From ce8936e82ebd8a996321ba521d2ff3927bb4af69 Mon Sep 17 00:00:00 2001
From: Sean Chatman <136349053+seanchatmangpt@users.noreply.github.com>
Date: Mon, 6 May 2024 10:08:40 -0700
Subject: [PATCH] Updates to Karl's agent and ChatGPTRetriver works

---
 poetry.lock                                   | 2100 ++++++++---------
 pyproject.toml                                |    4 +-
 src/dspygen/agents/research_agent.py          |   19 +-
 src/dspygen/dsl/dsl_pipeline_executor.py      |    2 +-
 src/dspygen/experiments/bkgn/chapter_draft.py |    4 +-
 .../experiments/bkgn/get_book_files.py        |   28 +-
 src/dspygen/experiments/bkgn/get_leaf.py      |    2 +-
 src/dspygen/experiments/bkgn/get_soc_files.py |  124 +-
 .../experiments/business_patterns_for_devs.py |    2 +-
 src/dspygen/experiments/mock_gen/__init__.py  |    0
 .../mock_gen/auto_pytest_mock_rover.py        |   45 +
 .../experiments/mock_gen/min_example.py       |   42 +
 src/dspygen/experiments/raga/__init__.py      |    0
 .../raga/chat_gpt_rag_retrevier.py            |  138 ++
 src/dspygen/experiments/raga/convo_loader.py  |   59 +
 .../wip/chatgpt_conversation_parser.py        |    2 +-
 src/dspygen/mixin/fsm/fsm_mixin.py            |   12 +-
 src/dspygen/modules/gen_python_primitive.py   |    3 +-
 .../modules/python_source_code_module.py      |    2 +-
 src/dspygen/modules/query_generator_module.py |    4 +-
 src/dspygen/rm/chatgpt_chromadb_retriever.py  |   65 +-
 src/dspygen/rm/chatgpt_retriver.py            |   19 +-
 src/dspygen/rm/code_retriever.py              |    4 +-
 src/dspygen/rm/doc_retriever.py               |    2 +-
 src/dspygen/subcommands/wkf_cmd.py            |    2 +-
 src/dspygen/utils/complete.py                 |    2 +-
 src/dspygen/utils/dspy_tools.py               |   12 +
 src/dspygen/utils/scraping_tools.py           |   40 +-
 .../workflow/data_analysis_workflow.yaml      |    4 +-
 src/dspygen/workflow/workflow_engine.py       |    2 +-
 src/dspygen/writer/data_writer.py             |    2 +-
 tests/pipeline/test_dsl_data_retriever.py     |   94 +-
 tests/pipeline/test_dsl_pipeline_execute.py   |    8 +-
 tests/pipeline/test_prd_generator.py          |    2 +-
 tests/workflow/test_control_flow.py           |    4 +-
 35 files changed, 1591 insertions(+), 1263 deletions(-)
 create mode 100644 src/dspygen/experiments/mock_gen/__init__.py
 create mode 100644 src/dspygen/experiments/mock_gen/auto_pytest_mock_rover.py
 create mode 100644 src/dspygen/experiments/mock_gen/min_example.py
 create mode 100644 src/dspygen/experiments/raga/__init__.py
 create mode 100644 src/dspygen/experiments/raga/chat_gpt_rag_retrevier.py
 create mode 100644 src/dspygen/experiments/raga/convo_loader.py

diff --git a/poetry.lock b/poetry.lock
index 3c474cc..8afbee8 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,87 +13,87 @@ files = [
 
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 [package.dependencies]
@@ -380,13 +380,13 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 
 [[package]]
 name = "babel"
-version = "2.14.0"
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 description = "Internationalization utilities"
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 ]
 
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+testing = ["jaraco.test", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)"]
 
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 python-versions = ">=3.7"
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 [package.extras]
@@ -513,13 +513,13 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "blinker"
-version = "1.7.0"
+version = "1.8.1"
 description = "Fast, simple object-to-object and broadcast signaling"
 optional = false
 python-versions = ">=3.8"
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 [[package]]
@@ -793,13 +793,13 @@ numpy = "*"
 
