From b1dd4d9174492664ac67fbe3b2df365340019c4c Mon Sep 17 00:00:00 2001
From: Hugo Saporetti Junior <yorevs@gmail.com>
Date: Wed, 4 Sep 2024 15:39:58 -0300
Subject: [PATCH] Code-Reformat and optimize imports

---
 src/demo/__init__.py                          |  9 ++---
 src/demo/components/__init__.py               |  9 ++---
 src/demo/components/vision_demo.py            |  3 +-
 src/demo/components/webcam_demo.py            |  4 +--
 src/demo/features/__init__.py                 |  8 ++---
 src/demo/features/rag/__init__.py             |  6 ++--
 src/demo/features/tools/__init__.py           |  6 ++--
 src/demo/others/__init__.py                   |  8 ++---
 src/demo/others/vision_model_demos.py         | 10 +++---
 src/main/__init__.py                          |  6 ++--
 src/main/askai/__init__.py                    |  9 ++---
 src/main/askai/core/__init__.py               | 30 ++++++++--------
 src/main/askai/core/askai.py                  | 19 +++++-----
 src/main/askai/core/askai_cli.py              |  3 +-
 src/main/askai/core/askai_configs.py          |  3 +-
 src/main/askai/core/askai_messages.py         |  6 ++--
 src/main/askai/core/commander/__init__.py     |  7 ++--
 src/main/askai/core/commander/commander.py    | 18 +++++-----
 .../askai/core/commander/commands/__init__.py | 11 ++----
 .../core/commander/commands/camera_cmd.py     |  3 +-
 src/main/askai/core/component/__init__.py     | 20 +++++------
 .../askai/core/component/cache_service.py     | 19 +++++-----
 src/main/askai/core/component/camera.py       | 24 ++++++-------
 src/main/askai/core/component/geo_location.py |  6 ++--
 src/main/askai/core/component/image_store.py  |  6 ++--
 .../askai/core/component/internet_service.py  | 34 +++++++++---------
 src/main/askai/core/component/recorder.py     | 34 +++++++++---------
 src/main/askai/core/component/scheduler.py    |  2 ++
 src/main/askai/core/component/summarizer.py   | 11 +++---
 src/main/askai/core/engine/__init__.py        | 10 ++----
 src/main/askai/core/engine/ai_engine.py       |  5 ++-
 src/main/askai/core/engine/ai_model.py        |  1 -
 src/main/askai/core/engine/ai_reply.py        |  1 -
 src/main/askai/core/engine/ai_vision.py       |  3 +-
 src/main/askai/core/engine/engine_factory.py  |  5 ++-
 src/main/askai/core/engine/openai/__init__.py |  9 ++---
 .../askai/core/engine/openai/openai_engine.py | 32 ++++++++---------
 .../askai/core/engine/openai/openai_vision.py | 35 ++++++++++---------
 src/main/askai/core/enums/__init__.py         |  8 ++---
 src/main/askai/core/features/__init__.py      |  7 ++--
 .../askai/core/features/router/__init__.py    | 11 ++----
 .../core/features/router/model_selector.py    |  7 ++--
 .../core/features/router/procs/__init__.py    |  9 ++---
 .../askai/core/features/router/task_agent.py  | 10 +++---
 .../core/features/router/tools/__init__.py    | 13 ++-----
 .../core/features/router/tools/analysis.py    |  3 +-
 .../core/features/router/tools/generation.py  | 10 +++---
 .../core/features/router/tools/vision.py      | 17 +++++----
 .../core/features/router/tools/webcam.py      | 31 ++++++++--------
 .../core/features/validation/__init__.py      |  6 ++--
 .../core/features/validation/accuracy.py      | 10 +++---
 src/main/askai/core/model/__init__.py         | 10 ++----
 src/main/askai/core/model/api_keys.py         | 11 +++---
 src/main/askai/core/model/image_result.py     |  6 ++--
 src/main/askai/core/support/__init__.py       | 18 +++++-----
 .../askai/core/support/langchain_support.py   |  3 +-
 .../askai/core/support/shared_instances.py    |  8 ++---
 src/main/askai/core/support/utilities.py      | 22 ++++++------
 src/main/askai/exception/__init__.py          |  6 ++--
 src/main/askai/language/__init__.py           |  8 ++---
 src/main/askai/language/language.py           |  1 -
 .../askai/language/translators/__init__.py    |  7 ++--
 src/main/askai/language/translators/deep.py   |  8 ++---
 src/main/askai/tui/__init__.py                | 10 ++----
 src/test/__init__.py                          |  7 ++--
 src/test/core/__init__.py                     |  6 ++--
 src/test/core/support/__init__.py             |  6 ++--
 67 files changed, 299 insertions(+), 415 deletions(-)

diff --git a/src/demo/__init__.py b/src/demo/__init__.py
index 77b8b226..e650c81f 100644
--- a/src/demo/__init__.py
+++ b/src/demo/__init__.py
@@ -5,10 +5,5 @@
 # Package: demo
 """Package initialization."""
 
-__all__ = [
-    'components', 
-    'features', 
-    'others', 
-    'utils'
-]
-__version__ = '1.0.13'
+__all__ = ["components", "features", "others", "utils"]
+__version__ = "1.0.13"
diff --git a/src/demo/components/__init__.py b/src/demo/components/__init__.py
index d299209c..1a0ab0a2 100644
--- a/src/demo/components/__init__.py
+++ b/src/demo/components/__init__.py
@@ -5,10 +5,5 @@
 # Package: demo.components
 """Package initialization."""
 
-__all__ = [
-    'camera_demo', 
-    'internet_demo', 
-    'summarizer_demo', 
-    'webcam_demo'
-]
-__version__ = '1.0.13'
+__all__ = ["camera_demo", "internet_demo", "summarizer_demo", "webcam_demo"]
+__version__ = "1.0.13"
diff --git a/src/demo/components/vision_demo.py b/src/demo/components/vision_demo.py
index 3120f2f3..e15aaaa8 100644
--- a/src/demo/components/vision_demo.py
+++ b/src/demo/components/vision_demo.py
@@ -1,9 +1,8 @@
 from askai.core.engine.ai_vision import AIVision
 from askai.core.support.shared_instances import shared
-
 from utils import init_context
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     init_context("vision-demo")
     vision: AIVision = shared.engine.vision()
     load_dir: str = "${HOME}/.config/hhs/askai/cache/pictures/photos"
diff --git a/src/demo/components/webcam_demo.py b/src/demo/components/webcam_demo.py
index 87ea3ca4..6be8b5dc 100644
--- a/src/demo/components/webcam_demo.py
+++ b/src/demo/components/webcam_demo.py
@@ -14,7 +14,6 @@
 """
 from askai.core.features.router.tools.webcam import webcam_capturer
 from hspylib.core.tools.commons import sysout
-
 from utils import init_context
 
 if __name__ == "__main__":
@@ -22,7 +21,6 @@
     sysout("-=" * 40)
     sysout("AskAI WebCam Demo")
     sysout("-=" * 40)
-    info: str = webcam_capturer('hugo', True)
+    info: str = webcam_capturer("hugo", True)
     # info: str = webcam_identifier()
     sysout(info, markdown=True)
-
diff --git a/src/demo/features/__init__.py b/src/demo/features/__init__.py
index 9d71cda8..f1e4a74d 100644
--- a/src/demo/features/__init__.py
+++ b/src/demo/features/__init__.py
@@ -5,9 +5,5 @@
 # Package: demo.features
 """Package initialization."""
 
-__all__ = [
-    'rag', 
-    'router_demo', 
-    'tools'
-]
-__version__ = '1.0.13'
+__all__ = ["rag", "router_demo", "tools"]
+__version__ = "1.0.13"
diff --git a/src/demo/features/rag/__init__.py b/src/demo/features/rag/__init__.py
index 7c4a72cc..8743c9cb 100644
--- a/src/demo/features/rag/__init__.py
+++ b/src/demo/features/rag/__init__.py
@@ -5,7 +5,5 @@
 # Package: demo.features.rag
 """Package initialization."""
 
-__all__ = [
-    'x_refs_demo'
-]
-__version__ = '1.0.13'
+__all__ = ["x_refs_demo"]
+__version__ = "1.0.13"
diff --git a/src/demo/features/tools/__init__.py b/src/demo/features/tools/__init__.py
index 4327c29b..0ebcd82b 100644
--- a/src/demo/features/tools/__init__.py
+++ b/src/demo/features/tools/__init__.py
@@ -5,7 +5,5 @@
 # Package: demo.features.tools
 """Package initialization."""
 
