_at < stats[cache_name]["oldest"]
+                    ):
+                        stats[cache_name]["oldest"] = cached_at
+
+                    if (
+                        stats[cache_name]["newest"] is None
+                        or cached_at > stats[cache_name]["newest"]
+                    ):
+                        stats[cache_name]["newest"] = cached_at
+
         return stats
 
 
 # Global cache manager instance
 _global_cache_manager = None
 
+
 def get_cache_manager() -> CacheManager:
     """Get the global cache manager instance."""
     global _global_cache_manager
@@ -389,21 +403,33 @@ def get_file_hash(file_content: Union[bytes, str]) -> str:
     return CacheManager.get_file_hash(file_content)
 
 
-def cache_deepgram_response(audio_file: Union[str, bytes], response: Any, params: Optional[Dict[str, Any]] = None) -> str:
+def cache_deepgram_response(
+    audio_file: Union[str, bytes],
+    response: Any,
+    params: Optional[Dict[str, Any]] = None,
+) -> str:
     """Cache Deepgram API response using global cache manager."""
     return get_cache_manager().cache_deepgram_response(audio_file, response, params)
 
 
-def get_cached_deepgram_response(audio_file: Union[str, bytes], params: Optional[Dict[str, Any]] = None) -> Optional[Dict[str, Any]]:
+def get_cached_deepgram_response(
+    audio_file: Union[str, bytes], params: Optional[Dict[str, Any]] = None
+) -> Optional[Dict[str, Any]]:
     """Get cached Deepgram response using global cache manager."""
     return get_cache_manager().get_cached_deepgram_response(audio_file, params)
 
 
-def cache_transcript_segments(audio_file: Union[str, bytes], segments: list, params: Optional[Dict[str, Any]] = None) -> str:
+def cache_transcript_segments(
+    audio_file: Union[str, bytes],
+    segments: list,
+    params: Optional[Dict[str, Any]] = None,
+) -> str:
     """Cache processed transcript segments using global cache manager."""
     return get_cache_manager().cache_processed_transcript(audio_file, segments, params)
 
 
-def get_cached_transcript_segments(audio_file: Union[str, bytes], params: Optional[Dict[str, Any]] = None) -> Optional[Dict[str, Any]]:
+def get_cached_transcript_segments(
+    audio_file: Union[str, bytes], params: Optional[Dict[str, Any]] = None
+) -> Optional[Dict[str, Any]]:
     """Get cached transcript segments using global cache manager."""
-    return get_cache_manager().get_cached_transcript(audio_file, params)
\ No newline at end of file
+    return get_cache_manager().get_cached_transcript(audio_file, params)
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/deepgram_parser.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/deepgram_parser.py
index 513da47c..6cf65957 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/deepgram_parser.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/deepgram_parser.py
@@ -1,284 +1,316 @@
 """Parser for Deepgram JSON transcription output."""
 
 import json
-from typing import Dict, List, Any, Optional, Tuple
-from pathlib import Path
 import logging
 from collections import defaultdict
+from pathlib import Path
+from typing import Any, Dict, List, Optional, Tuple
 
 logger = logging.getLogger(__name__)
 
 
 class DeepgramParser:
     """Parse Deepgram JSON transcription output and extract speaker segments."""
-    
+
     def __init__(self, min_segment_duration: float = 0.5):
         """Initialize parser.
-        
+
         Args:
             min_segment_duration: Minimum duration for a segment in seconds
         """
         self.min_segment_duration = min_segment_duration
-    
+
     def parse_deepgram_json(self, json_path: str) -> Dict[str, Any]:
         """Parse Deepgram JSON file and extract transcript data.
-        
+
         Args:
             json_path: Path to Deepgram JSON file
-            
+
         Returns:
             Parsed data with metadata and segments
         """
-        with open(json_path, 'r') as f:
+        with open(json_path, "r") as f:
             data = json.load(f)
-        
+
         # Extract metadata
-        metadata = data.get('metadata', {})
-        results = data.get('results', {})
-        
+        metadata = data.get("metadata", {})
+        results = data.get("results", {})
+
         # Parse channels (usually just one for mono audio)
-        channels = results.get('channels', [])
+        channels = results.get("channels", [])
         if not channels:
             raise ValueError("No channels found in Deepgram output")
-        
+
         # Use first channel (typically mono audio)
         channel = channels[0]
-        alternatives = channel.get('alternatives', [])
-        
+        alternatives = channel.get("alternatives", [])
+
         if not alternatives:
             raise ValueError("No alternatives found in channel")
-        
+
         # Use best alternative (highest confidence)
         best_alternative = alternatives[0]
-        
+
         # Extract words with speaker information
-        words = best_alternative.get('words', [])
-        
+        words = best_alternative.get("words", [])
+
         # Group words into speaker segments
         segments = self._group_words_by_speaker(words)
-        
+
         # Extract unique speakers
         unique_speakers = self._extract_unique_speakers(segments)
-        
+
         return {
-            'metadata': metadata,
-            'transcript': best_alternative.get('transcript', ''),
-            'confidence': best_alternative.get('confidence', 0.0),
-            'segments': segments,
-            'unique_speakers': unique_speakers,
-            'total_duration': metadata.get('duration', 0.0)
+            "metadata": metadata,
+            "transcript": best_alternative.get("transcript", ""),
+            "confidence": best_alternative.get("confidence", 0.0),
+            "segments": segments,
+            "unique_speakers": unique_speakers,
+            "total_duration": metadata.get("duration", 0.0),
         }
-    
-    def _group_words_by_speaker(self, words: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
+
+    def _group_words_by_speaker(
+        self, words: List[Dict[str, Any]]
+    ) -> List[Dict[str, Any]]:
         """Group consecutive words by speaker into segments.
-        
+
         Args:
             words: List of word dictionaries from Deepgram
-            
+
         Returns:
             List of speaker segments
         """
         if not words:
             return []
-        
+
         segments = []
         current_segment = None
-        
+
         for word in words:
-            speaker = word.get('speaker', 0)
+            speaker = word.get("speaker", 0)
             speaker_label = f"speaker_{speaker}"
-            
+
             # Check if we need to start a new segment
-            if (current_segment is None or 
-                current_segment['deepgram_speaker_label'] != speaker_label):
-                
+            if (
+                current_segment is None
+                or current_segment["deepgram_speaker_label"] != speaker_label
+            ):
+
                 # Save previous segment if it exists and meets minimum duration
                 if current_segment is not None:
-                    duration = current_segment['end_time'] - current_segment['start_time']
+                    duration = (
+                        current_segment["end_time"] - current_segment["start_time"]
+                    )
                     if duration >= self.min_segment_duration:
                         segments.append(current_segment)
-                
+
                 # Start new segment
                 current_segment = {
-                    'deepgram_speaker_label': speaker_label,
-                    'speaker': speaker,
-                    'start_time': word.get('start', 0.0),
-                    'end_time': word.get('end', 0.0),
-                    'words': [word],
-                    'text': word.get('punctuated_word', word.get('word', '')),
-                    'confidence': word.get('confidence', 0.0),
-                    'speaker_confidence': word.get('speaker_confidence', 0.0)
+                    "deepgram_speaker_label": speaker_label,
+                    "speaker": speaker,
+                    "start_time": word.get("start", 0.0),
+                    "end_time": word.get("end", 0.0),
+                    "words": [word],
+                    "text": word.get("punctuated_word", word.get("word", "")),
+                    "confidence": word.get("confidence", 0.0),
+                    "speaker_confidence": word.get("speaker_confidence", 0.0),
                 }
             else:
                 # Continue current segment
-                current_segment['end_time'] = word.get('end', current_segment['end_time'])
-                current_segment['words'].append(word)
-                current_segment['text'] += ' ' + word.get('punctuated_word', word.get('word', ''))
-                
+                current_segment["end_time"] = word.get(
+                    "end", current_segment["end_time"]
+                )
+                current_segment["words"].append(word)
+                current_segment["text"] += " " + word.get(
+                    "punctuated_word", word.get("word", "")
+                )
+
                 # Update average confidence
-                total_confidence = current_segment['confidence'] * (len(current_segment['words']) - 1)
-                total_confidence += word.get('confidence', 0.0)
-                current_segment['confidence'] = total_confidence / len(current_segment['words'])
-                
+                total_confidence = current_segment["confidence"] * (
+                    len(current_segment["words"]) - 1
+                )
+                total_confidence += word.get("confidence", 0.0)
+                current_segment["confidence"] = total_confidence / len(
+                    current_segment["words"]
+                )
+
                 # Update average speaker confidence
-                if 'speaker_confidence' in word:
-                    total_speaker_conf = current_segment['speaker_confidence'] * (len(current_segment['words']) - 1)
-                    total_speaker_conf += word['speaker_confidence']
-                    current_segment['speaker_confidence'] = total_speaker_conf / len(current_segment['words'])
-        
+                if "speaker_confidence" in word:
+                    total_speaker_conf = current_segment["speaker_confidence"] * (
+                        len(current_segment["words"]) - 1
+                    )
+                    total_speaker_conf += word["speaker_confidence"]
+                    current_segment["speaker_confidence"] = total_speaker_conf / len(
+                        current_segment["words"]
+                    )
+
         # Don't forget the last segment
         if current_segment is not None:
-            duration = current_segment['end_time'] - current_segment['start_time']
+            duration = current_segment["end_time"] - current_segment["start_time"]
             if duration >= self.min_segment_duration:
                 segments.append(current_segment)
-        
+
         # Clean up text in segments
         for segment in segments:
-            segment['text'] = segment['text'].strip()
+            segment["text"] = segment["text"].strip()
             # Remove words list to reduce memory usage
-            segment.pop('words', None)
-        
-        logger.info(f"Extracted {len(segments)} speaker segments from {len(words)} words")
-        
+            segment.pop("words", None)
+
+        logger.info(
+            f"Extracted {len(segments)} speaker segments from {len(words)} words"
+        )
+
         return segments
-    
+
     def _extract_unique_speakers(self, segments: List[Dict[str, Any]]) -> List[str]:
         """Extract unique speaker labels from segments.
-        
+
         Args:
             segments: List of speaker segments
-            
+
         Returns:
             List of unique speaker labels
         """
         speakers = set()
         for segment in segments:
-            speakers.add(segment['deepgram_speaker_label'])
-        
+            speakers.add(segment["deepgram_speaker_label"])
+
         return sorted(list(speakers))
-    
-    def convert_to_annotation_format(self, 
-                                   parsed_data: Dict[str, Any], 
-                                   audio_file_path: str,
-                                   user_id: int) -> List[Dict[str, Any]]:
+
+    def convert_to_annotation_format(
+        self, parsed_data: Dict[str, Any], audio_file_path: str, user_id: int
+    ) -> List[Dict[str, Any]]:
         """Convert parsed Deepgram data to annotation format.
-        
+
         Args:
             parsed_data: Parsed Deepgram data
             audio_file_path: Path to the audio file
             user_id: User ID for annotations
-            
+
         Returns:
             List of annotation dictionaries
         """
         annotations = []
-        
-        for segment in parsed_data['segments']:
+
+        for segment in parsed_data["segments"]:
             annotation = {
-                'audio_file_path': audio_file_path,
-                'start_time': segment['start_time'],
-                'end_time': segment['end_time'],
-                'speaker_id': None,  # Will be mapped later
-                'speaker_label': segment['deepgram_speaker_label'],
-                'deepgram_speaker_label': segment['deepgram_speaker_label'],
-                'label': 'UNCERTAIN',  # Default quality label
-                'confidence': segment.get('confidence', 0.0),
-                'speaker_confidence': segment.get('speaker_confidence', 0.0),
-                'transcription': segment['text'],
-                'user_id': user_id
+                "audio_file_path": audio_file_path,
+                "start_time": segment["start_time"],
+                "end_time": segment["end_time"],
+                "speaker_id": None,  # Will be mapped later
+                "speaker_label": segment["deepgram_speaker_label"],
+                "deepgram_speaker_label": segment["deepgram_speaker_label"],
+                "label": "UNCERTAIN",  # Default quality label
+                "confidence": segment.get("confidence", 0.0),
+                "speaker_confidence": segment.get("speaker_confidence", 0.0),
+                "transcription": segment["text"],
+                "user_id": user_id,
             }
             annotations.append(annotation)
-        
+
         return annotations
-    
-    def get_speaker_statistics(self, parsed_data: Dict[str, Any]) -> Dict[str, Dict[str, Any]]:
+
+    def get_speaker_statistics(
+        self, parsed_data: Dict[str, Any]
+    ) -> Dict[str, Dict[str, Any]]:
         """Get statistics for each speaker in the transcript.
-        
+
         Args:
             parsed_data: Parsed Deepgram data
-            
+
         Returns:
             Dictionary of speaker statistics
         """
-        stats = defaultdict(lambda: {
-            'segment_count': 0,
-            'total_duration': 0.0,
-            'total_words': 0,
-            'average_confidence': 0.0,
-            'average_speaker_confidence': 0.0
-        })
-        
-        for segment in parsed_data['segments']:
-            speaker = segment['deepgram_speaker_label']
-            duration = segment['end_time'] - segment['start_time']
-            
-            stats[speaker]['segment_count'] += 1
-            stats[speaker]['total_duration'] += duration
-            stats[speaker]['total_words'] += len(segment['text'].split())
-            
+        stats = defaultdict(
+            lambda: {
+                "segment_count": 0,
+                "total_duration": 0.0,
+                "total_words": 0,
+                "average_confidence": 0.0,
+                "average_speaker_confidence": 0.0,
+            }
+        )
+
+        for segment in parsed_data["segments"]:
+            speaker = segment["deepgram_speaker_label"]
+            duration = segment["end_time"] - segment["start_time"]
+
+            stats[speaker]["segment_count"] += 1
+            stats[speaker]["total_duration"] += duration
+            stats[speaker]["total_words"] += len(segment["text"].split())
+
             # Update running averages
-            n = stats[speaker]['segment_count']
-            stats[speaker]['average_confidence'] = (
-                (stats[speaker]['average_confidence'] * (n - 1) + segment['confidence']) / n
-            )
-            stats[speaker]['average_speaker_confidence'] = (
-                (stats[speaker]['average_speaker_confidence'] * (n - 1) + 
-                 segment.get('speaker_confidence', 0.0)) / n
-            )
-        
+            n = stats[speaker]["segment_count"]
+            stats[speaker]["average_confidence"] = (
+                stats[speaker]["average_confidence"] * (n - 1) + segment["confidence"]
+            ) / n
+            stats[speaker]["average_speaker_confidence"] = (
+                stats[speaker]["average_speaker_confidence"] * (n - 1)
+                + segment.get("speaker_confidence", 0.0)
+            ) / n
+
         # Calculate speaking rate
         for speaker, data in stats.items():
-            if data['total_duration'] > 0:
-                data['words_per_minute'] = (data['total_words'] / data['total_duration']) * 60
+            if data["total_duration"] > 0:
+                data["words_per_minute"] = (
+                    data["total_words"] / data["total_duration"]
+                ) * 60
             else:
-                data['words_per_minute'] = 0
-        
+                data["words_per_minute"] = 0
+
         return dict(stats)
-    
-    def merge_short_segments(self, 
-                           segments: List[Dict[str, Any]], 
-                           min_duration: float = 1.0) -> List[Dict[str, Any]]:
+
+    def merge_short_segments(
+        self, segments: List[Dict[str, Any]], min_duration: float = 1.0
+    ) -> List[Dict[str, Any]]:
         """Merge very short segments with adjacent segments of the same speaker.
-        
+
         Args:
             segments: List of segments
             min_duration: Minimum duration to keep segment separate
-            
+
         Returns:
             List of merged segments
         """
         if not segments:
             return []
-        
+
         merged = []
         current = segments[0].copy()
-        
+
         for next_segment in segments[1:]:
             # Check if we should merge
-            if (current['deepgram_speaker_label'] == next_segment['deepgram_speaker_label'] and
-                next_segment['start_time'] - current['end_time'] < 0.5):  # Less than 0.5s gap
-                
+            if (
+                current["deepgram_speaker_label"]
+                == next_segment["deepgram_speaker_label"]
+                and next_segment["start_time"] - current["end_time"] < 0.5
+            ):  # Less than 0.5s gap
+
                 # Merge segments
-                current['end_time'] = next_segment['end_time']
-                current['text'] += ' ' + next_segment['text']
-                
+                current["end_time"] = next_segment["end_time"]
+                current["text"] += " " + next_segment["text"]
+
                 # Update average confidence
-                total_duration = current['end_time'] - current['start_time']
-                current_duration = current['end_time'] - current['start_time'] - (next_segment['end_time'] - next_segment['start_time'])
-                next_duration = next_segment['end_time'] - next_segment['start_time']
-                
-                current['confidence'] = (
-                    (current['confidence'] * current_duration + 
-                     next_segment['confidence'] * next_duration) / total_duration
+                total_duration = current["end_time"] - current["start_time"]
+                current_duration = (
+                    current["end_time"]
+                    - current["start_time"]
+                    - (next_segment["end_time"] - next_segment["start_time"])
                 )
+                next_duration = next_segment["end_time"] - next_segment["start_time"]
+
+                current["confidence"] = (
+                    current["confidence"] * current_duration
+                    + next_segment["confidence"] * next_duration
+                ) / total_duration
             else:
                 # Save current segment and start new one
                 merged.append(current)
                 current = next_segment.copy()
-        
+
         # Don't forget the last segment
         merged.append(current)
-        
+
         logger.info(f"Merged {len(segments)} segments into {len(merged)} segments")
-        
-        return merged
\ No newline at end of file
+
+        return merged
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/embedding_manager.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/embedding_manager.py
index 93573bb6..fef07236 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/embedding_manager.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/embedding_manager.py
@@ -12,19 +12,21 @@
 