 [[package]]
 name = "chromadb"
-version = "0.4.24"
+version = "0.5.0"
 description = "Chroma."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -820,7 +820,6 @@ opentelemetry-sdk = ">=1.2.0"
 orjson = ">=3.9.12"
 overrides = ">=7.3.1"
 posthog = ">=2.4.0"
-pulsar-client = ">=3.1.0"
 pydantic = ">=1.9"
 pypika = ">=0.48.9"
 PyYAML = ">=6.0.0"
@@ -931,63 +930,63 @@ rich = "*"
 
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+version = "7.5.1"
 description = "Code coverage measurement for Python"
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -1018,43 +1017,43 @@ pyproject = ["toml (>=0.10)"]
 
 [[package]]
 name = "cryptography"
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
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 ]
 
 [package.dependencies]
@@ -1070,6 +1069,34 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "curl-cffi"
+version = "0.6.3"
+description = "libcurl ffi bindings for Python, with impersonation support."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+certifi = ">=2024.2.2"
+cffi = ">=1.12.0"
+
+[package.extras]
+build = ["cibuildwheel", "wheel"]
+dev = ["autoflake (==1.4)", "charset-normalizer (>=3.3.2,<4)", "coverage (==6.4.1)", "cryptography (==38.0.3)", "flake8 (==6.0.0)", "flake8-bugbear (==22.7.1)", "flake8-pie (==0.15.0)", "httpx (==0.23.1)", "mypy (==1.9.0)", "pytest (==7.1.2)", "pytest-asyncio (==0.19.0)", "pytest-trio (==0.7.0)", "ruff (==0.3.3)", "trio (==0.21.0)", "trio-typing (==0.7.0)", "trustme (==0.9.0)", "types-certifi (==2021.10.8.2)", "uvicorn (==0.18.3)", "websockets (==11.0.3)"]
+test = ["charset-normalizer (>=3.3.2,<4)", "cryptography (==38.0.3)", "fastapi (==0.100.0)", "httpx (==0.23.1)", "proxy.py (==2.4.3)", "pytest (==7.1.2)", "pytest-asyncio (==0.19.0)", "pytest-trio (==0.7.0)", "python-multipart (==0.0.6)", "trio (==0.21.0)", "trio-typing (==0.7.0)", "trustme (==0.9.0)", "types-certifi (==2021.10.8.2)", "uvicorn (==0.18.3)", "websockets (==11.0.3)"]
+
 [[package]]
 name = "datasets"
 version = "2.14.7"
@@ -1290,6 +1317,26 @@ pinecone = ["pinecone-client (>=2.2.4,<2.3.0)"]
 qdrant = ["fastembed", "fastembed (>=0.1.0)", "qdrant-client", "qdrant-client (>=1.6.2)"]
 weaviate = ["weaviate-client (>=3.26.1,<3.27.0)", "weaviate-client (>=4.5.4,<4.6.0)"]
 
+[[package]]
+name = "duckduckgo-search"
+version = "5.3.0"
+description = "Search for words, documents, images, news, maps and text translation using the DuckDuckGo.com search engine."
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "duckduckgo_search-5.3.0.tar.gz", hash = "sha256:da6328f977295077d1095625474060b688980ae14bc196cee05f13a74f801e9a"},
+]
+
+[package.dependencies]
+click = ">=8.1.7"
+curl-cffi = ">=0.6.2"
+orjson = ">=3.10.0"
+
+[package.extras]
+dev = ["mypy (>=1.9.0)", "pytest (>=8.1.1)", "ruff (>=0.3.4)"]
+lxml = ["lxml (>=5.1.1)"]
+
 [[package]]
 name = "ebooklib"
 version = "0.18"
@@ -1321,13 +1368,13 @@ idna = ">=2.0.0"
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.0"
+version = "1.2.1"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
-    {file = "exceptiongroup-1.2.0.tar.gz", hash = "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"},
+    {file = "exceptiongroup-1.2.1-py3-none-any.whl", hash = "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad"},
+    {file = "exceptiongroup-1.2.1.tar.gz", hash = "sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16"},
 ]
 
 [package.extras]
@@ -1377,33 +1424,50 @@ python-dateutil = ">=2.4"
 