-__all__ = [
-    'query_output_demo'
-]
-__version__ = '1.0.13'
+__all__ = ["query_output_demo"]
+__version__ = "1.0.13"
diff --git a/src/demo/others/__init__.py b/src/demo/others/__init__.py
index 32b01f44..d18595d4 100644
--- a/src/demo/others/__init__.py
+++ b/src/demo/others/__init__.py
@@ -5,9 +5,5 @@
 # Package: demo.others
 """Package initialization."""
 
-__all__ = [
-    'deepl_demo', 
-    'tech_week_demo', 
-    'translate_demo'
-]
-__version__ = '1.0.13'
+__all__ = ["deepl_demo", "tech_week_demo", "translate_demo"]
+__version__ = "1.0.13"
diff --git a/src/demo/others/vision_model_demos.py b/src/demo/others/vision_model_demos.py
index d5a34eaf..1c751cb3 100644
--- a/src/demo/others/vision_model_demos.py
+++ b/src/demo/others/vision_model_demos.py
@@ -1,8 +1,8 @@
-import os
+from PIL import Image
+from transformers import AutoTokenizer, VisionEncoderDecoderModel, ViTImageProcessor
 
-from transformers import VisionEncoderDecoderModel, ViTImageProcessor, AutoTokenizer
+import os
 import torch
-from PIL import Image
 
 
 class Captioner:
@@ -34,6 +34,6 @@ def predict_step(self, image_paths: list[str]) -> list[str]:
         return preds
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     c = Captioner()
-    print(c.predict_step(['photos/webcam_photo.jpg-PHOTO.jpg']))
+    print(c.predict_step(["photos/webcam_photo.jpg-PHOTO.jpg"]))
diff --git a/src/main/__init__.py b/src/main/__init__.py
index fa691888..2c7b3b7a 100644
--- a/src/main/__init__.py
+++ b/src/main/__init__.py
@@ -5,7 +5,5 @@
 # Package: main
 """Package initialization."""
 
-__all__ = [
-    'askai'
-]
-__version__ = '1.0.13'
+__all__ = ["askai"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/__init__.py b/src/main/askai/__init__.py
index 78851fb6..a3237699 100644
--- a/src/main/askai/__init__.py
+++ b/src/main/askai/__init__.py
@@ -5,10 +5,5 @@
 # Package: main.askai
 """Package initialization."""
 
-__all__ = [
-    'core', 
-    'exception', 
-    'language', 
-    'tui'
-]
-__version__ = '1.0.13'
+__all__ = ["core", "exception", "language", "tui"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/__init__.py b/src/main/askai/core/__init__.py
index 38392f62..6e338929 100644
--- a/src/main/askai/core/__init__.py
+++ b/src/main/askai/core/__init__.py
@@ -6,19 +6,19 @@
 """Package initialization."""
 
 __all__ = [
-    'askai', 
-    'askai_cli', 
-    'askai_configs', 
-    'askai_events', 
-    'askai_messages', 
-    'askai_prompt', 
-    'askai_settings', 
-    'commander', 
-    'component', 
-    'engine', 
-    'enums', 
-    'features', 
-    'model', 
-    'support'
+    "askai",
+    "askai_cli",
+    "askai_configs",
+    "askai_events",
+    "askai_messages",
+    "askai_prompt",
+    "askai_settings",
+    "commander",
+    "component",
+    "engine",
+    "enums",
+    "features",
+    "model",
+    "support",
 ]
-__version__ = '1.0.13'
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/askai.py b/src/main/askai/core/askai.py
index 1e894d0c..489dfa46 100644
--- a/src/main/askai/core/askai.py
+++ b/src/main/askai/core/askai.py
@@ -12,14 +12,6 @@
 
    Copyright (c) 2024, HomeSetup
 """
-import logging as log
-import os
-import re
-import sys
-from enum import Enum
-from pathlib import Path
-from typing import List, Optional, TypeAlias
-
 from askai.__classpath__ import classpath
 from askai.core.askai_configs import configs
 from askai.core.askai_events import events
@@ -37,12 +29,20 @@
                                         MaxInteractionsReached, TerminatingQuery)
 from askai.tui.app_icons import AppIcons
 from click import UsageError
+from enum import Enum
 from hspylib.core.enums.charset import Charset
 from hspylib.core.tools.commons import file_is_not_empty, is_debugging
 from hspylib.core.zoned_datetime import DATE_FORMAT, now, TIME_FORMAT
 from hspylib.modules.application.exit_status import ExitStatus
 from hspylib.modules.eventbus.event import Event
 from openai import RateLimitError
+from pathlib import Path
+from typing import List, Optional, TypeAlias
+
+import logging as log
+import os
+import re
+import sys
 
 QueryString: TypeAlias = str | List[str] | None
 
@@ -217,5 +217,6 @@ def _cb_mode_changed_event(self, ev: Event) -> None:
                 f"{msg.enter_qna()} \n"
                 f"```\nContext:  {ev.args.sum_path},   {ev.args.glob} \n```\n"
                 f"`{msg.press_esc_enter()}` \n\n"
-                f"> {msg.qna_welcome()}")
+                f"> {msg.qna_welcome()}"
+            )
             events.reply.emit(message=sum_msg)
diff --git a/src/main/askai/core/askai_cli.py b/src/main/askai/core/askai_cli.py
index f0e742d1..691ef5cc 100644
--- a/src/main/askai/core/askai_cli.py
+++ b/src/main/askai/core/askai_cli.py
@@ -12,8 +12,6 @@
 
    Copyright (c) 2024, HomeSetup
 """
-from pathlib import Path
-
 from askai.core.askai import AskAi
 from askai.core.askai_configs import configs
 from askai.core.askai_events import *
@@ -31,6 +29,7 @@
 from functools import partial
 from hspylib.core.tools.commons import sysout
 from hspylib.modules.eventbus.event import Event
+from pathlib import Path
 from threading import Thread
 from typing import List, TypeAlias
 
diff --git a/src/main/askai/core/askai_configs.py b/src/main/askai/core/askai_configs.py
index 86fe63b1..79ef12d2 100644
--- a/src/main/askai/core/askai_configs.py
+++ b/src/main/askai/core/askai_configs.py
@@ -113,7 +113,8 @@ def language(self) -> Language:
             settings.get("askai.preferred.language")
             or locale.getlocale(locale.LC_ALL)
             or os.getenv("LC_ALL", os.getenv("LC_TYPE", os.getenv("LANG")))
-            or Language.EN_US.idiom)
+            or Language.EN_US.idiom
+        )
 
     @property
     def encoding(self) -> Charset:
diff --git a/src/main/askai/core/askai_messages.py b/src/main/askai/core/askai_messages.py
index 28693761..a40c7986 100644
--- a/src/main/askai/core/askai_messages.py
+++ b/src/main/askai/core/askai_messages.py
@@ -12,15 +12,15 @@
 
    Copyright (c) 2024, HomeSetup
 """
-import re
-from functools import cached_property, lru_cache
-
 from askai.core.askai_configs import configs
 from askai.language.ai_translator import AITranslator
 from askai.language.language import Language
 from askai.language.translators.deep import DeepLTranslator
+from functools import cached_property, lru_cache
 from hspylib.core.metaclass.singleton import Singleton
 
+import re
+
 
 class AskAiMessages(metaclass=Singleton):
     """Provide access to static 'translated' messages."""
diff --git a/src/main/askai/core/commander/__init__.py b/src/main/askai/core/commander/__init__.py
index 1b3f6253..ec244593 100644
--- a/src/main/askai/core/commander/__init__.py
+++ b/src/main/askai/core/commander/__init__.py
@@ -5,8 +5,5 @@
 # Package: main.askai.core.commander
 """Package initialization."""
 
-__all__ = [
-    'commander', 
-    'commands'
-]
-__version__ = '1.0.13'
+__all__ = ["commander", "commands"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/commander/commander.py b/src/main/askai/core/commander/commander.py
index 60d89f30..13f50187 100644
--- a/src/main/askai/core/commander/commander.py
+++ b/src/main/askai/core/commander/commander.py
@@ -12,15 +12,6 @@
 
    Copyright (c) 2024, HomeSetup
 """
-import os
-import re
-from functools import partial
-from os.path import dirname
-from pathlib import Path
-from string import Template
-from textwrap import dedent
-
-import click
 from askai.core.askai_configs import configs
 from askai.core.askai_events import ASKAI_BUS_NAME, AskAiEvents, REPLY_ERROR_EVENT, REPLY_EVENT
 from askai.core.commander.commands.cache_cmd import CacheCmd
@@ -35,9 +26,18 @@
 from askai.language.language import AnyLocale, Language
 from click import Command, Group
 from clitt.core.term.cursor import cursor
+from functools import partial
 from hspylib.core.enums.charset import Charset
 from hspylib.core.tools.commons import sysout, to_bool
 from hspylib.modules.eventbus.event import Event
+from os.path import dirname
+from pathlib import Path
+from string import Template
+from textwrap import dedent
+
+import click
+import os
+import re
 
 COMMANDER_HELP_TPL = Template(
     dedent(
diff --git a/src/main/askai/core/commander/commands/__init__.py b/src/main/askai/core/commander/commands/__init__.py
index 5b867155..c86ea8eb 100644
--- a/src/main/askai/core/commander/commands/__init__.py
+++ b/src/main/askai/core/commander/commands/__init__.py
@@ -5,12 +5,5 @@
 # Package: main.askai.core.commander.commands
 """Package initialization."""
 