 class EmbeddingStrategy(ABC):
     """Base class for embedding generation strategies."""
-    
+
     @abstractmethod
-    def generate_embedding(self, segment_embeddings: List[Dict[str, Any]]) -> np.ndarray:
+    def generate_embedding(
+        self, segment_embeddings: List[Dict[str, Any]]
+    ) -> np.ndarray:
         """Generate speaker embedding from segment embeddings.
-        
+
         Args:
             segment_embeddings: List of dicts with 'embedding', 'quality_score', 'duration' etc.
-            
+
         Returns:
             Combined embedding vector
         """
         pass
-    
+
     @abstractmethod
     def get_config(self) -> Dict[str, Any]:
         """Get configuration for this strategy."""
@@ -33,118 +35,127 @@ def get_config(self) -> Dict[str, Any]:
 
 class MeanEmbeddingStrategy(EmbeddingStrategy):
     """Generate embedding by taking mean of all segment embeddings."""
-    
-    def generate_embedding(self, segment_embeddings: List[Dict[str, Any]]) -> np.ndarray:
+
+    def generate_embedding(
+        self, segment_embeddings: List[Dict[str, Any]]
+    ) -> np.ndarray:
         """Calculate mean of all embeddings."""
         if not segment_embeddings:
             raise ValueError("No segment embeddings provided")
-        
+
         embeddings = []
         for seg in segment_embeddings:
-            if isinstance(seg['embedding'], str):
-                emb = np.array(json.loads(seg['embedding']))
+            if isinstance(seg["embedding"], str):
+                emb = np.array(json.loads(seg["embedding"]))
             else:
-                emb = np.array(seg['embedding'])
+                emb = np.array(seg["embedding"])
             embeddings.append(emb)
-        
+
         return np.mean(embeddings, axis=0)
-    
+
     def get_config(self) -> Dict[str, Any]:
         return {"method": "mean"}
 
 
 class WeightedMeanEmbeddingStrategy(EmbeddingStrategy):
     """Generate embedding by weighted mean based on quality scores."""
-    
+
     def __init__(self, quality_weight: float = 0.7, duration_weight: float = 0.3):
         self.quality_weight = quality_weight
         self.duration_weight = duration_weight
-    
-    def generate_embedding(self, segment_embeddings: List[Dict[str, Any]]) -> np.ndarray:
+
+    def generate_embedding(
+        self, segment_embeddings: List[Dict[str, Any]]
+    ) -> np.ndarray:
         """Calculate weighted mean of embeddings."""
         if not segment_embeddings:
             raise ValueError("No segment embeddings provided")
-        
+
         embeddings = []
         weights = []
-        
+
         for seg in segment_embeddings:
-            if isinstance(seg['embedding'], str):
-                emb = np.array(json.loads(seg['embedding']))
+            if isinstance(seg["embedding"], str):
+                emb = np.array(json.loads(seg["embedding"]))
             else:
-                emb = np.array(seg['embedding'])
+                emb = np.array(seg["embedding"])
             embeddings.append(emb)
-            
+
             # Calculate weight based on quality and duration
-            quality = seg.get('quality_score', 0.5)
-            duration = seg.get('duration', 1.0)
-            
+            quality = seg.get("quality_score", 0.5)
+            duration = seg.get("duration", 1.0)
+
             # Normalize duration (assume 2 minutes is ideal)
             duration_norm = min(duration / 120.0, 1.0)
-            
-            weight = (self.quality_weight * quality + 
-                     self.duration_weight * duration_norm)
+
+            weight = (
+                self.quality_weight * quality + self.duration_weight * duration_norm
+            )
             weights.append(weight)
-        
+
         embeddings = np.array(embeddings)
         weights = np.array(weights)
         weights = weights / weights.sum()  # Normalize weights
-        
+
         return np.average(embeddings, axis=0, weights=weights)
-    
+
     def get_config(self) -> Dict[str, Any]:
         return {
             "method": "weighted_mean",
             "quality_weight": self.quality_weight,
-            "duration_weight": self.duration_weight
+            "duration_weight": self.duration_weight,
         }
 
 
 class BestQualityEmbeddingStrategy(EmbeddingStrategy):
     """Use embedding from the highest quality segment."""
-    
-    def generate_embedding(self, segment_embeddings: List[Dict[str, Any]]) -> np.ndarray:
+
+    def generate_embedding(
+        self, segment_embeddings: List[Dict[str, Any]]
+    ) -> np.ndarray:
         """Select embedding from best quality segment."""
         if not segment_embeddings:
             raise ValueError("No segment embeddings provided")
-        
+
         # Find segment with highest quality score
-        best_segment = max(segment_embeddings, 
-                          key=lambda x: x.get('quality_score', 0.0))
-        
-        if isinstance(best_segment['embedding'], str):
-            return np.array(json.loads(best_segment['embedding']))
+        best_segment = max(
+            segment_embeddings, key=lambda x: x.get("quality_score", 0.0)
+        )
+
+        if isinstance(best_segment["embedding"], str):
+            return np.array(json.loads(best_segment["embedding"]))
         else:
-            return np.array(best_segment['embedding'])
-    
+            return np.array(best_segment["embedding"])
+
     def get_config(self) -> Dict[str, Any]:
         return {"method": "best_quality"}
 
 
 class LongestSegmentEmbeddingStrategy(EmbeddingStrategy):
     """Use embedding from the longest duration segment."""
-    
-    def generate_embedding(self, segment_embeddings: List[Dict[str, Any]]) -> np.ndarray:
+
+    def generate_embedding(
+        self, segment_embeddings: List[Dict[str, Any]]
+    ) -> np.ndarray:
         """Select embedding from longest segment."""
         if not segment_embeddings:
             raise ValueError("No segment embeddings provided")
-        
+
         # Find segment with longest duration
-        best_segment = max(segment_embeddings, 
-                          key=lambda x: x.get('duration', 0.0))
-        
-        if isinstance(best_segment['embedding'], str):
-            return np.array(json.loads(best_segment['embedding']))
+        best_segment = max(segment_embeddings, key=lambda x: x.get("duration", 0.0))
+
+        if isinstance(best_segment["embedding"], str):
+            return np.array(json.loads(best_segment["embedding"]))
         else:
-            return np.array(best_segment['embedding'])
-    
+            return np.array(best_segment["embedding"])
+
     def get_config(self) -> Dict[str, Any]:
         return {"method": "longest_segment"}
 
 
 class EmbeddingManager:
     """Manages embedding generation strategies."""
-    
+
     def __init__(self):
         self.strategies = {
             "mean": MeanEmbeddingStrategy(),
@@ -152,57 +163,63 @@ def __init__(self):
             "best_quality": BestQualityEmbeddingStrategy(),
             "longest_segment": LongestSegmentEmbeddingStrategy(),
         }
-    
-    def get_strategy(self, method: str, params: Optional[Dict[str, Any]] = None) -> EmbeddingStrategy:
+
+    def get_strategy(
+        self, method: str, params: Optional[Dict[str, Any]] = None
+    ) -> EmbeddingStrategy:
         """Get embedding strategy by method name.
-        
+
         Args:
             method: Strategy method name
             params: Optional parameters for strategy initialization
-            
+
         Returns:
             EmbeddingStrategy instance
         """
         if method not in self.strategies:
             raise ValueError(f"Unknown embedding method: {method}")
-        
+
         if method == "weighted_mean" and params:
             return WeightedMeanEmbeddingStrategy(**params)
-        
+
         return self.strategies[method]
-    
-    def generate_speaker_embedding(self, 
-                                 segment_embeddings: List[Dict[str, Any]], 
-                                 method: str = "mean",
-                                 params: Optional[Dict[str, Any]] = None) -> tuple[np.ndarray, Dict[str, Any]]:
+
+    def generate_speaker_embedding(
+        self,
+        segment_embeddings: List[Dict[str, Any]],
+        method: str = "mean",
+        params: Optional[Dict[str, Any]] = None,
+    ) -> tuple[np.ndarray, Dict[str, Any]]:
         """Generate speaker embedding using specified method.
-        
+
         Args:
             segment_embeddings: List of segment data with embeddings
             method: Embedding generation method
             params: Optional method parameters
-            
+
         Returns:
             Tuple of (embedding vector, config dict)
         """
         strategy = self.get_strategy(method, params)
         embedding = strategy.generate_embedding(segment_embeddings)
         config = strategy.get_config()
-        
-        logger.info(f"Generated speaker embedding using {method} method from {len(segment_embeddings)} segments")
-        
+
+        logger.info(
+            f"Generated speaker embedding using {method} method from {len(segment_embeddings)} segments"
+        )
+
         return embedding, config
-    
+
     def list_available_methods(self) -> List[str]:
         """Get list of available embedding methods."""
         return list(self.strategies.keys())
-    
+
     def get_method_description(self, method: str) -> str:
         """Get description of embedding method."""
         descriptions = {
             "mean": "Simple average of all segment embeddings",
             "weighted_mean": "Weighted average based on quality and duration",
             "best_quality": "Use embedding from highest quality segment",
-            "longest_segment": "Use embedding from longest duration segment"
+            "longest_segment": "Use embedding from longest duration segment",
         }
-        return descriptions.get(method, "Unknown method")
\ No newline at end of file
+        return descriptions.get(method, "Unknown method")
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/quality.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/quality.py
index d0131ff7..073b11f2 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/quality.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/quality.py
@@ -1,25 +1,30 @@
 """Quality assessment utilities for speaker enrollment."""
 