 [[package]]
 name = "fastapi"
-version = "0.110.1"
+version = "0.111.0"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "fastapi-0.110.1.tar.gz", hash = "sha256:6feac43ec359dfe4f45b2c18ec8c94edb8dc2dfc461d417d9e626590c071baad"},
+    {file = "fastapi-0.111.0-py3-none-any.whl", hash = "sha256:97ecbf994be0bcbdadedf88c3150252bed7b2087075ac99735403b1b76cc8fc0"},
+    {file = "fastapi-0.111.0.tar.gz", hash = "sha256:b9db9dd147c91cb8b769f7183535773d8741dd46f9dc6676cd82eab510228cd7"},
 ]
 
 [package.dependencies]
-email-validator = {version = ">=2.0.0", optional = true, markers = "extra == \"all\""}
-httpx = {version = ">=0.23.0", optional = true, markers = "extra == \"all\""}
+email_validator = ">=2.0.0"
+fastapi-cli = ">=0.0.2"
+httpx = ">=0.23.0"
 itsdangerous = {version = ">=1.1.0", optional = true, markers = "extra == \"all\""}
-jinja2 = {version = ">=2.11.2", optional = true, markers = "extra == \"all\""}
-orjson = {version = ">=3.2.1", optional = true, markers = "extra == \"all\""}
+jinja2 = ">=2.11.2"
+orjson = ">=3.2.1"
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
 pydantic-extra-types = {version = ">=2.0.0", optional = true, markers = "extra == \"all\""}
 pydantic-settings = {version = ">=2.0.0", optional = true, markers = "extra == \"all\""}
-python-multipart = {version = ">=0.0.7", optional = true, markers = "extra == \"all\""}
+python-multipart = ">=0.0.7"
 pyyaml = {version = ">=5.3.1", optional = true, markers = "extra == \"all\""}
 starlette = ">=0.37.2,<0.38.0"
 typing-extensions = ">=4.8.0"
-ujson = {version = ">=4.0.1,<4.0.2 || >4.0.2,<4.1.0 || >4.1.0,<4.2.0 || >4.2.0,<4.3.0 || >4.3.0,<5.0.0 || >5.0.0,<5.1.0 || >5.1.0", optional = true, markers = "extra == \"all\""}
-uvicorn = {version = ">=0.12.0", extras = ["standard"], optional = true, markers = "extra == \"all\""}
+ujson = ">=4.0.1,<4.0.2 || >4.0.2,<4.1.0 || >4.1.0,<4.2.0 || >4.2.0,<4.3.0 || >4.3.0,<5.0.0 || >5.0.0,<5.1.0 || >5.1.0"
+uvicorn = {version = ">=0.12.0", extras = ["standard"]}
 
 [package.extras]
-all = ["email-validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+all = ["email_validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
+
+[[package]]
+name = "fastapi-cli"
+version = "0.0.2"
+description = "Run and manage FastAPI apps from the command line with FastAPI CLI. 🚀"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "fastapi_cli-0.0.2-py3-none-any.whl", hash = "sha256:d7a8ec89fd52ad16c52de9fe7299e4b22c7a32e1bf28aa886e5517e4927423dd"},
+    {file = "fastapi_cli-0.0.2.tar.gz", hash = "sha256:589565ba758432632eadcf7b950e0ec76bb283b549784d9df17f261a8a9de476"},
+]
+
+[package.dependencies]
+fastapi = "*"
+typer = ">=0.12.3"
+uvicorn = {version = ">=0.29.0", extras = ["standard"]}
 