-__all__ = [
-    'cache_cmd', 
-    'camera_cmd', 
-    'general_cmd', 
-    'history_cmd', 
-    'settings_cmd', 
-    'tts_stt_cmd'
-]
-__version__ = '1.0.13'
+__all__ = ["cache_cmd", "camera_cmd", "general_cmd", "history_cmd", "settings_cmd", "tts_stt_cmd"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/commander/commands/camera_cmd.py b/src/main/askai/core/commander/commands/camera_cmd.py
index 446f1826..10b0eb69 100644
--- a/src/main/askai/core/commander/commands/camera_cmd.py
+++ b/src/main/askai/core/commander/commands/camera_cmd.py
@@ -1,8 +1,7 @@
 from abc import ABC
-
 from askai.core.askai_configs import configs
 from askai.core.component.camera import camera
-from askai.core.features.router.tools.webcam import webcam_identifier, webcam_capturer
+from askai.core.features.router.tools.webcam import webcam_capturer, webcam_identifier
 from askai.core.support.text_formatter import text_formatter
 from askai.core.support.utilities import display_text
 from hspylib.core.metaclass.classpath import AnyPath
diff --git a/src/main/askai/core/component/__init__.py b/src/main/askai/core/component/__init__.py
index 74f709a2..bc70f7d2 100644
--- a/src/main/askai/core/component/__init__.py
+++ b/src/main/askai/core/component/__init__.py
@@ -6,14 +6,14 @@
 """Package initialization."""
 
 __all__ = [
-    'audio_player', 
-    'cache_service', 
-    'camera', 
-    'geo_location', 
-    'image_store', 
-    'internet_service', 
-    'recorder', 
-    'scheduler', 
-    'summarizer'
+    "audio_player",
+    "cache_service",
+    "camera",
+    "geo_location",
+    "image_store",
+    "internet_service",
+    "recorder",
+    "scheduler",
+    "summarizer",
 ]
-__version__ = '1.0.13'
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/component/cache_service.py b/src/main/askai/core/component/cache_service.py
index b0b3fe7b..05072cf8 100644
--- a/src/main/askai/core/component/cache_service.py
+++ b/src/main/askai/core/component/cache_service.py
@@ -12,19 +12,18 @@
 
    Copyright (c) 2024, HomeSetup
 """
-import re
-from collections import namedtuple
-from pathlib import Path
-from typing import Optional
-
+from askai.core.askai_configs import configs
+from askai.core.askai_settings import ASKAI_DIR
 from clitt.core.tui.line_input.keyboard_input import KeyboardInput
+from collections import namedtuple
 from hspylib.core.metaclass.singleton import Singleton
 from hspylib.core.tools.commons import file_is_not_empty
 from hspylib.core.tools.text_tools import hash_text
 from hspylib.modules.cache.ttl_cache import TTLCache
+from pathlib import Path
+from typing import Optional
 
-from askai.core.askai_configs import configs
-from askai.core.askai_settings import ASKAI_DIR
+import re
 
 # AskAI cache root directory.
 CACHE_DIR: Path = Path(f"{ASKAI_DIR}/cache")
@@ -120,9 +119,9 @@ def audio_file_path(self, text: str, voice: str = "onyx", audio_format: str = "m
 
     def save_reply(self, text: str, reply: str) -> Optional[str]:
         """Save an AI reply into the TTL (Time-To-Live) cache.
-         :param text: The text to be cached.
-         :param reply: The AI reply associated with this text.
-         :return: The key under which the reply is saved, or None if the save operation fails.
+        :param text: The text to be cached.
+        :param reply: The AI reply associated with this text.
+        :return: The key under which the reply is saved, or None if the save operation fails.
         """
         if configs.is_cache:
             key = text.strip().lower()
diff --git a/src/main/askai/core/component/camera.py b/src/main/askai/core/component/camera.py
index 3451b041..c941734e 100644
--- a/src/main/askai/core/component/camera.py
+++ b/src/main/askai/core/component/camera.py
@@ -12,17 +12,6 @@
 
    Copyright (c) 2024, HomeSetup
 """
-import atexit
-import glob
-import logging as log
-import os.path
-import shutil
-from os.path import basename
-from pathlib import Path
-from typing import Optional, TypeAlias
-
-import cv2
-import pause
 from askai.__classpath__ import classpath
 from askai.core.askai_configs import configs
 from askai.core.askai_events import events
@@ -39,8 +28,19 @@
 from hspylib.core.tools.dict_tools import get_or_default
 from hspylib.core.tools.text_tools import hash_text
 from hspylib.core.zoned_datetime import now_ms
+from os.path import basename
+from pathlib import Path
 from retry import retry
 from torchvision.datasets.folder import is_image_file
+from typing import Optional, TypeAlias
+
+import atexit
+import cv2
+import glob
+import logging as log
+import os.path
+import pause
+import shutil
 
 InputDevice: TypeAlias = tuple[int, str]
 
@@ -167,7 +167,7 @@ def detect_faces(
                     hash_text(basename(final_path)),
                     final_path,
                     store.FACE_CATEGORY,
-                    get_or_default(result.people_description, 0, '<N/A>') if with_caption else msg.no_caption(),
+                    get_or_default(result.people_description, 0, "<N/A>") if with_caption else msg.no_caption(),
                 )
                 face_files.append(face_file)
                 face_datas.append(cropped_face)
diff --git a/src/main/askai/core/component/geo_location.py b/src/main/askai/core/component/geo_location.py
index 9a137a90..00c1fbad 100644
--- a/src/main/askai/core/component/geo_location.py
+++ b/src/main/askai/core/component/geo_location.py
@@ -34,13 +34,15 @@ class GeoLocation(metaclass=Singleton):
 
     GEO_LOC_URL: str = "http://ip-api.com/json"
 
-    EMPTY_JSON_RESP: str = dedent("""
+    EMPTY_JSON_RESP: str = dedent(
+        """
     {
         "status": "failure", "country": "", "countryCode": "", "region": "", "regionName": "",
         "city": "", "zip": "", "lat": 0.0, "lon": 0.0, "timezone": "",
         "isp": "", "org": "", "as": "", "query": ""
     }
-    """).strip()
+    """
+    ).strip()
 
     # Date format used in prompts, e.g: Fri 22 Mar 19:47 2024.
     DATE_FMT: str = "%a %d %b %-H:%M %Y"
diff --git a/src/main/askai/core/component/image_store.py b/src/main/askai/core/component/image_store.py
index d3e749b9..5e8d90fc 100644
--- a/src/main/askai/core/component/image_store.py
+++ b/src/main/askai/core/component/image_store.py
@@ -140,9 +140,9 @@ def clear_store(self) -> None:
 
     def sync_store(self, re_caption: bool = False) -> int:
         """Synchronize the image store collection with the cached pictures folder.
-         :param re_caption: Whether to regenerate captions for the images during synchronization (default is False).
-         :return: The number of images synchronized with the store.
-         """
+        :param re_caption: Whether to regenerate captions for the images during synchronization (default is False).
+        :return: The number of images synchronized with the store.
+        """
         log.info(
             "Synchronizing image store folders: '%s', '%s' and '%s'",
             cache.PHOTO_DIR,
diff --git a/src/main/askai/core/component/internet_service.py b/src/main/askai/core/component/internet_service.py
index 245c9e7e..e47b0845 100644
--- a/src/main/askai/core/component/internet_service.py
+++ b/src/main/askai/core/component/internet_service.py
@@ -12,12 +12,6 @@
 
    Copyright (c) 2024, HomeSetup
 """
-import logging as log
-import re
-from textwrap import dedent
-from typing import List, Literal
-
-import bs4
 from askai.__classpath__ import API_KEYS
 from askai.core.askai_configs import configs
 from askai.core.askai_events import events
@@ -43,6 +37,12 @@
 from langchain_core.tools import Tool
 from langchain_google_community import GoogleSearchAPIWrapper
 from langchain_text_splitters import RecursiveCharacterTextSplitter
+from textwrap import dedent
+from typing import List, Literal
+
+import bs4
+import logging as log
+import re
 
 
 class InternetService(metaclass=Singleton):
@@ -78,25 +78,27 @@ def _build_google_query(search: SearchResult) -> str:
         return final_query
 