-import numpy as np
+from typing import Any, Dict, Tuple
+
 import librosa
-from typing import Dict, Tuple, Any
+import numpy as np
+
 from .audio_processing import calculate_snr
 
-def calculate_duration_score(duration_seconds: float, optimal_min: float = 30.0, optimal_max: float = 120.0) -> float:
+
+def calculate_duration_score(
+    duration_seconds: float, optimal_min: float = 30.0, optimal_max: float = 120.0
+) -> float:
     """
     Calculate duration quality score.
-    
+
     Args:
         duration_seconds: Audio duration in seconds
         optimal_min: Minimum optimal duration
         optimal_max: Maximum optimal duration
-    
+
     Returns:
         Duration score between 0.0 and 1.0
     """
     if duration_seconds <= 0:
         return 0.0
-    
+
     if duration_seconds < 5.0:
         # Too short - poor quality
         return duration_seconds / 5.0 * 0.3
@@ -28,20 +33,23 @@ def calculate_duration_score(duration_seconds: float, optimal_min: float = 30.0,
         return 0.3 + (duration_seconds - 5.0) / (optimal_min - 5.0) * 0.4
     elif duration_seconds <= optimal_max:
         # Optimal range
-        return 0.7 + (duration_seconds - optimal_min) / (optimal_max - optimal_min) * 0.3
+        return (
+            0.7 + (duration_seconds - optimal_min) / (optimal_max - optimal_min) * 0.3
+        )
     else:
         # Longer than optimal - diminishing returns
         excess = duration_seconds - optimal_max
         penalty = min(excess / optimal_max, 0.2)  # Max 0.2 penalty
         return max(1.0 - penalty, 0.8)
 
+
 def calculate_snr_score(snr_db: float) -> float:
     """
     Calculate SNR quality score.
-    
+
     Args:
         snr_db: Signal-to-noise ratio in decibels
-    
+
     Returns:
         SNR score between 0.0 and 1.0
     """
@@ -61,15 +69,14 @@ def calculate_snr_score(snr_db: float) -> float:
         return min(0.9 + (snr_db - 20) / 20.0 * 0.1, 1.0)
 
 
-
 def assess_audio_quality(audio: np.ndarray, sr: int) -> Dict[str, Any]:
     """
     Comprehensive audio quality assessment.
-    
+
     Args:
         audio: Audio signal array
         sr: Sample rate
-    
+
     Returns:
         Dictionary with quality metrics and scores
     """
@@ -77,14 +84,14 @@ def assess_audio_quality(audio: np.ndarray, sr: int) -> Dict[str, Any]:
         # Basic metrics
         duration_seconds = len(audio) / sr
         snr_db = calculate_snr(audio)
-        
+
         # Individual scores
         duration_score = calculate_duration_score(duration_seconds)
         snr_score = calculate_snr_score(snr_db)
-        
+
         # Overall quality (simplified to duration + SNR only)
-        overall_quality = (duration_score * 0.6 + snr_score * 0.4)
-        
+        overall_quality = duration_score * 0.6 + snr_score * 0.4
+
         # Quality level
         if overall_quality >= 0.8:
             quality_level = "Excellent"
@@ -98,27 +105,24 @@ def assess_audio_quality(audio: np.ndarray, sr: int) -> Dict[str, Any]:
         else:
             quality_level = "Poor"
             quality_color = "red"
-        
+
         return {
             # Raw metrics
             "duration_seconds": duration_seconds,
             "snr_db": snr_db,
-            
             # Individual scores
             "duration_score": duration_score,
             "snr_score": snr_score,
-            
             # Overall assessment
             "overall_quality": overall_quality,
             "quality_level": quality_level,
             "quality_color": quality_color,
-            
             # Recommendations
             "recommendations": generate_quality_recommendations(
                 duration_seconds, snr_db, overall_quality
-            )
+            ),
         }
-    
+
     except Exception as e:
         return {
             "duration_seconds": 0.0,
@@ -128,41 +132,46 @@ def assess_audio_quality(audio: np.ndarray, sr: int) -> Dict[str, Any]:
             "overall_quality": 0.0,
             "quality_level": "Error",
             "quality_color": "red",
-            "recommendations": [f"Error assessing quality: {str(e)}"]
+            "recommendations": [f"Error assessing quality: {str(e)}"],
         }
 
+
 def generate_quality_recommendations(
-    duration_seconds: float,
-    snr_db: float,
-    overall_quality: float
+    duration_seconds: float, snr_db: float, overall_quality: float
 ) -> list:
     """
     Generate recommendations for improving audio quality.
-    
+
     Args:
         duration_seconds: Audio duration
         snr_db: Signal-to-noise ratio
         overall_quality: Overall quality score
-    
+
     Returns:
         List of recommendation strings
     """
     recommendations = []
-    
+
     # Duration recommendations
     if duration_seconds < 10:
-        recommendations.append("🎤 Record more audio - at least 30 seconds is recommended")
+        recommendations.append(
+            "🎤 Record more audio - at least 30 seconds is recommended"
+        )
     elif duration_seconds < 30:
         recommendations.append("⏱️ Consider recording more for better speaker model")
     elif duration_seconds > 300:
-        recommendations.append("✂️ Audio is very long - consider using shorter, high-quality segments")
-    
+        recommendations.append(
+            "✂️ Audio is very long - consider using shorter, high-quality segments"
+        )
+
     # SNR recommendations
     if snr_db < 10:
-        recommendations.append("🔇 Reduce background noise - find a quieter environment")
+        recommendations.append(
+            "🔇 Reduce background noise - find a quieter environment"
+        )
     elif snr_db < 15:
         recommendations.append("🎚️ Improve audio quality - move closer to microphone")
-    
+
     # Overall recommendations
     if overall_quality < 0.4:
         recommendations.append("⚠️ Audio quality is poor - consider re-recording")
@@ -170,43 +179,49 @@ def generate_quality_recommendations(
         recommendations.append("📈 Audio quality is acceptable but could be improved")
     elif overall_quality >= 0.8:
         recommendations.append("✅ Excellent audio quality for speaker enrollment!")
-    
+
     # General tips if quality is not excellent
     if overall_quality < 0.8:
-        recommendations.extend([
-            "💡 Tip: Use a consistent distance from microphone",
-            "🏠 Tip: Record in a quiet room with minimal echo",
-            "🎯 Tip: Ensure good microphone positioning"
-        ])
-    
+        recommendations.extend(
+            [
+                "💡 Tip: Use a consistent distance from microphone",
+                "🏠 Tip: Record in a quiet room with minimal echo",
+                "🎯 Tip: Ensure good microphone positioning",
+            ]
+        )
+
     return recommendations
 
-def is_quality_sufficient_for_enrollment(quality_score: float, min_threshold: float = 0.4) -> bool:
+
+def is_quality_sufficient_for_enrollment(
+    quality_score: float, min_threshold: float = 0.4
+) -> bool:
     """
     Check if audio quality is sufficient for speaker enrollment.
-    
+
     Args:
         quality_score: Overall quality score (0.0 to 1.0)
         min_threshold: Minimum acceptable quality threshold
-    
+
     Returns:
         True if quality is sufficient for enrollment
     """
     return quality_score >= min_threshold
 
+
 def get_quality_feedback_message(quality_assessment: Dict[str, Any]) -> str:
     """
     Generate a user-friendly quality feedback message.
-    
+
     Args:
         quality_assessment: Quality assessment dictionary
-    
+
     Returns:
         Formatted feedback message
     """
     quality = quality_assessment["overall_quality"]
     level = quality_assessment["quality_level"]
-    
+
     if quality >= 0.8:
         return f"🎉 {level} quality ({quality:.1%})! Perfect for speaker enrollment."
     elif quality >= 0.6:
@@ -214,4 +229,4 @@ def get_quality_feedback_message(quality_assessment: Dict[str, Any]) -> str:
     elif quality >= 0.4:
         return f"⚠️ {level} quality ({quality:.1%}). May work but consider improving."
     else:
-        return f"❌ {level} quality ({quality:.1%}). Please improve before enrollment."
\ No newline at end of file
+        return f"❌ {level} quality ({quality:.1%}). Please improve before enrollment."
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/transcript_processor.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/transcript_processor.py
index 9fffb962..207ef641 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/transcript_processor.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/transcript_processor.py
@@ -1,228 +1,236 @@
 """Transcript processing utilities for speaker inference."""
 
 import json
-from typing import List, Dict, Any, Optional
 from pathlib import Path
+from typing import Any, Dict, List, Optional
 