 [[package]]
 name = "fastjsonschema"
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+    {file = "grpcio-1.63.0-cp39-cp39-linux_armv7l.whl", hash = "sha256:75f701ff645858a2b16bc8c9fc68af215a8bb2d5a9b647448129de6e85d52bce"},
+    {file = "grpcio-1.63.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:cacdef0348a08e475a721967f48206a2254a1b26ee7637638d9e081761a5ba86"},
+    {file = "grpcio-1.63.0-cp39-cp39-manylinux_2_17_aarch64.whl", hash = "sha256:0697563d1d84d6985e40ec5ec596ff41b52abb3fd91ec240e8cb44a63b895094"},
+    {file = "grpcio-1.63.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6426e1fb92d006e47476d42b8f240c1d916a6d4423c5258ccc5b105e43438f61"},
+    {file = "grpcio-1.63.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e48cee31bc5f5a31fb2f3b573764bd563aaa5472342860edcc7039525b53e46a"},
+    {file = "grpcio-1.63.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:50344663068041b34a992c19c600236e7abb42d6ec32567916b87b4c8b8833b3"},
+    {file = "grpcio-1.63.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:259e11932230d70ef24a21b9fb5bb947eb4703f57865a404054400ee92f42f5d"},
+    {file = "grpcio-1.63.0-cp39-cp39-win32.whl", hash = "sha256:a44624aad77bf8ca198c55af811fd28f2b3eaf0a50ec5b57b06c034416ef2d0a"},
+    {file = "grpcio-1.63.0-cp39-cp39-win_amd64.whl", hash = "sha256:166e5c460e5d7d4656ff9e63b13e1f6029b122104c1633d5f37eaea348d7356d"},
+    {file = "grpcio-1.63.0.tar.gz", hash = "sha256:f3023e14805c61bc439fb40ca545ac3d5740ce66120a678a3c6c2c55b70343d1"},
+]
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.63.0)"]
 
 [[package]]
 name = "gunicorn"
-version = "21.2.0"
+version = "22.0.0"
 description = "WSGI HTTP Server for UNIX"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 files = [
-    {file = "gunicorn-21.2.0-py3-none-any.whl", hash = "sha256:3213aa5e8c24949e792bcacfc176fef362e7aac80b76c56f6b5122bf350722f0"},
-    {file = "gunicorn-21.2.0.tar.gz", hash = "sha256:88ec8bff1d634f98e61b9f65bc4bf3cd918a90806c6f5c48bc5603849ec81033"},
+    {file = "gunicorn-22.0.0-py3-none-any.whl", hash = "sha256:350679f91b24062c86e386e198a15438d53a7a8207235a78ba1b53df4c4378d9"},
+    {file = "gunicorn-22.0.0.tar.gz", hash = "sha256:4a0b436239ff76fb33f11c07a16482c521a7e09c1ce3cc293c2330afe01bec63"},
 ]
 
 [package.dependencies]
 packaging = "*"
 
 [package.extras]
-eventlet = ["eventlet (>=0.24.1)"]
+eventlet = ["eventlet (>=0.24.1,!=0.36.0)"]
 gevent = ["gevent (>=1.4.0)"]
 setproctitle = ["setproctitle"]
+testing = ["coverage", "eventlet", "gevent", "pytest", "pytest-cov"]
 tornado = ["tornado (>=0.2)"]
 
 [[package]]
@@ -1841,6 +1898,16 @@ files = [
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
 ]
 
+[[package]]
+name = "html2text"
+version = "2024.2.26"
+description = "Turn HTML into equivalent Markdown-structured text."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "html2text-2024.2.26.tar.gz", hash = "sha256:05f8e367d15aaabc96415376776cdd11afd5127a77fce6e36afc60c563ca2c32"},
+]
+
 [[package]]
 name = "httpcore"
 version = "1.0.5"
@@ -1936,13 +2003,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.22.2"
+version = "0.23.0"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.22.2-py3-none-any.whl", hash = "sha256:3429e25f38ccb834d310804a3b711e7e4953db5a9e420cc147a5e194ca90fd17"},
-    {file = "huggingface_hub-0.22.2.tar.gz", hash = "sha256:32e9a9a6843c92f253ff9ca16b9985def4d80a93fb357af5353f770ef74a81be"},
+    {file = "huggingface_hub-0.23.0-py3-none-any.whl", hash = "sha256:075c30d48ee7db2bba779190dc526d2c11d422aed6f9044c5e2fdc2c432fdb91"},
+    {file = "huggingface_hub-0.23.0.tar.gz", hash = "sha256:7126dedd10a4c6fac796ced4d87a8cf004efc722a5125c2c09299017fa366fa9"},
 ]
 
 [package.dependencies]
@@ -1955,16 +2022,16 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
 inference = ["aiohttp", "minijinja (>=1.0)"]
 quality = ["mypy (==1.5.1)", "ruff (>=0.3.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
 torch = ["safetensors", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
@@ -2002,13 +2069,13 @@ dev = ["astor (==0.8.1)", "asyncstdlib (==3.9.1)", "black (==23.9.1)", "coverage
 