     @staticmethod
-    def _wrap_response(terms: str, output: str, sites: list[str], method: Literal['Google', 'Other'] = 'Google') -> str:
+    def _wrap_response(terms: str, output: str, sites: list[str], method: Literal["Google", "Other"] = "Google") -> str:
         """Format and wrap the search response based on the search terms, output, and method used.
-         :param terms: The search terms used in the query.
-         :param output: The raw output or results from the search.
-         :param sites: A list of websites included in or relevant to the search results.
-         :param method: The search method used, either 'Google' or 'Other'.
-         :return: A formatted string that encapsulates the search response.
-         """
+        :param terms: The search terms used in the query.
+        :param output: The raw output or results from the search.
+        :param sites: A list of websites included in or relevant to the search results.
+        :param method: The search method used, either 'Google' or 'Other'.
+        :return: A formatted string that encapsulates the search response.
+        """
         method_icon = {"google": "", "other": ""}
-        return dedent(f"""
+        return dedent(
+            f"""
             Your {method.title()} search returned the following:
             {output}
             \n---\n
             Sources: {', '.join(sites)}
             *{method_icon[method]} Accessed: {geo_location.location} {now('%d %B, %Y')}*
-            >  Terms: {terms}""").strip()
+            >  Terms: {terms}"""
+        ).strip()
 
     def __init__(self):
-        API_KEYS.ensure('GOOGLE_API_KEY', 'google_search')
+        API_KEYS.ensure("GOOGLE_API_KEY", "google_search")
         self._google = GoogleSearchAPIWrapper(google_api_key=API_KEYS.GOOGLE_API_KEY)
         self._tool = Tool(name="google_search", description="Search Google for recent results.", func=self._google.run)
         self._text_splitter = RecursiveCharacterTextSplitter(
diff --git a/src/main/askai/core/component/recorder.py b/src/main/askai/core/component/recorder.py
index d9c435f9..479386ce 100644
--- a/src/main/askai/core/component/recorder.py
+++ b/src/main/askai/core/component/recorder.py
@@ -12,13 +12,14 @@
 
    Copyright (c) 2024, HomeSetup
 """
-import logging as log
-import operator
-import sys
-from pathlib import Path
-from typing import Callable, Optional, TypeAlias
-
-import pause
+from askai.core.askai_configs import configs
+from askai.core.askai_events import events
+from askai.core.askai_messages import msg
+from askai.core.component.cache_service import REC_DIR
+from askai.core.component.scheduler import Scheduler
+from askai.core.support.utilities import display_text, seconds
+from askai.exception.exceptions import InvalidInputDevice, InvalidRecognitionApiError
+from askai.language.language import Language
 from clitt.core.tui.mselect.mselect import mselect
 from hspylib.core.enums.enumeration import Enumeration
 from hspylib.core.metaclass.classpath import AnyPath
@@ -26,16 +27,14 @@
 from hspylib.core.preconditions import check_argument, check_state
 from hspylib.core.zoned_datetime import now_ms
 from hspylib.modules.application.exit_status import ExitStatus
+from pathlib import Path
 from speech_recognition import AudioData, Microphone, Recognizer, RequestError, UnknownValueError, WaitTimeoutError
+from typing import Callable, Optional, TypeAlias
 
-from askai.core.askai_configs import configs
-from askai.core.askai_events import events
-from askai.core.askai_messages import msg
-from askai.core.component.cache_service import REC_DIR
-from askai.core.component.scheduler import Scheduler
-from askai.core.support.utilities import display_text, seconds
-from askai.exception.exceptions import InvalidInputDevice, InvalidRecognitionApiError
-from askai.language.language import Language
+import logging as log
+import operator
+import pause
+import sys
 
 InputDevice: TypeAlias = tuple[int, str]
 
@@ -49,6 +48,7 @@ class Recorder(metaclass=Singleton):
 
     class RecognitionApi(Enumeration):
         """Available voice recognition APIs."""
+
         # fmt: off
         OPEN_AI = 'recognize_whisper'
         GOOGLE = 'recognize_google'
@@ -143,9 +143,7 @@ def is_headphones(self) -> bool:
         return self.input_device is not None and self.input_device[0] > 1
 
     def listen(
-        self,
-        recognition_api: RecognitionApi = RecognitionApi.GOOGLE,
-        language: Language = Language.EN_US,
+        self, recognition_api: RecognitionApi = RecognitionApi.GOOGLE, language: Language = Language.EN_US
     ) -> tuple[Path, Optional[str]]:
         """Listen to the microphone, save the recorded audio as a WAV file, and transcribe the speech.
         :param recognition_api: The API to use for recognizing the speech. Defaults to GOOGLE.
diff --git a/src/main/askai/core/component/scheduler.py b/src/main/askai/core/component/scheduler.py
index c9f5303b..53049983 100644
--- a/src/main/askai/core/component/scheduler.py
+++ b/src/main/askai/core/component/scheduler.py
@@ -51,6 +51,7 @@ def every(interval_ms: int, delay_ms: int):
         :param delay_ms: The initial delay in milliseconds before the first execution of the decorated function.
         :return: The decorated function.
         """
+
         def every_wrapper(func: Callable, *fargs, **fkwargs):
             """'every' function wrapper."""
             return scheduler.set_interval(interval_ms, func, delay_ms, *fargs, **fkwargs)
@@ -148,6 +149,7 @@ def set_interval(
         :param cb_fn_args: The arguments to pass to the callback function.
         :param cb_fn_kwargs: The keyword arguments to pass to the callback function.
         """
+
         def _call_it_back():
             """Internal method to repeatedly invoke the callback function at specified intervals. It uses the
             `pause.milliseconds()` method to handle the waiting periods between each invocation.
diff --git a/src/main/askai/core/component/summarizer.py b/src/main/askai/core/component/summarizer.py
index 137c4366..d72ae93d 100644
--- a/src/main/askai/core/component/summarizer.py
+++ b/src/main/askai/core/component/summarizer.py
@@ -12,9 +12,6 @@
 
    Copyright (c) 2024, HomeSetup
 """
-from hspylib.core.metaclass.classpath import AnyPath
-from langchain_core.embeddings import Embeddings
-
 from askai.core.askai_configs import configs
 from askai.core.askai_events import events
 from askai.core.askai_messages import msg
@@ -24,12 +21,14 @@
 from askai.exception.exceptions import DocumentsNotFound
 from functools import lru_cache
 from hspylib.core.config.path_object import PathObject
+from hspylib.core.metaclass.classpath import AnyPath
 from hspylib.core.metaclass.singleton import Singleton
 from hspylib.core.tools.text_tools import ensure_endswith, hash_text
 from langchain.chains import RetrievalQA
 from langchain_community.document_loaders import DirectoryLoader
 from langchain_community.vectorstores.chroma import Chroma
 from langchain_core.documents import Document
+from langchain_core.embeddings import Embeddings
 from langchain_text_splitters import RecursiveCharacterTextSplitter, TextSplitter
 from pathlib import Path
 from typing import Optional
@@ -61,7 +60,8 @@ def __init__(self):
         self._folder = None
         self._glob = None
         self._text_splitter = RecursiveCharacterTextSplitter(
-            chunk_size=configs.chunk_size, chunk_overlap=configs.chunk_overlap)
+            chunk_size=configs.chunk_size, chunk_overlap=configs.chunk_overlap
+        )
 
     @property
     def persist_dir(self) -> Path:
@@ -122,7 +122,8 @@ def generate(self, folder: AnyPath, glob: str) -> bool:
                 v_store = Chroma.from_documents(texts, embeddings, persist_directory=str(self.persist_dir))
 
             self._retriever = RetrievalQA.from_chain_type(
-                llm=lc_llm.create_chat_model(), chain_type="stuff", retriever=v_store.as_retriever())
+                llm=lc_llm.create_chat_model(), chain_type="stuff", retriever=v_store.as_retriever()
+            )
             return True
         except ImportError as err:
             log.error("Unable to summarize '%s' => %s", self.sum_path, err)
diff --git a/src/main/askai/core/engine/__init__.py b/src/main/askai/core/engine/__init__.py
index 1119138f..1fafc21a 100644
--- a/src/main/askai/core/engine/__init__.py
+++ b/src/main/askai/core/engine/__init__.py
@@ -5,11 +5,5 @@
 # Package: main.askai.core.engine
 """Package initialization."""
 