 
 class TranscriptProcessor:
     """Utilities for processing and formatting transcript data."""
-    
+
     @staticmethod
     def extract_segments_from_deepgram(response: Any) -> List[Dict[str, Any]]:
         """
         Extract structured segments from Deepgram response.
-        
+
         Args:
             response: Deepgram API response object
-            
+
         Returns:
             List of segment dictionaries with speaker, start, end, text
         """
         segments = []
-        
+
         try:
             # Convert response to dict if needed
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response)
-            
+
             # Extract utterances (which include speaker diarization)
-            if 'results' in response_dict and 'utterances' in response_dict['results']:
-                for utterance in response_dict['results']['utterances']:
-                    segments.append({
-                        'speaker': utterance.get('speaker', 0),
-                        'start': float(utterance.get('start', 0)),
-                        'end': float(utterance.get('end', 0)),
-                        'text': utterance.get('transcript', '').strip()
-                    })
-            
+            if "results" in response_dict and "utterances" in response_dict["results"]:
+                for utterance in response_dict["results"]["utterances"]:
+                    segments.append(
+                        {
+                            "speaker": utterance.get("speaker", 0),
+                            "start": float(utterance.get("start", 0)),
+                            "end": float(utterance.get("end", 0)),
+                            "text": utterance.get("transcript", "").strip(),
+                        }
+                    )
+
             # Sort segments by start time
-            segments.sort(key=lambda x: x['start'])
-            
+            segments.sort(key=lambda x: x["start"])
+
         except Exception as e:
-            raise ValueError(f"Error extracting segments from Deepgram response: {str(e)}")
-        
+            raise ValueError(
+                f"Error extracting segments from Deepgram response: {str(e)}"
+            )
+
         return segments
-    
+
     @staticmethod
     def validate_segments(segments: List[Dict[str, Any]]) -> List[str]:
         """
         Validate transcript segments and return list of issues found.
-        
+
         Args:
             segments: List of segment dictionaries
-            
+
         Returns:
             List of validation error messages
         """
         issues = []
-        
+
         if not segments:
             issues.append("No segments provided")
             return issues
-        
+
         for i, segment in enumerate(segments):
             # Check required fields
-            required_fields = ['speaker', 'start', 'end', 'text']
+            required_fields = ["speaker", "start", "end", "text"]
             for field in required_fields:
                 if field not in segment:
                     issues.append(f"Segment {i+1}: Missing required field '{field}'")
-            
+
             # Check data types and values
             try:
-                start = float(segment.get('start', 0))
-                end = float(segment.get('end', 0))
-                speaker = int(segment.get('speaker', 0))
-                
+                start = float(segment.get("start", 0))
+                end = float(segment.get("end", 0))
+                speaker = int(segment.get("speaker", 0))
+
                 if start < 0:
                     issues.append(f"Segment {i+1}: Start time cannot be negative")
                 if end < 0:
                     issues.append(f"Segment {i+1}: End time cannot be negative")
                 if end <= start:
-                    issues.append(f"Segment {i+1}: End time must be greater than start time")
+                    issues.append(
+                        f"Segment {i+1}: End time must be greater than start time"
+                    )
                 if speaker < 0:
                     issues.append(f"Segment {i+1}: Speaker ID cannot be negative")
-                    
+
             except (ValueError, TypeError):
-                issues.append(f"Segment {i+1}: Invalid numeric values for time or speaker")
-        
+                issues.append(
+                    f"Segment {i+1}: Invalid numeric values for time or speaker"
+                )
+
         return issues
-    
+
     @staticmethod
     def merge_consecutive_segments(
-        segments: List[Dict[str, Any]], 
+        segments: List[Dict[str, Any]],
         max_gap: float = 1.0,
-        same_speaker_only: bool = True
+        same_speaker_only: bool = True,
     ) -> List[Dict[str, Any]]:
         """
         Merge consecutive segments from the same speaker with small gaps.
-        
+
         Args:
             segments: List of segment dictionaries
             max_gap: Maximum gap in seconds to merge across
             same_speaker_only: Only merge segments from the same speaker
-            
+
         Returns:
             List of merged segments
         """
         if not segments:
             return []
-        
+
         # Sort by start time
-        sorted_segments = sorted(segments, key=lambda x: x['start'])
+        sorted_segments = sorted(segments, key=lambda x: x["start"])
         merged = [sorted_segments[0].copy()]
-        
+
         for current in sorted_segments[1:]:
             last_merged = merged[-1]
-            
+
             # Check if we should merge
-            gap = current['start'] - last_merged['end']
-            same_speaker = current['speaker'] == last_merged['speaker']
-            
+            gap = current["start"] - last_merged["end"]
+            same_speaker = current["speaker"] == last_merged["speaker"]
+
             if gap <= max_gap and (not same_speaker_only or same_speaker):
                 # Merge segments
-                last_merged['end'] = current['end']
-                last_merged['text'] += f" {current['text']}"
+                last_merged["end"] = current["end"]
+                last_merged["text"] += f" {current['text']}"
             else:
                 # Add as new segment
                 merged.append(current.copy())
-        
+
         return merged
-    
+
     @staticmethod
     def filter_short_segments(
-        segments: List[Dict[str, Any]], 
-        min_duration: float = 0.5
+        segments: List[Dict[str, Any]], min_duration: float = 0.5
     ) -> List[Dict[str, Any]]:
         """
         Filter out segments shorter than minimum duration.
-        
+
         Args:
             segments: List of segment dictionaries
             min_duration: Minimum segment duration in seconds
-            
+
         Returns:
             List of filtered segments
         """
         return [
-            segment for segment in segments 
-            if (segment['end'] - segment['start']) >= min_duration
+            segment
+            for segment in segments
+            if (segment["end"] - segment["start"]) >= min_duration
         ]
-    
+
     @staticmethod
     def get_speaker_statistics(segments: List[Dict[str, Any]]) -> Dict[str, Any]:
         """
         Calculate statistics about speakers in the transcript.
-        
+
         Args:
             segments: List of segment dictionaries
-            
+
         Returns:
             Dictionary with speaker statistics
         """
         if not segments:
             return {
-                'total_speakers': 0,
-                'total_segments': 0,
-                'total_duration': 0.0,
-                'speaker_breakdown': {}
+                "total_speakers": 0,
+                "total_segments": 0,
+                "total_duration": 0.0,
+                "speaker_breakdown": {},
             }
-        
+
         speaker_stats = {}
-        
+
         for segment in segments:
-            speaker_id = segment['speaker']
-            duration = segment['end'] - segment['start']
-            
+            speaker_id = segment["speaker"]
+            duration = segment["end"] - segment["start"]
+
             if speaker_id not in speaker_stats:
                 speaker_stats[speaker_id] = {
-                    'segments': 0,
-                    'total_duration': 0.0,
-                    'text_length': 0
+                    "segments": 0,
+                    "total_duration": 0.0,
+                    "text_length": 0,
                 }
-            
-            speaker_stats[speaker_id]['segments'] += 1
-            speaker_stats[speaker_id]['total_duration'] += duration
-            speaker_stats[speaker_id]['text_length'] += len(segment.get('text', ''))
-        
-        total_duration = sum(seg['end'] - seg['start'] for seg in segments)
-        
+
+            speaker_stats[speaker_id]["segments"] += 1
+            speaker_stats[speaker_id]["total_duration"] += duration
+            speaker_stats[speaker_id]["text_length"] += len(segment.get("text", ""))
+
+        total_duration = sum(seg["end"] - seg["start"] for seg in segments)
+
         return {
-            'total_speakers': len(speaker_stats),
-            'total_segments': len(segments),
-            'total_duration': total_duration,
-            'speaker_breakdown': speaker_stats
+            "total_speakers": len(speaker_stats),
+            "total_segments": len(segments),
+            "total_duration": total_duration,
+            "speaker_breakdown": speaker_stats,
         }
-    
+
     @staticmethod
     def format_transcript_text(
-        segments: List[Dict[str, Any]], 
+        segments: List[Dict[str, Any]],
         include_timestamps: bool = True,
         include_speaker_ids: bool = True,
-        speaker_names: Optional[Dict[int, str]] = None
+        speaker_names: Optional[Dict[int, str]] = None,
     ) -> str:
         """
         Format segments into a readable transcript text.
-        
+
         Args:
             segments: List of segment dictionaries
             include_timestamps: Whether to include timestamps
             include_speaker_ids: Whether to include speaker identifiers
             speaker_names: Optional mapping of speaker IDs to names
-            
+
         Returns:
             Formatted transcript text
         """
         lines = ["TRANSCRIPT", "=" * 50, ""]
-        
+
         for segment in segments:
-            speaker_id = segment['speaker']
-            text = segment.get('text', '')
-            
+            speaker_id = segment["speaker"]
+            text = segment.get("text", "")
+
             # Determine speaker label
             if speaker_names and speaker_id in speaker_names:
                 speaker_label = speaker_names[speaker_id]
@@ -230,220 +238,220 @@ def format_transcript_text(
                 speaker_label = f"Speaker {speaker_id}"
             else:
                 speaker_label = ""
-            
+
             # Format timestamp
             if include_timestamps:
-                start = segment['start']
-                end = segment['end']
+                start = segment["start"]
+                end = segment["end"]
                 start_min, start_sec = divmod(int(start), 60)
                 end_min, end_sec = divmod(int(end), 60)
-                timestamp = f"[{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]"
+                timestamp = (
+                    f"[{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]"
+                )
             else:
                 timestamp = ""
-            
+
             # Combine parts
             parts = [p for p in [speaker_label, timestamp] if p]
             prefix = " ".join(parts)
-            
+
             if prefix:
                 lines.append(f"{prefix}: {text}")
             else:
                 lines.append(text)
             lines.append("")
-        
+
         return "\n".join(lines)
-    
+
     @staticmethod
     def export_to_json(
-        segments: List[Dict[str, Any]], 
+        segments: List[Dict[str, Any]],
         output_path: str,
-        metadata: Optional[Dict[str, Any]] = None
+        metadata: Optional[Dict[str, Any]] = None,
     ) -> None:
         """
         Export segments to JSON file.
-        
+
         Args:
             segments: List of segment dictionaries
             output_path: Path to output JSON file
             metadata: Optional metadata to include
         """
         data = {
-            'metadata': metadata or {},
-            'segments': segments,
-            'statistics': TranscriptProcessor.get_speaker_statistics(segments)
+            "metadata": metadata or {},
+            "segments": segments,
+            "statistics": TranscriptProcessor.get_speaker_statistics(segments),
         }
-        
+
         output_file = Path(output_path)
         output_file.parent.mkdir(parents=True, exist_ok=True)
-        
-        with open(output_file, 'w', encoding='utf-8') as f:
+
+        with open(output_file, "w", encoding="utf-8") as f:
             json.dump(data, f, indent=2, ensure_ascii=False)
-    
+
     @staticmethod
     def load_from_json(input_path: str) -> Dict[str, Any]:
         """
         Load segments from JSON file.
-        
+
         Args:
             input_path: Path to input JSON file
-            
+
         Returns:
             Dictionary with segments and metadata
         """
-        with open(input_path, 'r', encoding='utf-8') as f:
+        with open(input_path, "r", encoding="utf-8") as f:
             data = json.load(f)
-        
+
         # Validate the loaded data
-        if 'segments' not in data:
+        if "segments" not in data:
             raise ValueError("JSON file must contain 'segments' field")
-        
-        issues = TranscriptProcessor.validate_segments(data['segments'])
+
+        issues = TranscriptProcessor.validate_segments(data["segments"])
         if issues:
             raise ValueError(f"Invalid segments in JSON: {', '.join(issues)}")
-        
+
         return data
-    
+
     @staticmethod
     def convert_to_inference_format(segments: List[Dict[str, Any]]) -> str:
         """
         Convert segments to the format expected by the inference API.
-        
+
         Args:
             segments: List of segment dictionaries
-            
+
         Returns:
             JSON string formatted for inference API
         """
         # Ensure segments have the correct structure
         formatted_segments = []
         for segment in segments:
-            formatted_segments.append({
-                'speaker': int(segment['speaker']),
-                'start': float(segment['start']),
-                'end': float(segment['end']),
-                'text': str(segment.get('text', ''))
-            })
-        
+            formatted_segments.append(
+                {
+                    "speaker": int(segment["speaker"]),
+                    "start": float(segment["start"]),
+                    "end": float(segment["end"]),
+                    "text": str(segment.get("text", "")),
+                }
+            )
+
         return json.dumps(formatted_segments)
-    
+
     @staticmethod
     def extract_words_from_deepgram(response: Any) -> List[Dict[str, Any]]:
         """
         Extract word-level timestamps from Deepgram response for diarize-identify-match.
-        
+
         Args:
             response: Deepgram API response object or dictionary
-            
+
         Returns:
             List of word dictionaries with word, start, end fields
         """
         words = []
-        
+
         try:
             # Convert response to dict if needed
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response) if response else {}
-            
+
             # Navigate to words array: results.channels[0].alternatives[0].words
-            if 'results' in response_dict and 'channels' in response_dict['results']:
-                channels = response_dict['results']['channels']
+            if "results" in response_dict and "channels" in response_dict["results"]:
+                channels = response_dict["results"]["channels"]
                 if channels and len(channels) > 0:
-                    alternatives = channels[0].get('alternatives', [])
+                    alternatives = channels[0].get("alternatives", [])
                     if alternatives and len(alternatives) > 0:
-                        deepgram_words = alternatives[0].get('words', [])
-                        
+                        deepgram_words = alternatives[0].get("words", [])
+
                         for word_data in deepgram_words:
                             # Extract required fields and handle different possible structures
-                            word = word_data.get('word', word_data.get('punctuated_word', ''))
-                            start = float(word_data.get('start', 0.0))
-                            end = float(word_data.get('end', 0.0))
-                            
+                            word = word_data.get(
+                                "word", word_data.get("punctuated_word", "")
+                            )
+                            start = float(word_data.get("start", 0.0))
+                            end = float(word_data.get("end", 0.0))
+
                             if word:  # Only add if word is not empty
-                                words.append({
-                                    'word': word,
-                                    'start': start,
-                                    'end': end
-                                })
-        
+                                words.append({"word": word, "start": start, "end": end})
+
         except Exception as e:
             raise ValueError(f"Error extracting words from Deepgram response: {str(e)}")
-        
+
         return words
-    
+
     @staticmethod
     def format_for_diarize_match_api(response: Any) -> str:
         """
         Format Deepgram response for the diarize-identify-match API endpoint.
-        
+
         Args:
             response: Deepgram API response object or dictionary
-            
+
         Returns:
             JSON string formatted for diarize-identify-match API
         """
         try:
             # Convert response to dict if needed
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response) if response else {}
-            
+
             # Extract words
             words = TranscriptProcessor.extract_words_from_deepgram(response)
-            
+
             # Extract full transcript text
             full_text = ""
-            if 'results' in response_dict and 'channels' in response_dict['results']:
-                channels = response_dict['results']['channels']
+            if "results" in response_dict and "channels" in response_dict["results"]:
+                channels = response_dict["results"]["channels"]
                 if channels and len(channels) > 0:
-                    alternatives = channels[0].get('alternatives', [])
+                    alternatives = channels[0].get("alternatives", [])
                     if alternatives and len(alternatives) > 0:
-                        full_text = alternatives[0].get('transcript', '')
-            
+                        full_text = alternatives[0].get("transcript", "")
+
             # Format for API
-            formatted_data = {
-                'words': words,
-                'text': full_text
-            }
-            
+            formatted_data = {"words": words, "text": full_text}
+
             return json.dumps(formatted_data)
-        
+
         except Exception as e:
-            raise ValueError(f"Error formatting Deepgram response for diarize-match API: {str(e)}")
+            raise ValueError(
+                f"Error formatting Deepgram response for diarize-match API: {str(e)}"
+            )
 
 
 # Convenience functions for common operations
 def quick_process_deepgram_response(response: Any) -> List[Dict[str, Any]]:
     """Quick processing of Deepgram response with common cleanup."""
     processor = TranscriptProcessor()
-    
+
     # Extract segments
     segments = processor.extract_segments_from_deepgram(response)
-    
+
     # Filter short segments
     segments = processor.filter_short_segments(segments, min_duration=0.5)
-    
+
     # Merge consecutive segments from same speaker
     segments = processor.merge_consecutive_segments(segments, max_gap=1.0)
-    
+
     return segments
 
 
 def create_formatted_transcript(
-    segments: List[Dict[str, Any]], 
-    speaker_names: Optional[Dict[int, str]] = None
+    segments: List[Dict[str, Any]], speaker_names: Optional[Dict[int, str]] = None
 ) -> str:
     """Create a nicely formatted transcript with speaker names."""
     processor = TranscriptProcessor()
     return processor.format_transcript_text(
-        segments, 
+        segments,
         include_timestamps=True,
         include_speaker_ids=True,
-        speaker_names=speaker_names
-    )
\ No newline at end of file
+        speaker_names=speaker_names,
+    )
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/visualization.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/visualization.py
index 4ba8a392..1df25248 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/visualization.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/visualization.py
@@ -1,26 +1,28 @@
 """Visualization utilities for audio and speaker data."""
 