 [[package]]
 name = "identify"
-version = "2.5.35"
+version = "2.5.36"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.35-py2.py3-none-any.whl", hash = "sha256:c4de0081837b211594f8e877a6b4fad7ca32bbfc1a9307fdd61c28bfe923f13e"},
-    {file = "identify-2.5.35.tar.gz", hash = "sha256:10a7ca245cfcd756a554a7288159f72ff105ad233c7c4b9c6f0f4d108f5f6791"},
+    {file = "identify-2.5.36-py2.py3-none-any.whl", hash = "sha256:37d93f380f4de590500d9dba7db359d0d3da95ffe7f9de1753faa159e71e7dfa"},
+    {file = "identify-2.5.36.tar.gz", hash = "sha256:e5e00f54165f9047fbebeb4a560f9acfb8af4c88232be60a488e9b68d122745d"},
 ]
 
 [package.extras]
@@ -2214,13 +2281,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.23.0"
+version = "8.24.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.23.0-py3-none-any.whl", hash = "sha256:07232af52a5ba146dc3372c7bf52a0f890a23edf38d77caef8d53f9cdc2584c1"},
-    {file = "ipython-8.23.0.tar.gz", hash = "sha256:7468edaf4f6de3e1b912e57f66c241e6fd3c7099f2ec2136e239e142e800274d"},
+    {file = "ipython-8.24.0-py3-none-any.whl", hash = "sha256:d7bf2f6c4314984e3e02393213bab8703cf163ede39672ce5918c51fe253a2a3"},
+    {file = "ipython-8.24.0.tar.gz", hash = "sha256:010db3f8a728a578bb641fdd06c063b9fb8e96a9464c63aec6310fbcb5e80501"},
 ]
 
 [package.dependencies]
@@ -2234,7 +2301,7 @@ prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5.13.0"
-typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
+typing-extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 
 [package.extras]
 all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
@@ -2247,7 +2314,7 @@ nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest (<8)", "pytest-asyncio (<0.22)", "testpath"]
+test = ["pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
 test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
@@ -2266,13 +2333,13 @@ arrow = ">=0.15.0"
 
 [[package]]
 name = "itsdangerous"
-version = "2.1.2"
+version = "2.2.0"
 description = "Safely pass data to untrusted environments and back."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "itsdangerous-2.1.2-py3-none-any.whl", hash = "sha256:2c2349112351b88699d8d4b6b075022c0808887cb7ad10069318a8b0bc88db44"},
-    {file = "itsdangerous-2.1.2.tar.gz", hash = "sha256:5dbbc68b317e5e42f327f9021763545dc3fc3bfe22e6deb96aaf1fc38874156a"},
+    {file = "itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef"},
+    {file = "itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173"},
 ]
 
 [[package]]
@@ -2313,13 +2380,13 @@ testing = ["portend", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytes
 
 [[package]]
 name = "jaraco-functools"
-version = "4.0.0"
+version = "4.0.1"
 description = "Functools like those found in stdlib"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jaraco.functools-4.0.0-py3-none-any.whl", hash = "sha256:daf276ddf234bea897ef14f43c4e1bf9eefeac7b7a82a4dd69228ac20acff68d"},
-    {file = "jaraco.functools-4.0.0.tar.gz", hash = "sha256:c279cb24c93d694ef7270f970d499cab4d3813f4e08273f95398651a634f0925"},
+    {file = "jaraco.functools-4.0.1-py3-none-any.whl", hash = "sha256:3b24ccb921d6b593bdceb56ce14799204f473976e2a9d4b15b04d0f2c2326664"},
+    {file = "jaraco_functools-4.0.1.tar.gz", hash = "sha256:d33fa765374c0611b52f8b3a795f8900869aa88c84769d4d1746cd68fb28c3e8"},
 ]
 