-__all__ = [
-    'ai_engine', 
-    'ai_model', 
-    'ai_reply', 
-    'engine_factory', 
-    'openai'
-]
-__version__ = '1.0.13'
+__all__ = ["ai_engine", "ai_model", "ai_reply", "engine_factory", "openai"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/engine/ai_engine.py b/src/main/askai/core/engine/ai_engine.py
index ec3ed73b..19026725 100644
--- a/src/main/askai/core/engine/ai_engine.py
+++ b/src/main/askai/core/engine/ai_engine.py
@@ -12,15 +12,14 @@
 
    Copyright (c) 2024, HomeSetup
 """
-from pathlib import Path
-from typing import Optional, Protocol
-
 from askai.core.askai_configs import AskAiConfigs
 from askai.core.engine.ai_model import AIModel
 from askai.core.engine.ai_reply import AIReply
 from askai.core.engine.ai_vision import AIVision
 from langchain_core.embeddings import Embeddings
 from langchain_core.language_models import BaseChatModel, BaseLLM
+from pathlib import Path
+from typing import Optional, Protocol
 
 
 class AIEngine(Protocol):
diff --git a/src/main/askai/core/engine/ai_model.py b/src/main/askai/core/engine/ai_model.py
index edddaa4e..8c812126 100644
--- a/src/main/askai/core/engine/ai_model.py
+++ b/src/main/askai/core/engine/ai_model.py
@@ -29,4 +29,3 @@ def token_limit(self) -> int:
         :return: The token limit of the model.
         """
         ...
-
diff --git a/src/main/askai/core/engine/ai_reply.py b/src/main/askai/core/engine/ai_reply.py
index f8d19376..b0c39463 100644
--- a/src/main/askai/core/engine/ai_reply.py
+++ b/src/main/askai/core/engine/ai_reply.py
@@ -25,4 +25,3 @@ class AIReply:
 
     def __str__(self) -> str:
         return f"Success = {self.is_success}\nMessage = {self.message}"
-
diff --git a/src/main/askai/core/engine/ai_vision.py b/src/main/askai/core/engine/ai_vision.py
index a2a30c49..315c4f06 100644
--- a/src/main/askai/core/engine/ai_vision.py
+++ b/src/main/askai/core/engine/ai_vision.py
@@ -12,9 +12,8 @@
 
    Copyright (c) 2024, HomeSetup
 """
-from typing import Protocol
-
 from hspylib.core.metaclass.classpath import AnyPath
+from typing import Protocol
 
 
 class AIVision(Protocol):
diff --git a/src/main/askai/core/engine/engine_factory.py b/src/main/askai/core/engine/engine_factory.py
index 3d0b3e28..584ec23c 100644
--- a/src/main/askai/core/engine/engine_factory.py
+++ b/src/main/askai/core/engine/engine_factory.py
@@ -13,14 +13,13 @@
    Copyright (c) 2024, HomeSetup
 """
 
-from hspylib.core.metaclass.singleton import Singleton
-from hspylib.core.preconditions import check_not_none
-
 from askai.core.engine.ai_engine import AIEngine
 from askai.core.engine.ai_model import AIModel
 from askai.core.engine.openai.openai_engine import OpenAIEngine
 from askai.core.engine.openai.openai_model import OpenAIModel
 from askai.exception.exceptions import NoSuchEngineError
+from hspylib.core.metaclass.singleton import Singleton
+from hspylib.core.preconditions import check_not_none
 
 
 class EngineFactory(metaclass=Singleton):
diff --git a/src/main/askai/core/engine/openai/__init__.py b/src/main/askai/core/engine/openai/__init__.py
index 7e02b3ec..73ddfb2b 100644
--- a/src/main/askai/core/engine/openai/__init__.py
+++ b/src/main/askai/core/engine/openai/__init__.py
@@ -5,10 +5,5 @@
 # Package: main.askai.core.engine.openai
 """Package initialization."""
 
-__all__ = [
-    'openai_configs', 
-    'openai_engine', 
-    'openai_model', 
-    'temperature'
-]
-__version__ = '1.0.13'
+__all__ = ["openai_configs", "openai_engine", "openai_model", "temperature"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/engine/openai/openai_engine.py b/src/main/askai/core/engine/openai/openai_engine.py
index 9542d444..4805c339 100644
--- a/src/main/askai/core/engine/openai/openai_engine.py
+++ b/src/main/askai/core/engine/openai/openai_engine.py
@@ -12,15 +12,6 @@
 
    Copyright (c) 2024, HomeSetup
 """
-import logging as log
-import os
-from pathlib import Path
-from threading import Thread
-from typing import List, Optional
-
-import langchain_openai
-import pause
-import tiktoken
 from askai.core.component.audio_player import player
 from askai.core.component.cache_service import cache
 from askai.core.component.recorder import Recorder
@@ -35,6 +26,15 @@
 from langchain_core.embeddings import Embeddings
 from langchain_core.language_models import BaseChatModel, BaseLLM
 from openai import APIError, OpenAI
+from pathlib import Path
+from threading import Thread
+from typing import List, Optional
+
+import langchain_openai
+import logging as log
+import os
+import pause
+import tiktoken
 
 
 class OpenAIEngine:
@@ -94,9 +94,8 @@ def lc_model(self, temperature: float, top_p: float) -> BaseLLM:
         :return: An instance of BaseLLM.
         """
         return langchain_openai.OpenAI(
-            openai_api_key=self._api_key,
-            model=self._model.model_name(),
-            temperature=temperature, top_p=top_p)
+            openai_api_key=self._api_key, model=self._model.model_name(), temperature=temperature, top_p=top_p
+        )
 
     def lc_chat_model(self, temperature: float) -> BaseChatModel:
         """Create a LangChain LLM chat model instance using the current AI engine.
@@ -104,18 +103,15 @@ def lc_chat_model(self, temperature: float) -> BaseChatModel:
         :return: An instance of BaseChatModel.
         """
         return langchain_openai.ChatOpenAI(
-            openai_api_key=self._api_key,
-            model=self._model.model_name(),
-            temperature=temperature)
+            openai_api_key=self._api_key, model=self._model.model_name(), temperature=temperature
+        )
 
     def lc_embeddings(self, model: str) -> Embeddings:
         """Create a LangChain LLM embeddings model instance.
         :param model: The LLM embeddings model string.
         :return: An instance of Embeddings.
         """
-        return langchain_openai.OpenAIEmbeddings(
-            openai_api_key=self._api_key,
-            model=model)
+        return langchain_openai.OpenAIEmbeddings(openai_api_key=self._api_key, model=model)
 
     def ai_name(self) -> str:
         """Get the AI engine name.
diff --git a/src/main/askai/core/engine/openai/openai_vision.py b/src/main/askai/core/engine/openai/openai_vision.py
index 4bc42e0a..6de16a45 100644
--- a/src/main/askai/core/engine/openai/openai_vision.py
+++ b/src/main/askai/core/engine/openai/openai_vision.py
@@ -12,10 +12,6 @@
 
    Copyright (c) 2024, HomeSetup
 """
-import os
-from textwrap import dedent
-from typing import TypeAlias
-
 from askai.core.model.image_result import ImageResult
 from askai.core.support.utilities import encode_image, find_file
 from hspylib.core.metaclass.classpath import AnyPath
@@ -27,6 +23,10 @@
 from langchain_core.output_parsers import JsonOutputParser
 from langchain_core.runnables import chain
 from langchain_openai import ChatOpenAI
+from textwrap import dedent
+from typing import TypeAlias
+
+import os
 
 Base64Image: TypeAlias = dict[str, str]
 