-import numpy as np
+from typing import Any, Dict, List, Optional, Tuple
+
 import librosa
-import plotly.graph_objects as go
+import numpy as np
+import pandas as pd
 import plotly.express as px
+import plotly.graph_objects as go
 from plotly.subplots import make_subplots
-from typing import Tuple, List, Dict, Any, Optional
-import pandas as pd
-from sklearn.manifold import TSNE
 from sklearn.decomposition import PCA
+from sklearn.manifold import TSNE
+
 
 def create_waveform_plot(
-    audio: np.ndarray, 
-    sr: int, 
+    audio: np.ndarray,
+    sr: int,
     title: str = "Audio Waveform",
     height: int = 400,
     segments: List[Tuple[float, float]] = None,
-    segment_colors: List[str] = None
+    segment_colors: List[str] = None,
 ) -> go.Figure:
     """
     Create an interactive waveform plot using Plotly with optional segment overlays.
-    
+
     Args:
         audio: Audio signal array
         sr: Sample rate
@@ -28,88 +30,95 @@ def create_waveform_plot(
         height: Plot height in pixels
         segments: Optional list of (start_time, end_time) tuples for segment overlays
         segment_colors: Optional list of colors for segment overlays
-    
+
     Returns:
         Plotly figure object
     """
     # Create time axis
     time = np.linspace(0, len(audio) / sr, len(audio))
-    
+
     # Downsample for display if audio is too long
     max_points = 10000
     if len(audio) > max_points:
         step = len(audio) // max_points
         audio = audio[::step]
         time = time[::step]
-    
+
     fig = go.Figure()
-    
-    fig.add_trace(go.Scatter(
-        x=time,
-        y=audio,
-        mode='lines',
-        name='Waveform',
-        line=dict(color='#1f77b4', width=1),
-        hovertemplate='Time: %{x:.2f}s<br>Amplitude: %{y:.3f}<extra></extra>'
-    ))
-    
+
+    fig.add_trace(
+        go.Scatter(
+            x=time,
+            y=audio,
+            mode="lines",
+            name="Waveform",
+            line=dict(color="#1f77b4", width=1),
+            hovertemplate="Time: %{x:.2f}s<br>Amplitude: %{y:.3f}<extra></extra>",
+        )
+    )
+
     # Add segment overlays if provided
     if segments:
         if segment_colors is None:
-            segment_colors = px.colors.qualitative.Set3[:len(segments)]
-        
+            segment_colors = px.colors.qualitative.Set3[: len(segments)]
+
         for i, (start, end) in enumerate(segments):
             color = segment_colors[i % len(segment_colors)]
             # Add semi-transparent rectangle overlay
             fig.add_shape(
                 type="rect",
-                x0=start, x1=end,
-                y0=min(audio), y1=max(audio),
+                x0=start,
+                x1=end,
+                y0=min(audio),
+                y1=max(audio),
                 fillcolor=color,
                 opacity=0.3,
                 layer="below",
                 line_width=0,
             )
             # Add invisible scatter plot for click detection
-            fig.add_trace(go.Scatter(
-                x=[start, end],
-                y=[0, 0],
-                mode='markers',
-                marker=dict(size=10, opacity=0),
-                name=f'Segment {i+1}',
-                customdata=[[i, start, end], [i, start, end]],
-                hovertemplate=f'Segment {i+1}<br>Start: {start:.2f}s<br>End: {end:.2f}s<br><i>Click to play</i><extra></extra>',
-                showlegend=False
-            ))
-    
+            fig.add_trace(
+                go.Scatter(
+                    x=[start, end],
+                    y=[0, 0],
+                    mode="markers",
+                    marker=dict(size=10, opacity=0),
+                    name=f"Segment {i+1}",
+                    customdata=[[i, start, end], [i, start, end]],
+                    hovertemplate=f"Segment {i+1}<br>Start: {start:.2f}s<br>End: {end:.2f}s<br><i>Click to play</i><extra></extra>",
+                    showlegend=False,
+                )
+            )
+
     fig.update_layout(
         title=title,
         xaxis_title="Time (seconds)",
         yaxis_title="Amplitude",
         height=height,
-        hovermode='x unified',
-        showlegend=False
+        hovermode="x unified",
+        showlegend=False,
     )
-    
+
     # Enable selection for segment picking
     fig.update_layout(
-        dragmode='select',
-        selectdirection='h'  # 'h' for horizontal, 'v' for vertical, 'd' for diagonal, 'any' for any direction
+        dragmode="select",
+        selectdirection="h",  # 'h' for horizontal, 'v' for vertical, 'd' for diagonal, 'any' for any direction
     )
-    
+
     return fig
 
+
 def create_spectrogram_plot(
-    audio: np.ndarray, 
-    sr: int, 
+    audio: np.ndarray,
+    sr: int,
     title: str = "Spectrogram",
     height: int = 400,
     n_fft: int = 2048,
-    hop_length: int = 512
+    hop_length: int = 512,
 ) -> go.Figure:
     """
     Create an interactive spectrogram plot.
-    
+
     Args:
         audio: Audio signal array
         sr: Sample rate
@@ -117,47 +126,52 @@ def create_spectrogram_plot(
         height: Plot height in pixels
         n_fft: FFT window size
         hop_length: Hop length for STFT
-    
+
     Returns:
         Plotly figure object
     """
     # Compute spectrogram
     D = librosa.stft(audio, n_fft=n_fft, hop_length=hop_length)
     magnitude_db = librosa.amplitude_to_db(np.abs(D), ref=np.max)
-    
+
     # Create frequency and time axes
     freqs = librosa.fft_frequencies(sr=sr, n_fft=n_fft)
-    times = librosa.frames_to_time(np.arange(magnitude_db.shape[1]), sr=sr, hop_length=hop_length)
-    
-    fig = go.Figure(data=go.Heatmap(
-        z=magnitude_db,
-        x=times,
-        y=freqs,
-        colorscale='Viridis',
-        hovertemplate='Time: %{x:.2f}s<br>Frequency: %{y:.0f}Hz<br>Magnitude: %{z:.1f}dB<extra></extra>',
-        name='Spectrogram'
-    ))
-    
+    times = librosa.frames_to_time(
+        np.arange(magnitude_db.shape[1]), sr=sr, hop_length=hop_length
+    )
+
+    fig = go.Figure(
+        data=go.Heatmap(
+            z=magnitude_db,
+            x=times,
+            y=freqs,
+            colorscale="Viridis",
+            hovertemplate="Time: %{x:.2f}s<br>Frequency: %{y:.0f}Hz<br>Magnitude: %{z:.1f}dB<extra></extra>",
+            name="Spectrogram",
+        )
+    )
+
     fig.update_layout(
         title=title,
         xaxis_title="Time (seconds)",
         yaxis_title="Frequency (Hz)",
-        height=height
+        height=height,
     )
-    
+
     return fig
 
+
 def create_segment_timeline(
-    segments: List[Tuple[float, float]], 
+    segments: List[Tuple[float, float]],
     labels: List[str] = None,
     colors: List[str] = None,
     total_duration: float = None,
     height: int = 200,
-    clickable: bool = True
+    clickable: bool = True,
 ) -> go.Figure:
     """
     Create a timeline visualization of audio segments with optional click interaction.
-    
+
     Args:
         segments: List of (start_time, end_time) tuples
         labels: List of segment labels
@@ -165,7 +179,7 @@ def create_segment_timeline(
         total_duration: Total audio duration
         height: Plot height in pixels
         clickable: Whether segments should be clickable
-    
+
     Returns:
         Plotly figure object
     """
@@ -173,231 +187,248 @@ def create_segment_timeline(
         fig = go.Figure()
         fig.update_layout(title="No segments to display", height=height)
         return fig
-    
+
     if labels is None:
         labels = [f"Segment {i+1}" for i in range(len(segments))]
-    
+
     if colors is None:
-        colors = px.colors.qualitative.Set3[:len(segments)]
+        colors = px.colors.qualitative.Set3[: len(segments)]
         if len(segments) > len(colors):
             colors = colors * (len(segments) // len(colors) + 1)
-    
+
     fig = go.Figure()
-    
+
     for i, (start, end) in enumerate(segments):
         # Add custom data for click detection
         custom_data = [i, start, end] if clickable else None
-        hover_text = f'{labels[i]}<br>Start: {start:.2f}s<br>End: {end:.2f}s<br>Duration: {end-start:.2f}s'
+        hover_text = f"{labels[i]}<br>Start: {start:.2f}s<br>End: {end:.2f}s<br>Duration: {end-start:.2f}s"
         if clickable:
-            hover_text += '<br><i>Click to play audio</i>'
-        
-        fig.add_trace(go.Scatter(
-            x=[start, end, end, start, start],
-            y=[i, i, i+0.8, i+0.8, i],
-            fill='toself',
-            fillcolor=colors[i],
-            line=dict(color=colors[i], width=2),
-            name=labels[i],
-            customdata=[custom_data] * 5 if clickable else None,
-            hovertemplate=hover_text + '<extra></extra>',
-            mode='lines+markers' if clickable else 'lines'
-        ))
-    
+            hover_text += "<br><i>Click to play audio</i>"
+
+        fig.add_trace(
+            go.Scatter(
+                x=[start, end, end, start, start],
+                y=[i, i, i + 0.8, i + 0.8, i],
+                fill="toself",
+                fillcolor=colors[i],
+                line=dict(color=colors[i], width=2),
+                name=labels[i],
+                customdata=[custom_data] * 5 if clickable else None,
+                hovertemplate=hover_text + "<extra></extra>",
+                mode="lines+markers" if clickable else "lines",
+            )
+        )
+
     # Set axis properties
     if total_duration:
         x_range = [0, total_duration]
     else:
         x_range = [0, max(end for _, end in segments)]
-    
+
     fig.update_layout(
         title="Audio Segments Timeline",
         xaxis_title="Time (seconds)",
         yaxis_title="Segments",
         height=height,
         xaxis=dict(range=x_range),
-        yaxis=dict(range=[-0.5, len(segments) - 0.5], tickmode='array', tickvals=list(range(len(segments))), ticktext=labels),
-        showlegend=False
+        yaxis=dict(
+            range=[-0.5, len(segments) - 0.5],
+            tickmode="array",
+            tickvals=list(range(len(segments))),
+            ticktext=labels,
+        ),
+        showlegend=False,
     )
-    
+
     return fig
 
+
 def create_speaker_similarity_matrix(
-    similarity_matrix: np.ndarray, 
+    similarity_matrix: np.ndarray,
     speaker_names: List[str],
-    title: str = "Speaker Similarity Matrix"
+    title: str = "Speaker Similarity Matrix",
 ) -> go.Figure:
     """
     Create a heatmap of speaker similarity scores.
-    
+
     Args:
         similarity_matrix: Square matrix of similarity scores
         speaker_names: List of speaker names
         title: Plot title
-    
+
     Returns:
         Plotly figure object
     """
-    fig = go.Figure(data=go.Heatmap(
-        z=similarity_matrix,
-        x=speaker_names,
-        y=speaker_names,
-        colorscale='RdYlBu_r',
-        zmid=0.5,
-        hovertemplate='%{y} vs %{x}<br>Similarity: %{z:.3f}<extra></extra>',
-        colorbar=dict(title="Similarity Score")
-    ))
-    
-    fig.update_layout(
-        title=title,
-        xaxis_title="Speaker",
-        yaxis_title="Speaker"
+    fig = go.Figure(
+        data=go.Heatmap(
+            z=similarity_matrix,
+            x=speaker_names,
+            y=speaker_names,
+            colorscale="RdYlBu_r",
+            zmid=0.5,
+            hovertemplate="%{y} vs %{x}<br>Similarity: %{z:.3f}<extra></extra>",
+            colorbar=dict(title="Similarity Score"),
+        )
     )
-    
+
+    fig.update_layout(title=title, xaxis_title="Speaker", yaxis_title="Speaker")
+
     return fig
 