@@ -58,23 +58,28 @@ def create_image_caption_chain(inputs: dict) -> MessageContent:
         """
         model: BaseChatModel = ChatOpenAI(temperature=0.8, model="gpt-4o-mini", max_tokens=1024)
         msg: BaseMessage = model.invoke(
-            [HumanMessage(
-                content=[
-                    {"type": "text", "text": inputs["prompt"]},
-                    {"type": "text", "text": OpenAIVision._OUT_PARSER.get_format_instructions()},
-                    {"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{inputs['image']}"}},
-                ])]
+            [
+                HumanMessage(
+                    content=[
+                        {"type": "text", "text": inputs["prompt"]},
+                        {"type": "text", "text": OpenAIVision._OUT_PARSER.get_format_instructions()},
+                        {"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{inputs['image']}"}},
+                    ]
+                )
+            ]
         )
         return msg.content
 
     def template(self, question: str | None = None) -> str:
-        return dedent(f"""
+        return dedent(
+            f"""
         Given the image, provide the following information:
         - A count of how many living beings are in the image.
         - A list of the main objects present in the image.
         - A description the atmosphere of the environment.
         - A list of detailed descriptions all living beings you find in the image.
-        {'- ' + question if question else ''}""").strip()
+        {'- ' + question if question else ''}"""
+        ).strip()
 
     def caption(self, filename: AnyPath, load_dir: AnyPath | None, question: str | None = None) -> str:
         """Generate a caption for the provided image.
@@ -86,10 +91,8 @@ def caption(self, filename: AnyPath, load_dir: AnyPath | None, question: str | N
         check_argument(len((final_path := str(find_file(final_path) or ""))) > 0, f"Invalid image path: {final_path}")
         vision_prompt = self.template()
         load_image_chain = TransformChain(
-            input_variables=["image_path"],
-            output_variables=["image"],
-            transform=self._encode_image
+            input_variables=["image_path"], output_variables=["image"], transform=self._encode_image
         )
         vision_chain = load_image_chain | self.create_image_caption_chain | OpenAIVision._OUT_PARSER
-        args: dict[str, str] = {'image_path': f'{final_path}', 'prompt': vision_prompt}
+        args: dict[str, str] = {"image_path": f"{final_path}", "prompt": vision_prompt}
         return str(vision_chain.invoke(args))
diff --git a/src/main/askai/core/enums/__init__.py b/src/main/askai/core/enums/__init__.py
index 45d6e12c..ce5f84c4 100644
--- a/src/main/askai/core/enums/__init__.py
+++ b/src/main/askai/core/enums/__init__.py
@@ -5,9 +5,5 @@
 # Package: main.askai.core.enums
 """Package initialization."""
 
-__all__ = [
-    'acc_response', 
-    'router_mode', 
-    'routing_model'
-]
-__version__ = '1.0.13'
+__all__ = ["acc_response", "router_mode", "routing_model"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/features/__init__.py b/src/main/askai/core/features/__init__.py
index 1a8f9a85..f6ea9eae 100644
--- a/src/main/askai/core/features/__init__.py
+++ b/src/main/askai/core/features/__init__.py
@@ -5,8 +5,5 @@
 # Package: main.askai.core.features
 """Package initialization."""
 
-__all__ = [
-    'router', 
-    'validation'
-]
-__version__ = '1.0.13'
+__all__ = ["router", "validation"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/features/router/__init__.py b/src/main/askai/core/features/router/__init__.py
index 1af70260..d27a79c4 100644
--- a/src/main/askai/core/features/router/__init__.py
+++ b/src/main/askai/core/features/router/__init__.py
@@ -5,12 +5,5 @@
 # Package: main.askai.core.features.router
 """Package initialization."""
 
-__all__ = [
-    'ai_processor', 
-    'model_selector', 
-    'procs', 
-    'task_agent', 
-    'task_toolkit', 
-    'tools'
-]
-__version__ = '1.0.13'
+__all__ = ["ai_processor", "model_selector", "procs", "task_agent", "task_toolkit", "tools"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/features/router/model_selector.py b/src/main/askai/core/features/router/model_selector.py
index be592741..ac0508fb 100644
--- a/src/main/askai/core/features/router/model_selector.py
+++ b/src/main/askai/core/features/router/model_selector.py
@@ -12,8 +12,6 @@
 
    Copyright (c) 2024, HomeSetup
 """
-from langchain_core.language_models import BaseChatModel
-
 from askai.core.askai_prompt import prompt
 from askai.core.component.geo_location import geo_location
 from askai.core.engine.openai.temperature import Temperature
@@ -22,6 +20,7 @@
 from askai.core.support.langchain_support import lc_llm
 from hspylib.core.metaclass.singleton import Singleton
 from hspylib.core.object_mapper import object_mapper
+from langchain_core.language_models import BaseChatModel
 from langchain_core.prompts import PromptTemplate
 
 
@@ -46,9 +45,7 @@ def select_model(self, question: str) -> ModelResult:
         :return: An instance of ModelResult representing the selected model.
         """
         final_prompt: str = self.model_template.format(
-            datetime=geo_location.datetime,
-            models=RoutingModel.enlist(),
-            question=question
+            datetime=geo_location.datetime, models=RoutingModel.enlist(), question=question
         )
         llm: BaseChatModel = lc_llm.create_chat_model(Temperature.DATA_ANALYSIS.temp)
         if response := llm.invoke(final_prompt):
diff --git a/src/main/askai/core/features/router/procs/__init__.py b/src/main/askai/core/features/router/procs/__init__.py
index 4ef8ee8a..8d0f3dd4 100644
--- a/src/main/askai/core/features/router/procs/__init__.py
+++ b/src/main/askai/core/features/router/procs/__init__.py
@@ -5,10 +5,5 @@
 # Package: main.askai.core.features.router.procs
 """Package initialization."""
 
-__all__ = [
-    'qna', 
-    'qstring', 
-    'rag', 
-    'task_splitter'
-]
-__version__ = '1.0.13'
+__all__ = ["qna", "qstring", "rag", "task_splitter"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/features/router/task_agent.py b/src/main/askai/core/features/router/task_agent.py
index df19d88e..130bc921 100644
--- a/src/main/askai/core/features/router/task_agent.py
+++ b/src/main/askai/core/features/router/task_agent.py
@@ -1,8 +1,3 @@
-import logging as log
-import os
-from functools import lru_cache
-from typing import Optional, AnyStr
-
 from askai.core.askai_configs import configs
 from askai.core.askai_events import events
 from askai.core.askai_messages import msg
@@ -17,6 +12,7 @@
 from askai.core.model.model_result import ModelResult
 from askai.core.support.langchain_support import lc_llm
 from askai.core.support.shared_instances import shared
+from functools import lru_cache
 from hspylib.core.config.path_object import PathObject
 from hspylib.core.metaclass.singleton import Singleton
 from langchain.agents import AgentExecutor, create_structured_chat_agent
@@ -24,6 +20,10 @@
 from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
 from langchain_core.runnables import Runnable
 from langchain_core.runnables.utils import Output
+from typing import AnyStr, Optional
+
+import logging as log
+import os
 
 
 class TaskAgent(metaclass=Singleton):
diff --git a/src/main/askai/core/features/router/tools/__init__.py b/src/main/askai/core/features/router/tools/__init__.py
index d2f85b42..67e189d4 100644
--- a/src/main/askai/core/features/router/tools/__init__.py
+++ b/src/main/askai/core/features/router/tools/__init__.py
@@ -5,14 +5,5 @@
 # Package: main.askai.core.features.router.tools
 """Package initialization."""
 
-__all__ = [
-    'analysis', 
-    'browser', 
-    'general', 
-    'generation', 
-    'summarization', 
-    'terminal', 
-    'vision', 
-    'webcam'
-]
-__version__ = '1.0.13'
+__all__ = ["analysis", "browser", "general", "generation", "summarization", "terminal", "vision", "webcam"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/features/router/tools/analysis.py b/src/main/askai/core/features/router/tools/analysis.py
index 559ef464..0b1d99c7 100644
--- a/src/main/askai/core/features/router/tools/analysis.py
+++ b/src/main/askai/core/features/router/tools/analysis.py
@@ -18,13 +18,12 @@
 from askai.core.engine.openai.temperature import Temperature
 from askai.core.support.langchain_support import lc_llm
 from askai.core.support.shared_instances import shared
+from askai.core.support.text_formatter import TextFormatter
 from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
 from langchain_core.runnables.history import RunnableWithMessageHistory
 
 import logging as log
 
-from askai.core.support.text_formatter import TextFormatter
-
 
 def query_output(query: str, context: str = None) -> str:
     """Handle 'Text analysis', invoking: analyze(question: str). Analyze the context and answer the question.
diff --git a/src/main/askai/core/features/router/tools/generation.py b/src/main/askai/core/features/router/tools/generation.py
index 99c72e1b..b73d280d 100644
--- a/src/main/askai/core/features/router/tools/generation.py
+++ b/src/main/askai/core/features/router/tools/generation.py
@@ -13,11 +13,6 @@
    Copyright (c) 2024, HomeSetup
 """
 