+
 def create_embedding_visualization(
-    embeddings: np.ndarray, 
+    embeddings: np.ndarray,
     speaker_names: List[str],
     method: str = "tsne",
-    title: str = "Speaker Embeddings Visualization"
+    title: str = "Speaker Embeddings Visualization",
 ) -> go.Figure:
     """
     Create 2D visualization of speaker embeddings.
-    
+
     Args:
         embeddings: Array of speaker embeddings (n_speakers, embedding_dim)
         speaker_names: List of speaker names
         method: Dimensionality reduction method ('tsne' or 'pca')
         title: Plot title
-    
+
     Returns:
         Plotly figure object
     """
     if method == "tsne":
-        reducer = TSNE(n_components=2, random_state=42, perplexity=min(30, len(embeddings)-1))
+        reducer = TSNE(
+            n_components=2, random_state=42, perplexity=min(30, len(embeddings) - 1)
+        )
     else:  # PCA
         reducer = PCA(n_components=2, random_state=42)
-    
+
     # Reduce dimensionality
     embeddings_2d = reducer.fit_transform(embeddings)
-    
+
     # Create DataFrame for easier plotting
-    df = pd.DataFrame({
-        'x': embeddings_2d[:, 0],
-        'y': embeddings_2d[:, 1],
-        'speaker': speaker_names
-    })
-    
+    df = pd.DataFrame(
+        {"x": embeddings_2d[:, 0], "y": embeddings_2d[:, 1], "speaker": speaker_names}
+    )
+
     fig = px.scatter(
-        df, 
-        x='x', 
-        y='y', 
-        color='speaker',
-        title=title,
-        hover_data=['speaker']
+        df, x="x", y="y", color="speaker", title=title, hover_data=["speaker"]
     )
-    
+
     fig.update_layout(
         xaxis_title=f"{method.upper()} Component 1",
-        yaxis_title=f"{method.upper()} Component 2"
+        yaxis_title=f"{method.upper()} Component 2",
     )
-    
+
     return fig
 
+
 def create_quality_metrics_plot(
-    metrics: Dict[str, List[float]], 
+    metrics: Dict[str, List[float]],
     speaker_names: List[str],
-    title: str = "Speaker Quality Metrics"
+    title: str = "Speaker Quality Metrics",
 ) -> go.Figure:
     """
     Create a plot showing quality metrics for speakers.
-    
+
     Args:
         metrics: Dictionary with metric names as keys and lists of values
         speaker_names: List of speaker names
         title: Plot title
-    
+
     Returns:
         Plotly figure object
     """
     fig = go.Figure()
-    
+
     colors = px.colors.qualitative.Set1
-    
+
     for i, (metric_name, values) in enumerate(metrics.items()):
-        fig.add_trace(go.Bar(
-            name=metric_name,
-            x=speaker_names,
-            y=values,
-            marker_color=colors[i % len(colors)],
-            hovertemplate=f'{metric_name}: %{{y:.2f}}<extra></extra>'
-        ))
-    
+        fig.add_trace(
+            go.Bar(
+                name=metric_name,
+                x=speaker_names,
+                y=values,
+                marker_color=colors[i % len(colors)],
+                hovertemplate=f"{metric_name}: %{{y:.2f}}<extra></extra>",
+            )
+        )
+
     fig.update_layout(
-        title=title,
-        xaxis_title="Speaker",
-        yaxis_title="Score",
-        barmode='group'
+        title=title, xaxis_title="Speaker", yaxis_title="Score", barmode="group"
     )
-    
+
     return fig
 
+
 def create_audio_stats_plot(
     durations: List[float],
-    snr_values: List[float], 
+    snr_values: List[float],
     quality_scores: List[float],
     speaker_names: List[str],
-    title: str = "Audio Quality Statistics"
+    title: str = "Audio Quality Statistics",
 ) -> go.Figure:
     """
     Create subplots showing various audio quality statistics.
-    
+
     Args:
         durations: List of audio durations in seconds
         snr_values: List of SNR values in dB
         quality_scores: List of overall quality scores (0-1)
         speaker_names: List of speaker names
         title: Plot title
-    
+
     Returns:
         Plotly figure object with subplots
     """
     fig = make_subplots(
-        rows=2, cols=2,
-        subplot_titles=('Duration (seconds)', 'SNR (dB)', 'Quality Score', 'Quality Distribution'),
-        specs=[[{"type": "bar"}, {"type": "bar"}],
-               [{"type": "bar"}, {"type": "histogram"}]]
+        rows=2,
+        cols=2,
+        subplot_titles=(
+            "Duration (seconds)",
+            "SNR (dB)",
+            "Quality Score",
+            "Quality Distribution",
+        ),
+        specs=[
+            [{"type": "bar"}, {"type": "bar"}],
+            [{"type": "bar"}, {"type": "histogram"}],
+        ],
     )
-    
+
     # Duration plot
     fig.add_trace(
-        go.Bar(x=speaker_names, y=durations, name='Duration', marker_color='lightblue'),
-        row=1, col=1
+        go.Bar(x=speaker_names, y=durations, name="Duration", marker_color="lightblue"),
+        row=1,
+        col=1,
     )
-    
+
     # SNR plot
     fig.add_trace(
-        go.Bar(x=speaker_names, y=snr_values, name='SNR', marker_color='lightgreen'),
-        row=1, col=2
+        go.Bar(x=speaker_names, y=snr_values, name="SNR", marker_color="lightgreen"),
+        row=1,
+        col=2,
     )
-    
+
     # Quality score plot
     fig.add_trace(
-        go.Bar(x=speaker_names, y=quality_scores, name='Quality Score', marker_color='lightcoral'),
-        row=2, col=1
+        go.Bar(
+            x=speaker_names,
+            y=quality_scores,
+            name="Quality Score",
+            marker_color="lightcoral",
+        ),
+        row=2,
+        col=1,
     )
-    
+
     # Quality distribution histogram
     fig.add_trace(
-        go.Histogram(x=quality_scores, name='Quality Distribution', marker_color='gold'),
-        row=2, col=2
+        go.Histogram(
+            x=quality_scores, name="Quality Distribution", marker_color="gold"
+        ),
+        row=2,
+        col=2,
     )
-    
-    fig.update_layout(
-        title_text=title,
-        showlegend=False,
-        height=600
-    )
-    
-    return fig
 
+    fig.update_layout(title_text=title, showlegend=False, height=600)
+
+    return fig
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/youtube_transcriber.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/youtube_transcriber.py
index 5571a00f..2355409f 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/youtube_transcriber.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/youtube_transcriber.py
@@ -11,100 +11,115 @@
 from pydub import AudioSegment
 
 # Import caching utilities
-from simple_speaker_recognition.utils.cache_manager import get_cached_deepgram_response, cache_deepgram_response
+from simple_speaker_recognition.utils.cache_manager import (
+    cache_deepgram_response,
+    get_cached_deepgram_response,
+)
 
 # Configure logging
 logging.basicConfig(
     level=logging.INFO,
-    format='%(asctime)s - %(levelname)s - %(message)s',
-    handlers=[
-        logging.FileHandler('transcription.log'),
-        logging.StreamHandler()
-    ]
+    format="%(asctime)s - %(levelname)s - %(message)s",
+    handlers=[logging.FileHandler("transcription.log"), logging.StreamHandler()],
 )
 