-import logging as log
-import os
-from pathlib import Path
-from typing import AnyStr
-
 from askai.core.askai_messages import msg
 from askai.core.askai_prompt import prompt
 from askai.core.component.cache_service import GEN_AI_DIR
@@ -31,6 +26,11 @@
 from hspylib.core.zoned_datetime import now_ms
 from langchain_core.messages import AIMessage
 from langchain_core.prompts import PromptTemplate
+from pathlib import Path
+from typing import AnyStr
+
+import logging as log
+import os
 
 
 def generate_content(instructions: str, mime_type: str, filepath: AnyPath | None = None) -> str:
diff --git a/src/main/askai/core/features/router/tools/vision.py b/src/main/askai/core/features/router/tools/vision.py
index 4df257d4..29b95837 100644
--- a/src/main/askai/core/features/router/tools/vision.py
+++ b/src/main/askai/core/features/router/tools/vision.py
@@ -1,8 +1,3 @@
-import os
-from textwrap import indent
-
-import torch
-from PIL import Image
 from askai.core.askai_events import events
 from askai.core.askai_messages import msg
 from askai.core.component.cache_service import PICTURE_DIR
@@ -13,8 +8,13 @@
 from hspylib.core.config.path_object import PathObject
 from hspylib.core.enums.enumeration import Enumeration
 from hspylib.core.metaclass.classpath import AnyPath
+from PIL import Image
+from textwrap import indent
 from transformers import BlipForConditionalGeneration, BlipProcessor
 
+import os
+import torch
+
 
 def offline_captioner(path_name: AnyPath) -> str:
     """This tool is used to describe an image.
@@ -93,11 +93,10 @@ def parse_caption(image_caption: str) -> str:
     if image_caption:
         result: ImageResult = ImageResult.of(image_caption)
         ln: str = os.linesep
-        people_desc: str = ''
+        people_desc: str = ""
         if result.people_description:
-            people_desc: str = (
-                f"- **People:** `({result.people_count})`\n"
-                + indent(f"- {'- '.join([f'`{ppl}{ln}`' for ppl in result.people_description])}", "    ")
+            people_desc: str = f"- **People:** `({result.people_count})`\n" + indent(
+                f"- {'- '.join([f'`{ppl}{ln}`' for ppl in result.people_description])}", "    "
             )
         return (
             f"- **Description:** `{result.env_description}`\n"
diff --git a/src/main/askai/core/features/router/tools/webcam.py b/src/main/askai/core/features/router/tools/webcam.py
index f02eca5b..bb28a97c 100644
--- a/src/main/askai/core/features/router/tools/webcam.py
+++ b/src/main/askai/core/features/router/tools/webcam.py
@@ -1,11 +1,11 @@
-import os
-from os.path import basename
-from textwrap import indent
-
 from askai.core.askai_configs import configs
 from askai.core.component.camera import camera
 from askai.core.features.router.tools.vision import image_captioner, parse_caption
 from askai.core.support.utilities import display_text
+from os.path import basename
+from textwrap import indent
+
+import os
 
 
 def webcam_capturer(photo_name: str | None, detect_faces: bool = False) -> str:
@@ -23,19 +23,22 @@ def webcam_capturer(photo_name: str | None, detect_faces: bool = False) -> str:
         face_files, face_datas = camera.detect_faces(pic_data, photo_name)
         faces: int = len(face_files)
         face_description = (
-            f"- **Faces:** `({faces})`\n"
-            + indent(f"- {'- '.join([f'`{ff.img_path}` {ln}' for ff in face_files])}", "    ")
-            + f"- **Face-Captions:** `({faces})`\n"
-            + indent(f"- {'- '.join([f'*{basename(ff.img_path)}*: `{ff.img_caption}` {ln}' for ff in face_files])}", "    ")
-        ) if faces else ''
+            (
+                f"- **Faces:** `({faces})`\n"
+                + indent(f"- {'- '.join([f'`{ff.img_path}` {ln}' for ff in face_files])}", "    ")
+                + f"- **Face-Captions:** `({faces})`\n"
+                + indent(
+                    f"- {'- '.join([f'*{basename(ff.img_path)}*: `{ff.img_caption}` {ln}' for ff in face_files])}",
+                    "    ",
+                )
+            )
+            if faces
+            else ""
+        )
 
     image_description: str = parse_caption(image_captioner(pic_file.img_path))
 
-    return (
-        f">   Photo Taken -> {pic_file.img_path}\n\n"
-        f"{image_description or ''}\n"
-        f"{face_description or ''}"
-    )
+    return f">   Photo Taken -> {pic_file.img_path}\n\n" f"{image_description or ''}\n" f"{face_description or ''}"
 
 
 def webcam_identifier(max_distance: int = configs.max_id_distance) -> str:
diff --git a/src/main/askai/core/features/validation/__init__.py b/src/main/askai/core/features/validation/__init__.py
index 07e95545..711cf42f 100644
--- a/src/main/askai/core/features/validation/__init__.py
+++ b/src/main/askai/core/features/validation/__init__.py
@@ -5,7 +5,5 @@
 # Package: main.askai.core.features.validation
 """Package initialization."""
 
-__all__ = [
-    'accuracy'
-]
-__version__ = '1.0.13'
+__all__ = ["accuracy"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/features/validation/accuracy.py b/src/main/askai/core/features/validation/accuracy.py
index 89f99f36..e13b5026 100644
--- a/src/main/askai/core/features/validation/accuracy.py
+++ b/src/main/askai/core/features/validation/accuracy.py
@@ -29,14 +29,16 @@
 
 import logging as log
 
-EVALUATION_GUIDE: str = dedent("""
+EVALUATION_GUIDE: str = dedent(
+    """
 **Accuracy Evaluation Guidelines:**
 
 1. Analyze past responses to ensure accuracy.
 2. Regularly self-critique overall responses.
 3. Reflect on past strategies to refine your approach.
 4. Experiment with different methods or solutions.
-""").strip()
+"""
+).strip()
 
 RAG: RAGProvider = RAGProvider("accuracy.csv")
 
@@ -98,9 +100,7 @@ def resolve_x_refs(ref_name: str, context: str | None = None) -> str:
     if context or (context := str(shared.context.flat("HISTORY"))):
         runnable = template | lc_llm.create_chat_model(Temperature.CODE_GENERATION.temp)
         runnable = RunnableWithMessageHistory(
-            runnable, shared.context.flat,
-            input_messages_key="pathname",
-            history_messages_key="context"
+            runnable, shared.context.flat, input_messages_key="pathname", history_messages_key="context"
         )
         log.info("Analysis::[QUERY] '%s'  context=%s", ref_name, context)
         events.reply.emit(message=msg.x_reference(ref_name), verbosity="debug")
diff --git a/src/main/askai/core/model/__init__.py b/src/main/askai/core/model/__init__.py
index 596d55b8..762ed8d4 100644
--- a/src/main/askai/core/model/__init__.py
+++ b/src/main/askai/core/model/__init__.py
@@ -5,11 +5,5 @@
 # Package: main.askai.core.model
 """Package initialization."""
 
-__all__ = [
-    'action_plan', 
-    'api_keys', 
-    'model_result', 
-    'search_result', 
-    'summary_result'
-]
-__version__ = '1.0.13'
+__all__ = ["action_plan", "api_keys", "model_result", "search_result", "summary_result"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/model/api_keys.py b/src/main/askai/core/model/api_keys.py
index 4ca5cc64..d79bba4f 100644
--- a/src/main/askai/core/model/api_keys.py
+++ b/src/main/askai/core/model/api_keys.py
@@ -12,17 +12,17 @@
 
    Copyright (c) 2024, HomeSetup
 """
-import os
-from pathlib import Path
-from typing import AnyStr
-
-import dotenv
 from askai.exception.exceptions import MissingApiKeyError
 from clitt.core.tui.minput.input_validator import InputValidator
 from clitt.core.tui.minput.menu_input import MenuInput
 from clitt.core.tui.minput.minput import minput
 from hspylib.core.enums.charset import Charset
+from pathlib import Path
 from pydantic.v1 import BaseSettings, Field, validator
+from typing import AnyStr
+
+import dotenv
+import os
 
 API_KEY_FILE: str = os.environ.get("HHS_ENV_FILE", str(os.path.join(Path.home(), ".env")))
 
@@ -62,6 +62,7 @@ def has_key(self, key_name: str) -> bool:
 
     class Config:
         """Configuration class for setting environment variables related to API keys."""
+
         env_file = API_KEY_FILE
         env_file_encoding = Charset.UTF_8.val
 
diff --git a/src/main/askai/core/model/image_result.py b/src/main/askai/core/model/image_result.py
index 87b84e08..f660d4f8 100644
--- a/src/main/askai/core/model/image_result.py
+++ b/src/main/askai/core/model/image_result.py
@@ -1,17 +1,17 @@
-from typing import AnyStr
-
 from pydantic import BaseModel, Field
+from typing import AnyStr
 
 
 class ImageResult(BaseModel):
     """Information about an image. This class provides a schema for storing and validating image-related information
     using Pydantic's data validation features.
     """
+
     people_count: int = Field(description="Number of beings on the picture")
     main_objects: list[str] = Field(description="List of the main objects on the picture")
     env_description: str = Field(description="Description of the atmosphere of the environment")
     people_description: list[str] = Field(description="List of people description")
 
     @staticmethod
-    def of(image_caption: AnyStr) -> 'ImageResult':
+    def of(image_caption: AnyStr) -> "ImageResult":
         return ImageResult.model_validate_json(str(image_caption).replace("'", '"'))
diff --git a/src/main/askai/core/support/__init__.py b/src/main/askai/core/support/__init__.py
index 93296ffc..340ef171 100644
--- a/src/main/askai/core/support/__init__.py
+++ b/src/main/askai/core/support/__init__.py
@@ -6,13 +6,13 @@
 """Package initialization."""
 
 __all__ = [
-    'chat_context', 
-    'langchain_support', 
-    'platform', 
-    'presets', 
-    'rag_provider', 
-    'shared_instances', 
-    'text_formatter', 
-    'utilities'
+    "chat_context",
+    "langchain_support",
+    "platform",
+    "presets",
+    "rag_provider",
+    "shared_instances",
+    "text_formatter",
+    "utilities",
 ]
-__version__ = '1.0.13'
+__version__ = "1.0.13"
diff --git a/src/main/askai/core/support/langchain_support.py b/src/main/askai/core/support/langchain_support.py
index 79536213..1cf9aede 100644
--- a/src/main/askai/core/support/langchain_support.py
+++ b/src/main/askai/core/support/langchain_support.py
@@ -12,9 +12,8 @@
 
    Copyright (c) 2024, HomeSetup
 """
-from functools import lru_cache
-
 from askai.core.support.shared_instances import shared
+from functools import lru_cache
 from hspylib.core.metaclass.singleton import Singleton
 from hspylib.core.preconditions import check_not_none
 from langchain_core.embeddings import Embeddings
diff --git a/src/main/askai/core/support/shared_instances.py b/src/main/askai/core/support/shared_instances.py
index 341f64b4..a6ed7184 100644
--- a/src/main/askai/core/support/shared_instances.py
+++ b/src/main/askai/core/support/shared_instances.py
@@ -13,10 +13,6 @@
    Copyright (c) 2024, HomeSetup
 """
 
-import os
-from pathlib import Path
-from typing import Optional
-
 from askai.__classpath__ import classpath
 from askai.core.askai_configs import configs
 from askai.core.askai_messages import msg
@@ -37,6 +33,10 @@
 from hspylib.modules.cli.keyboard import Keyboard
 from langchain.memory import ConversationBufferWindowMemory
 from langchain.memory.chat_memory import BaseChatMemory
+from pathlib import Path
+from typing import Optional
+
+import os
 
 
 class SharedInstances(metaclass=Singleton):
diff --git a/src/main/askai/core/support/utilities.py b/src/main/askai/core/support/utilities.py
index a5fc0a6a..af13b2aa 100644
--- a/src/main/askai/core/support/utilities.py
+++ b/src/main/askai/core/support/utilities.py
@@ -12,17 +12,6 @@
 
    Copyright (c) 2024, HomeSetup
 """
-import base64
-import mimetypes
-import os
-import re
-import shutil
-import sys
-from os.path import basename, dirname
-from pathlib import Path
-from typing import Optional, AnyStr
-
-import pause
 from askai.core.support.presets import Presets
 from askai.core.support.text_formatter import text_formatter
 from askai.language.language import Language
@@ -35,6 +24,17 @@
 from hspylib.core.tools.text_tools import ensure_endswith, strip_escapes
 from hspylib.core.zoned_datetime import now_ms
 from hspylib.modules.cli.vt100.vt_color import VtColor
+from os.path import basename, dirname
+from pathlib import Path
+from typing import AnyStr, Optional
+
+import base64
+import mimetypes
+import os
+import pause
+import re
+import shutil
+import sys
 
 
 def read_stdin() -> Optional[str]:
diff --git a/src/main/askai/exception/__init__.py b/src/main/askai/exception/__init__.py
index 5cf57b5b..5d89c407 100644
--- a/src/main/askai/exception/__init__.py
+++ b/src/main/askai/exception/__init__.py
@@ -5,7 +5,5 @@
 # Package: main.askai.exception
 """Package initialization."""
 
-__all__ = [
-    'exceptions'
-]
-__version__ = '1.0.13'
+__all__ = ["exceptions"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/language/__init__.py b/src/main/askai/language/__init__.py
index f186aa5d..170982a5 100644
--- a/src/main/askai/language/__init__.py
+++ b/src/main/askai/language/__init__.py
@@ -5,9 +5,5 @@
 # Package: main.askai.language
 """Package initialization."""
 
-__all__ = [
-    'ai_translator', 
-    'language', 
-    'translators'
-]
-__version__ = '1.0.13'
+__all__ = ["ai_translator", "language", "translators"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/language/language.py b/src/main/askai/language/language.py
index 1e897736..6fcf6cdb 100644
--- a/src/main/askai/language/language.py
+++ b/src/main/askai/language/language.py
@@ -248,4 +248,3 @@ def territory(self) -> str:
         :return: The mnemonic representing the territory, e.g., US.
         """
         return self._territory
-
diff --git a/src/main/askai/language/translators/__init__.py b/src/main/askai/language/translators/__init__.py
index eb76e967..35590107 100644
--- a/src/main/askai/language/translators/__init__.py
+++ b/src/main/askai/language/translators/__init__.py
@@ -5,8 +5,5 @@
 # Package: main.askai.language.translators
 """Package initialization."""
 
-__all__ = [
-    'deep', 
-    'marian'
-]
-__version__ = '1.0.13'
+__all__ = ["deep", "marian"]
+__version__ = "1.0.13"
diff --git a/src/main/askai/language/translators/deep.py b/src/main/askai/language/translators/deep.py
index 81bde6eb..b4695b34 100644
--- a/src/main/askai/language/translators/deep.py
+++ b/src/main/askai/language/translators/deep.py
@@ -12,12 +12,12 @@
 
    Copyright (c) 2024, HomeSetup
 """
-from functools import lru_cache
-
-import deepl
 from askai.__classpath__ import API_KEYS
 from askai.language.ai_translator import AITranslator
 from askai.language.language import Language
+from functools import lru_cache
+
+import deepl
 
 
 class DeepLTranslator(AITranslator):
@@ -25,7 +25,7 @@ class DeepLTranslator(AITranslator):
 
     def __init__(self, from_idiom: Language, to_idiom: Language):
         super().__init__(from_idiom, to_idiom)
-        API_KEYS.ensure('DEEPL_API_KEY', 'DeepLTranslator')
+        API_KEYS.ensure("DEEPL_API_KEY", "DeepLTranslator")
         self._translator = deepl.Translator(API_KEYS.DEEPL_API_KEY)
 
     @lru_cache(maxsize=256)
diff --git a/src/main/askai/tui/__init__.py b/src/main/askai/tui/__init__.py
index 89987117..00db4f77 100644
--- a/src/main/askai/tui/__init__.py
+++ b/src/main/askai/tui/__init__.py
@@ -5,11 +5,5 @@
 # Package: main.askai.tui
 """Package initialization."""
 
-__all__ = [
-    'app_header', 
-    'app_icons', 
-    'app_suggester', 
-    'app_widgets', 
-    'askai_app'
-]
-__version__ = '1.0.13'
+__all__ = ["app_header", "app_icons", "app_suggester", "app_widgets", "askai_app"]
+__version__ = "1.0.13"
diff --git a/src/test/__init__.py b/src/test/__init__.py
index e5708d7d..4a23c5c3 100644
--- a/src/test/__init__.py
+++ b/src/test/__init__.py
@@ -5,8 +5,5 @@
 # Package: test
 """Package initialization."""
 
-__all__ = [
-    'core', 
-    'test_main'
-]
-__version__ = '1.0.13'
+__all__ = ["core", "test_main"]
+__version__ = "1.0.13"
diff --git a/src/test/core/__init__.py b/src/test/core/__init__.py
index ae4a6ed6..44afbb8a 100644
--- a/src/test/core/__init__.py
+++ b/src/test/core/__init__.py
@@ -5,7 +5,5 @@
 # Package: test.core
 """Package initialization."""
 
-__all__ = [
-    'support'
-]
-__version__ = '1.0.13'
+__all__ = ["support"]
+__version__ = "1.0.13"
diff --git a/src/test/core/support/__init__.py b/src/test/core/support/__init__.py
index 56d1d35c..88689ddc 100644
--- a/src/test/core/support/__init__.py
+++ b/src/test/core/support/__init__.py
@@ -5,7 +5,5 @@
 # Package: test.core.support
 """Package initialization."""
 
-__all__ = [
-    'test_utilities'
-]
-__version__ = '1.0.13'
+__all__ = ["test_utilities"]
+__version__ = "1.0.13"