 
 class YouTubeTranscriber:
-    def __init__(self, deepgram_api_key: str, options: dict[str,str] | None = None):
+    def __init__(self, deepgram_api_key: str, options: dict[str, str] | None = None):
         self.deepgram_api_key = deepgram_api_key
         self.options = options or {}
         self.deepgram = DeepgramClient(deepgram_api_key)
         self.logger = logging.getLogger(__name__)
-        
+
     def sanitize_filename(self, title: str) -> str:
         """Sanitize YouTube title for use as filename"""
         # Remove invalid characters and limit length
-        sanitized = re.sub(r'[<>:"/\\|?*]', '', title)
-        sanitized = re.sub(r'\s+', '-', sanitized.strip())
+        sanitized = re.sub(r'[<>:"/\\|?*]', "", title)
+        sanitized = re.sub(r"\s+", "-", sanitized.strip())
         return sanitized[:50]  # Limit length
-    
+
     def download_audio(self, url: str) -> Tuple[str, str]:
         """Download audio from YouTube URL and return audio path and title"""
         try:
             self.logger.info(f"Starting audio download from: {url}")
-            
+
             # Configure yt-dlp options for audio extraction with fallback formats
             ydl_opts = {
-                'format': 'bestaudio/best',  # Fallback to best if bestaudio fails
-                'postprocessors': [{
-                    'key': 'FFmpegExtractAudio',
-                    'preferredcodec': 'wav',
-                    'preferredquality': '192',
-                }],
-                'postprocessor_args': ['-ar', '16000', '-ac', '1', '-acodec', 'pcm_s16le'],
-                'outtmpl': '%(title)s.%(ext)s',
-                'quiet': True,
-                'ignoreerrors': False,
+                "format": "bestaudio/best",  # Fallback to best if bestaudio fails
+                "postprocessors": [
+                    {
+                        "key": "FFmpegExtractAudio",
+                        "preferredcodec": "wav",
+                        "preferredquality": "192",
+                    }
+                ],
+                "postprocessor_args": [
+                    "-ar",
+                    "16000",
+                    "-ac",
+                    "1",
+                    "-acodec",
+                    "pcm_s16le",
+                ],
+                "outtmpl": "%(title)s.%(ext)s",
+                "quiet": True,
+                "ignoreerrors": False,
             }
-            
+
             with yt_dlp.YoutubeDL(ydl_opts) as ydl:
                 # Extract info first to get title
                 self.logger.info("Extracting video information...")
                 info = ydl.extract_info(url, download=False)
-                title = self.sanitize_filename(info['title'])
-                duration = info.get('duration', 0)
-                
+                title = self.sanitize_filename(info["title"])
+                duration = info.get("duration", 0)
+
                 self.logger.info(f"Video title: {info['title']}")
                 self.logger.info(f"Sanitized filename: {title}")
-                self.logger.info(f"Duration: {duration} seconds ({duration/60:.1f} minutes)")
-                
+                self.logger.info(
+                    f"Duration: {duration} seconds ({duration/60:.1f} minutes)"
+                )
+
                 # Update output template with sanitized title
-                ydl_opts['outtmpl'] = f'{title}.%(ext)s'
-                
+                ydl_opts["outtmpl"] = f"{title}.%(ext)s"
+
                 # Download the audio
                 self.logger.info("Downloading and converting audio...")
                 with yt_dlp.YoutubeDL(ydl_opts) as ydl_download:
                     ydl_download.download([url])
-            
+
             audio_path = f"{title}.wav"
-            
+
             # Verify the file was created
             if not os.path.exists(audio_path):
                 raise FileNotFoundError(f"Audio file was not created: {audio_path}")
-                
+
             file_size = os.path.getsize(audio_path)
-            self.logger.info(f"Audio download completed: {audio_path} (size: {file_size:,} bytes)")
-            
+            self.logger.info(
+                f"Audio download completed: {audio_path} (size: {file_size:,} bytes)"
+            )
+
             return audio_path, title
-            
+
         except Exception as e:
-            self.logger.error(f"Audio download failed for {url}: {str(e)}", exc_info=True)
+            self.logger.error(
+                f"Audio download failed for {url}: {str(e)}", exc_info=True
+            )
             raise
-    
+
     def segment_audio(self, audio_path: str, title: str) -> List[str]:
         """Segment audio into 10-minute chunks if needed"""
         try:
             self.logger.info(f"Starting audio segmentation for: {audio_path}")
-            
+
             audio = AudioSegment.from_wav(audio_path)
             duration_ms = len(audio)
             duration_minutes = duration_ms / (60 * 1000)
             segment_duration_ms = 10 * 60 * 1000  # 10 minutes in milliseconds
-            
+
             self.logger.info(f"Audio duration: {duration_minutes:.1f} minutes")
-            
+
             segments = []
-            
+
             if duration_ms <= segment_duration_ms:
                 # Audio is 10 minutes or less, rename to include segment number
                 new_path = f"{title}-1.wav"
@@ -113,41 +128,57 @@ def segment_audio(self, audio_path: str, title: str) -> List[str]:
                 self.logger.info(f"Audio is ≤10 minutes, renamed to: {new_path}")
             else:
                 # Split into 10-minute segments
-                num_segments = (duration_ms + segment_duration_ms - 1) // segment_duration_ms
-                self.logger.info(f"Splitting into {num_segments} segments of ~10 minutes each")
-                
+                num_segments = (
+                    duration_ms + segment_duration_ms - 1
+                ) // segment_duration_ms
+                self.logger.info(
+                    f"Splitting into {num_segments} segments of ~10 minutes each"
+                )
+
                 for i in range(num_segments):
                     start_ms = i * segment_duration_ms
                     end_ms = min((i + 1) * segment_duration_ms, duration_ms)
-                    
+
                     segment = audio[start_ms:end_ms]
                     segment_path = f"{title}-{i + 1}.wav"
-                    
-                    self.logger.info(f"Creating segment {i + 1}/{num_segments}: {segment_path}")
-                    segment.export(segment_path, format="wav", parameters=["-ar", "16000", "-ac", "1"])
+
+                    self.logger.info(
+                        f"Creating segment {i + 1}/{num_segments}: {segment_path}"
+                    )
+                    segment.export(
+                        segment_path,
+                        format="wav",
+                        parameters=["-ar", "16000", "-ac", "1"],
+                    )
                     segments.append(segment_path)
-                
+
                 # Remove original file
                 os.remove(audio_path)
                 self.logger.info("Removed original audio file after segmentation")
-            
+
             return segments
-            
+
         except Exception as e:
-            self.logger.error(f"Audio segmentation failed for {audio_path}: {str(e)}", exc_info=True)
+            self.logger.error(
+                f"Audio segmentation failed for {audio_path}: {str(e)}", exc_info=True
+            )
             raise
-    
-    def transcribe_audio(self, audio_path: str, use_cache: bool = True, diarize: bool = True) -> dict:
+
+    def transcribe_audio(
+        self, audio_path: str, use_cache: bool = True, diarize: bool = True
+    ) -> dict:
         """Transcribe audio using Deepgram Nova-3 with diarization, with caching support"""
         try:
             # Validate file exists and is readable
             if not os.path.exists(audio_path):
                 self.logger.error(f"Audio file not found: {audio_path}")
                 return None
-                
+
             file_size = os.path.getsize(audio_path)
-            self.logger.info(f"Starting transcription of {audio_path} (size: {file_size:,} bytes)")
-            
+            self.logger.info(
+                f"Starting transcription of {audio_path} (size: {file_size:,} bytes)"
+            )
+
             # Create parameters for cache key
             api_params = {
                 "model": "nova-3",
@@ -159,31 +190,32 @@ def transcribe_audio(self, audio_path: str, use_cache: bool = True, diarize: boo
                 "utterances": diarize,  # Only use utterances if diarizing
                 "paragraphs": True,
             }
-            
+
             # Check cache first if enabled
             if use_cache:
                 self.logger.info(f"Checking cache for {audio_path}")
                 cached_response = get_cached_deepgram_response(audio_path, api_params)
                 if cached_response:
                     self.logger.info(f"✅ Found cached transcription for {audio_path}")
+
                     # Create a mock response object that behaves like Deepgram response
                     class CachedResponse:
                         def __init__(self, data):
-                            self.results = data.get('results')
+                            self.results = data.get("results")
                             self._data = data
-                        
+
                         def to_dict(self):
                             return self._data
-                    
+
                     return CachedResponse(cached_response)
-            
+
             # Read audio file for API call
             with open(audio_path, "rb") as audio_file:
                 buffer_data = audio_file.read()
-            
+
             # Create proper source object for Deepgram SDK
             source = {"buffer": buffer_data}
-            
+
             options = PrerecordedOptions(
                 model="nova-3",
                 diarize=diarize,
@@ -194,98 +226,118 @@ def to_dict(self):
                 utterances=diarize,  # Only use utterances if diarizing
                 paragraphs=True,
             )
-            
-            self.logger.info(f"💸 Making Deepgram API call for {audio_path} (no cache found)")
-            
+
+            self.logger.info(
+                f"💸 Making Deepgram API call for {audio_path} (no cache found)"
+            )
+
             # Use the correct API method for latest SDK - sync version
             response = self.deepgram.listen.rest.v("1").transcribe_file(
                 source=source, options=options
             )
-            
-            if response and hasattr(response, 'results'):
-                self.logger.info(f"Transcription completed successfully for {audio_path}")
-                
+
+            if response and hasattr(response, "results"):
+                self.logger.info(
+                    f"Transcription completed successfully for {audio_path}"
+                )
+
                 # Cache the response if caching is enabled
                 if use_cache:
                     try:
-                        cache_key = cache_deepgram_response(audio_path, response, api_params)
-                        self.logger.info(f"💾 Cached transcription response with key: {cache_key}")
+                        cache_key = cache_deepgram_response(
+                            audio_path, response, api_params
+                        )
+                        self.logger.info(
+                            f"💾 Cached transcription response with key: {cache_key}"
+                        )
                     except Exception as cache_error:
-                        self.logger.warning(f"Failed to cache response: {str(cache_error)}")
-                
+                        self.logger.warning(
+                            f"Failed to cache response: {str(cache_error)}"
+                        )
+
                 return response
             else:
                 self.logger.error(f"Invalid response received for {audio_path}")
                 return None
-            
+
         except Exception as e:
-            self.logger.error(f"Transcription error for {audio_path}: {str(e)}", exc_info=True)
+            self.logger.error(
+                f"Transcription error for {audio_path}: {str(e)}", exc_info=True
+            )
             return None
-    
+
     def save_raw_json(self, response, title: str, segment_num: int):
         """Save raw Deepgram response as JSON"""
         try:
             raw_json_dir = Path("_raw_json")
             raw_json_dir.mkdir(exist_ok=True)
-            
+
             filename = f"{title}-{segment_num}.json"
             filepath = raw_json_dir / filename
-            
+
             # Convert Deepgram response to dictionary
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response)
-            
-            with open(filepath, 'w') as f:
+
+            with open(filepath, "w") as f:
                 json.dump(response_dict, f, indent=2)
-                
+
             self.logger.info(f"Saved raw JSON to: {filepath}")
-            
+
         except Exception as e:
-            self.logger.error(f"Failed to save raw JSON for {title}-{segment_num}: {str(e)}", exc_info=True)
-    
+            self.logger.error(
+                f"Failed to save raw JSON for {title}-{segment_num}: {str(e)}",
+                exc_info=True,
+            )
+
     def format_transcript(self, response, title: str, segment_num: int):
         """Format transcript with speaker info and timestamps"""
         try:
             # Convert response to dict if needed
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response)
-                
-            if not response_dict or 'results' not in response_dict:
-                self.logger.warning(f"No results found in response for {title}-{segment_num}")
+
+            if not response_dict or "results" not in response_dict:
+                self.logger.warning(
+                    f"No results found in response for {title}-{segment_num}"
+                )
                 return
-        
+
             output_dir = Path("output")
             output_dir.mkdir(exist_ok=True)
-            
+
             filename = f"{title}-{segment_num}-transcript.txt"
             filepath = output_dir / filename
-            
-            with open(filepath, 'w') as f:
+
+            with open(filepath, "w") as f:
                 f.write(f"Transcript: {title} - Segment {segment_num}\n")
                 f.write("=" * 50 + "\n\n")
-                
+
                 # Use word-level speaker changes for better formatting (like our working approach)
-                if 'channels' in response_dict['results'] and response_dict['results']['channels']:
-                    channels = response_dict['results']['channels']
-                    if channels and 'alternatives' in channels[0]:
-                        words = channels[0]['alternatives'][0].get('words', [])
-                        
+                if (
+                    "channels" in response_dict["results"]
+                    and response_dict["results"]["channels"]
+                ):
+                    channels = response_dict["results"]["channels"]
+                    if channels and "alternatives" in channels[0]:
+                        words = channels[0]["alternatives"][0].get("words", [])
+
                         if words:
                             # Group words by speaker changes for cleaner output
                             current_speaker = None
                             current_segment = []
-                            
+
                             for word in words:
-                                speaker = word.get('speaker', 0)
-                                
+                                speaker = word.get("speaker", 0)
+
                                 if current_speaker is None:
                                     current_speaker = speaker
                                     current_segment = [word]
@@ -294,74 +346,99 @@ def format_transcript(self, response, title: str, segment_num: int):
                                 else:
                                     # Speaker change - write current segment
                                     if current_segment:
-                                        start_time = current_segment[0].get('start', 0)
-                                        end_time = current_segment[-1].get('end', 0)
-                                        text = ' '.join([w.get('punctuated_word', w.get('word', '')) for w in current_segment])
-                                        
+                                        start_time = current_segment[0].get("start", 0)
+                                        end_time = current_segment[-1].get("end", 0)
+                                        text = " ".join(
+                                            [
+                                                w.get(
+                                                    "punctuated_word", w.get("word", "")
+                                                )
+                                                for w in current_segment
+                                            ]
+                                        )
+
                                         # Format time as MM:SS
-                                        start_min, start_sec = divmod(int(start_time), 60)
+                                        start_min, start_sec = divmod(
+                                            int(start_time), 60
+                                        )
                                         end_min, end_sec = divmod(int(end_time), 60)
-                                        
-                                        f.write(f"Speaker {current_speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n")
-                                    
+
+                                        f.write(
+                                            f"Speaker {current_speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n"
+                                        )
+
                                     # Start new segment
                                     current_speaker = speaker
                                     current_segment = [word]
-                            
+
                             # Write final segment
                             if current_segment:
-                                start_time = current_segment[0].get('start', 0)
-                                end_time = current_segment[-1].get('end', 0)
-                                text = ' '.join([w.get('punctuated_word', w.get('word', '')) for w in current_segment])
-                                
+                                start_time = current_segment[0].get("start", 0)
+                                end_time = current_segment[-1].get("end", 0)
+                                text = " ".join(
+                                    [
+                                        w.get("punctuated_word", w.get("word", ""))
+                                        for w in current_segment
+                                    ]
+                                )
+
                                 start_min, start_sec = divmod(int(start_time), 60)
                                 end_min, end_sec = divmod(int(end_time), 60)
-                                
-                                f.write(f"Speaker {current_speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n")
-                        
+
+                                f.write(
+                                    f"Speaker {current_speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n"
+                                )
+
                         # Fallback to basic transcript if no words
-                        elif 'transcript' in channels[0]['alternatives'][0]:
-                            f.write(f"Transcript: {channels[0]['alternatives'][0]['transcript']}\n\n")
-                
+                        elif "transcript" in channels[0]["alternatives"][0]:
+                            f.write(
+                                f"Transcript: {channels[0]['alternatives'][0]['transcript']}\n\n"
+                            )
+
                 # Fallback for utterances if they exist (legacy support)
-                elif 'utterances' in response_dict['results']:
-                    for utterance in response_dict['results']['utterances']:
-                        speaker = utterance.get('speaker', 0)
-                        start_time = utterance.get('start', 0)
-                        end_time = utterance.get('end', 0)
-                        text = utterance.get('transcript', '')
-                        
+                elif "utterances" in response_dict["results"]:
+                    for utterance in response_dict["results"]["utterances"]:
+                        speaker = utterance.get("speaker", 0)
+                        start_time = utterance.get("start", 0)
+                        end_time = utterance.get("end", 0)
+                        text = utterance.get("transcript", "")
+
                         # Format time as MM:SS
                         start_min, start_sec = divmod(int(start_time), 60)
                         end_min, end_sec = divmod(int(end_time), 60)
-                        
-                        f.write(f"Speaker {speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n")
-                                    
+
+                        f.write(
+                            f"Speaker {speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n"
+                        )
+
             self.logger.info(f"Saved transcript to: {filepath}")
-            
+
         except Exception as e:
-            self.logger.error(f"Failed to format transcript for {title}-{segment_num}: {str(e)}", exc_info=True)
-    
+            self.logger.error(
+                f"Failed to format transcript for {title}-{segment_num}: {str(e)}",
+                exc_info=True,
+            )
+
     async def process_youtube_url(self, url: str):
         """Process a single YouTube URL through the entire pipeline"""
         print(f"Processing: {url}")
-        
+
         # First, get video info to check if files already exist
         try:
-            ydl_opts = {'quiet': True}
+            ydl_opts = {"quiet": True}
             with yt_dlp.YoutubeDL(ydl_opts) as ydl:
                 info = ydl.extract_info(url, download=False)
-                title = self.sanitize_filename(info['title'])
-                duration = info.get('duration', 0)
+                title = self.sanitize_filename(info["title"])
+                duration = info.get("duration", 0)
         except Exception as e:
             self.logger.error(f"Failed to extract video info for {url}: {str(e)}")
             raise
-        
+
         # Check if audio segments already exist
         existing_segments = []
         duration_minutes = duration / 60
         expected_segments = max(1, int((duration + 599) // 600))  # 10-minute segments
-        
+
         all_segments_exist = True
         for i in range(1, expected_segments + 1):
             segment_path = f"{title}-{i}.wav"
@@ -371,47 +448,51 @@ async def process_youtube_url(self, url: str):
             else:
                 all_segments_exist = False
                 break
-        
+
         # Download audio only if segments don't exist
         if all_segments_exist:
-            print(f"Skipping download - found {len(existing_segments)} existing audio segments")
+            print(
+                f"Skipping download - found {len(existing_segments)} existing audio segments"
+            )
             segments = existing_segments
         else:
             print("Downloading audio...")
             audio_path, title = self.download_audio(url)
-            
+
             # Segment audio
             print("Segmenting audio...")
             segments = self.segment_audio(audio_path, title)
-        
+
         print(f"Created {len(segments)} segment(s)")
-        
+
         # Transcribe each segment
         for i, segment_path in enumerate(segments, 1):
             # Check if transcription already exists
             raw_json_path = Path("_raw_json") / f"{title}-{i}.json"
             transcript_path = Path("output") / f"{title}-{i}-transcript.txt"
-            
+
             if raw_json_path.exists() and transcript_path.exists():
-                print(f"Skipping transcription for segment {i}/{len(segments)} - files already exist")
+                print(
+                    f"Skipping transcription for segment {i}/{len(segments)} - files already exist"
+                )
                 self.logger.info(f"Found existing transcription files for segment {i}")
                 continue
-            
+
             print(f"Transcribing segment {i}/{len(segments)}: {segment_path}")
-            
+
             response = self.transcribe_audio(segment_path)
-            
+
             if response:
                 # Save raw JSON
                 self.save_raw_json(response, title, i)
-                
+
                 # Format and save transcript
                 self.format_transcript(response, title, i)
-                
+
                 print(f"Completed segment {i}")
             else:
                 print(f"Failed to transcribe segment {i}")
-    
+
     async def process_urls(self, urls: List[str]):
         """Process multiple YouTube URLs"""
         for url in urls:
@@ -419,4 +500,4 @@ async def process_urls(self, urls: List[str]):
                 await self.process_youtube_url(url)
                 print(f"Successfully processed: {url}\n")
             except Exception as e:
-                print(f"Error processing {url}: {e}\n")
\ No newline at end of file
+                print(f"Error processing {url}: {e}\n")
diff --git a/scripts/generate-docker-configs.py b/scripts/generate-docker-configs.py
index 2dea26be..92906181 100755
--- a/scripts/generate-docker-configs.py
+++ b/scripts/generate-docker-configs.py
@@ -8,55 +8,58 @@
 from pathlib import Path
 
 # Add lib directory to path
-sys.path.append(str(Path(__file__).parent / 'lib'))
+sys.path.append(str(Path(__file__).parent / "lib"))
+
+from env_utils import format_variable, get_config_env_variables, get_skaffold_variables
 
-from env_utils import get_config_env_variables, get_skaffold_variables, format_variable
 
 def generate_env_file(service_name: str, output_path: str):
     """Generate a .env file for a service with only config.env variables."""
     output_path = Path(output_path)
     output_path.parent.mkdir(parents=True, exist_ok=True)
-    
+
     # Get list of variables defined in config.env
     config_variables = get_config_env_variables()
-    
+
     # For skaffold, only include variables actually used by Skaffold templates
-    if service_name == 'skaffold':
+    if service_name == "skaffold":
         skaffold_needed_vars = get_skaffold_variables()
         config_variables = config_variables.intersection(skaffold_needed_vars)
-    
-    with open(output_path, 'w') as f:
+
+    with open(output_path, "w") as f:
         f.write("# Auto-generated - DO NOT EDIT DIRECTLY\n")
         f.write("# Edit config.env and run 'make config' to regenerate\n")
-        if service_name == 'skaffold':
+        if service_name == "skaffold":
             f.write("# This file contains ONLY variables used by Skaffold templates\n")
         f.write("\n")
-        
+
         # Only include variables that are defined in config.env
         for var_name in sorted(config_variables):
             var_value = os.environ.get(var_name)
             if var_value:  # Only include if variable has a value
                 f.write(f"{format_variable(var_name, var_value, service_name)}\n")
 
+
 def main():
     """Generate Docker Compose configuration files."""
-    
+
     # Define output files
     outputs = {
-        'advanced-backend': 'backends/advanced/.env',
-        'speaker-recognition': 'extras/speaker-recognition/.env',
-        'openmemory-mcp': 'extras/openmemory-mcp/.env',
-        'asr-services': 'extras/asr-services/.env',
-        'havpe-relay': 'extras/havpe-relay/.env',
-        'simple-backend': 'backends/simple/.env',
-        'omi-webhook-compatible': 'backends/other-backends/omi-webhook-compatible/.env',
-        'skaffold': 'skaffold.env',
+        "advanced-backend": "backends/advanced/.env",
+        "speaker-recognition": "extras/speaker-recognition/.env",
+        "openmemory-mcp": "extras/openmemory-mcp/.env",
+        "asr-services": "extras/asr-services/.env",
+        "havpe-relay": "extras/havpe-relay/.env",
+        "simple-backend": "backends/simple/.env",
+        "omi-webhook-compatible": "backends/other-backends/omi-webhook-compatible/.env",
+        "skaffold": "skaffold.env",
     }
-    
+
     for service_name, output_path in outputs.items():
         print(f"Generating {service_name} configuration...")
         generate_env_file(service_name, output_path)
         print(f"✅ {service_name} configuration generated")
 
+
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/scripts/generate-k8s-configs.py b/scripts/generate-k8s-configs.py
index 2eea45aa..d2059899 100755
--- a/scripts/generate-k8s-configs.py
+++ b/scripts/generate-k8s-configs.py
@@ -8,25 +8,26 @@
 from pathlib import Path
 
 # Add lib directory to path
-sys.path.append(str(Path(__file__).parent / 'lib'))
+sys.path.append(str(Path(__file__).parent / "lib"))
+
+from env_utils import classify_secrets, get_resolved_env_vars
 
-from env_utils import get_resolved_env_vars, classify_secrets
 
 def generate_k8s_manifests(namespace: str = "chronicle"):
     """Generate Kubernetes ConfigMap and Secret manifests"""
     print(f"Generating Kubernetes ConfigMap and Secret for namespace {namespace}...")
-    
+
     # Create output directory
     output_dir = Path("k8s-manifests")
     output_dir.mkdir(exist_ok=True)
-    
+
     # Get all resolved environment variables
     all_vars = get_resolved_env_vars()
     config_vars, secret_vars = classify_secrets(all_vars)
-    
+
     # Generate ConfigMap
     configmap_path = output_dir / "configmap.yaml"
-    with open(configmap_path, 'w') as f:
+    with open(configmap_path, "w") as f:
         f.write("apiVersion: v1\n")
         f.write("kind: ConfigMap\n")
         f.write("metadata:\n")
@@ -36,16 +37,16 @@ def generate_k8s_manifests(namespace: str = "chronicle"):
         f.write("    app.kubernetes.io/name: chronicle\n")
         f.write("    app.kubernetes.io/component: config\n")
         f.write("data:\n")
-        
+
         for var_name in sorted(config_vars.keys()):
             var_value = config_vars[var_name]
             # Escape quotes in values
             escaped_value = var_value.replace('"', '\\"')
             f.write(f'  {var_name}: "{escaped_value}"\n')
-    
+
     # Generate Secret
     secret_path = output_dir / "secrets.yaml"
-    with open(secret_path, 'w') as f:
+    with open(secret_path, "w") as f:
         f.write("apiVersion: v1\n")
         f.write("kind: Secret\n")
         f.write("type: Opaque\n")
@@ -56,14 +57,15 @@ def generate_k8s_manifests(namespace: str = "chronicle"):
         f.write("    app.kubernetes.io/name: chronicle\n")
         f.write("    app.kubernetes.io/component: secrets\n")
         f.write("data:\n")
-        
+
         import base64
+
         for var_name in sorted(secret_vars.keys()):
             var_value = secret_vars[var_name]
             # Base64 encode the value
             encoded_value = base64.b64encode(var_value.encode()).decode()
             f.write(f"  {var_name}: {encoded_value}\n")
-    
+
     print("Generated:")
     print(f"  - {configmap_path}")
     print(f"  - {secret_path}")
@@ -72,10 +74,12 @@ def generate_k8s_manifests(namespace: str = "chronicle"):
     print(f"  kubectl apply -f {configmap_path}")
     print(f"  kubectl apply -f {secret_path}")
 
+
 def main():
     """Main entry point"""
     namespace = sys.argv[1] if len(sys.argv) > 1 else "chronicle"
     generate_k8s_manifests(namespace)
 
+
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/scripts/lib/env_utils.py b/scripts/lib/env_utils.py
index 8abe13a3..dcaf9de7 100644
--- a/scripts/lib/env_utils.py
+++ b/scripts/lib/env_utils.py
@@ -7,59 +7,73 @@
 from pathlib import Path
 from typing import Dict, Set
 
+
 def get_config_env_variables() -> Set[str]:
     """Get list of variable names defined in config.env"""
     config_env_path = Path(__file__).parent.parent.parent / "config.env"
     variables = set()
-    
+
     if config_env_path.exists():
-        with open(config_env_path, 'r') as f:
+        with open(config_env_path, "r") as f:
             for line in f:
                 line = line.strip()
-                if line and not line.startswith('#') and '=' in line:
-                    var_name = line.split('=')[0].strip()
+                if line and not line.startswith("#") and "=" in line:
+                    var_name = line.split("=")[0].strip()
                     variables.add(var_name)
-    
+
     return variables
 
+
 def get_resolved_env_vars() -> Dict[str, str]:
     """Get all config.env variables with their resolved values from environment"""
     config_variables = get_config_env_variables()
     resolved_vars = {}
-    
+
     for var_name in config_variables:
         var_value = os.environ.get(var_name)
         if var_value:  # Only include if variable has a value
             resolved_vars[var_name] = var_value
-    
+
     return resolved_vars
 
-def classify_secrets(variables: Dict[str, str]) -> tuple[Dict[str, str], Dict[str, str]]:
+
+def classify_secrets(
+    variables: Dict[str, str],
+) -> tuple[Dict[str, str], Dict[str, str]]:
     """Classify variables into secrets and regular config"""
     secrets = {}
     config = {}
-    
+
     secret_patterns = ["SECRET", "KEY", "TOKEN", "PASSWORD"]
-    
+
     for var_name, var_value in variables.items():
         if any(pattern in var_name.upper() for pattern in secret_patterns):
             secrets[var_name] = var_value
         else:
             config[var_name] = var_value
-    
+
     return config, secrets
 
+
 def get_skaffold_variables() -> Set[str]:
     """Get only the variables needed by Skaffold templates"""
     return {
-        'APPLICATION_NAMESPACE', 'INFRASTRUCTURE_NAMESPACE',
-        'BACKEND_HOST', 'WEBUI_HOST', 'SPEAKER_HOST', 'EXTERNAL_DOMAIN',
-        'BACKEND_NODEPORT', 'WEBUI_NODEPORT',
-        'COMPUTE_MODE', 'VITE_ALLOWED_HOSTS', 'SPEAKER_NODE'
+        "APPLICATION_NAMESPACE",
+        "INFRASTRUCTURE_NAMESPACE",
+        "BACKEND_HOST",
+        "WEBUI_HOST",
+        "SPEAKER_HOST",
+        "EXTERNAL_DOMAIN",
+        "BACKEND_NODEPORT",
+        "WEBUI_NODEPORT",
+        "COMPUTE_MODE",
+        "VITE_ALLOWED_HOSTS",
+        "SPEAKER_NODE",
     }
 
+
 def format_variable(var_name: str, var_value: str, service_name: str = None) -> str:
     """Format a variable based on service-specific rules."""
-    if service_name == 'skaffold' and var_name == 'VITE_ALLOWED_HOSTS':
+    if service_name == "skaffold" and var_name == "VITE_ALLOWED_HOSTS":
         return f'{var_name}="{var_value}"'
-    return f'{var_name}={var_value}'
\ No newline at end of file
+    return f"{var_name}={var_value}"
diff --git a/tests/scripts/mock_transcription_server.py b/tests/scripts/mock_transcription_server.py
index f6a98a7c..287fc292 100755
--- a/tests/scripts/mock_transcription_server.py
+++ b/tests/scripts/mock_transcription_server.py
@@ -8,6 +8,7 @@
 Usage:
     python mock_transcription_server.py [--port PORT] [--host HOST]
 """
+
 import asyncio
 import json
 import logging
diff --git a/tests/scripts/sdk_test_auth.py b/tests/scripts/sdk_test_auth.py
index c453998b..1d664654 100644
--- a/tests/scripts/sdk_test_auth.py
+++ b/tests/scripts/sdk_test_auth.py
@@ -1,5 +1,6 @@
 #!/usr/bin/env python3
 """Test SDK authentication."""
+
 import sys
 from pathlib import Path
 
diff --git a/tests/scripts/sdk_test_conversations.py b/tests/scripts/sdk_test_conversations.py
index 51d1d473..5b493ac6 100644
--- a/tests/scripts/sdk_test_conversations.py
+++ b/tests/scripts/sdk_test_conversations.py
@@ -1,5 +1,6 @@
 #!/usr/bin/env python3
 """Test SDK conversation retrieval."""
+
 import sys
 from pathlib import Path
 
diff --git a/tests/scripts/sdk_test_upload.py b/tests/scripts/sdk_test_upload.py
index 12a5a7ec..3fc2e540 100644
--- a/tests/scripts/sdk_test_upload.py
+++ b/tests/scripts/sdk_test_upload.py
@@ -1,5 +1,6 @@
 #!/usr/bin/env python3
 """Test SDK audio upload."""
+
 import sys
 from pathlib import Path