 [package.dependencies]
@@ -2327,7 +2394,7 @@ more-itertools = "*"
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["jaraco.classes", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+testing = ["jaraco.classes", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "jedi"
@@ -2444,13 +2511,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.21.1"
+version = "4.22.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.21.1-py3-none-any.whl", hash = "sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f"},
-    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
+    {file = "jsonschema-4.22.0-py3-none-any.whl", hash = "sha256:ff4cfd6b1367a40e7bc6411caec72effadd3db0bbe5017de188f2d6108335802"},
+    {file = "jsonschema-4.22.0.tar.gz", hash = "sha256:5b22d434a45935119af990552c862e5d6d564e8f6601206b305a61fdf661a2b7"},
 ]
 
 [package.dependencies]
@@ -2623,13 +2690,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.1.6"
+version = "4.1.8"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.1.6-py3-none-any.whl", hash = "sha256:cf3e862bc10dbf4331e4eb37438634f813c238cfc62c71c640b3b3b2caa089a8"},
-    {file = "jupyterlab-4.1.6.tar.gz", hash = "sha256:7935f36ba26eb615183a4f5c2bbca5791b5108ce2a00b5505f8cfd100d53648e"},
+    {file = "jupyterlab-4.1.8-py3-none-any.whl", hash = "sha256:c3baf3a2f91f89d110ed5786cd18672b9a357129d4e389d2a0dead15e11a4d2c"},
+    {file = "jupyterlab-4.1.8.tar.gz", hash = "sha256:3384aded8680e7ce504fd63b8bb89a39df21c9c7694d9e7dc4a68742cdb30f9b"},
 ]
 
 [package.dependencies]
@@ -2640,7 +2707,7 @@ jinja2 = ">=3.0.3"
 jupyter-core = "*"
 jupyter-lsp = ">=2.0.0"
 jupyter-server = ">=2.4.0,<3"
-jupyterlab-server = ">=2.19.0,<3"
+jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
 tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
@@ -2667,13 +2734,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.26.0"
+version = "2.27.1"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_server-2.26.0-py3-none-any.whl", hash = "sha256:54622cbd330526a385ee0c1fdccdff3a1e7219bf3e864a335284a1270a1973df"},
-    {file = "jupyterlab_server-2.26.0.tar.gz", hash = "sha256:9b3ba91cf2837f7f124fca36d63f3ca80ace2bed4898a63dd47e6598c1ab006f"},
+    {file = "jupyterlab_server-2.27.1-py3-none-any.whl", hash = "sha256:f5e26156e5258b24d532c84e7c74cc212e203bff93eb856f81c24c16daeecc75"},
+    {file = "jupyterlab_server-2.27.1.tar.gz", hash = "sha256:097b5ac709b676c7284ac9c5e373f11930a561f52cd5a86e4fc7e5a9c8a8631d"},
 ]
 
 [package.dependencies]
@@ -2692,13 +2759,13 @@ test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-v
 
 [[package]]
 name = "keyring"
-version = "25.1.0"
+version = "25.2.0"
 description = "Store and access your passwords safely."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "keyring-25.1.0-py3-none-any.whl", hash = "sha256:26fc12e6a329d61d24aa47b22a7c5c3f35753df7d8f2860973cf94f4e1fb3427"},
-    {file = "keyring-25.1.0.tar.gz", hash = "sha256:7230ea690525133f6ad536a9b5def74a4bd52642abe594761028fc044d7c7893"},
+    {file = "keyring-25.2.0-py3-none-any.whl", hash = "sha256:19f17d40335444aab84b19a0d16a77ec0758a9c384e3446ae2ed8bd6d53b67a5"},
+    {file = "keyring-25.2.0.tar.gz", hash = "sha256:7045f367268ce42dba44745050164b431e46f6e92f99ef2937dfadaef368d8cf"},
 ]
 
 [package.dependencies]
@@ -2713,7 +2780,7 @@ SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
 [package.extras]
 completion = ["shtab (>=1.1.0)"]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+testing = ["pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "kubernetes"
@@ -2858,7 +2925,6 @@ files = [
     {file = "lxml-5.2.1-cp37-cp37m-musllinux_1_2_x86_64.whl", hash = "sha256:9e2addd2d1866fe112bc6f80117bcc6bc25191c5ed1bfbcf9f1386a884252ae8"},
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 [package.dependencies]
@@ -3433,13 +3499,13 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 
 [[package]]
 name = "nbconvert"
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 [package.dependencies]
@@ -3460,9 +3526,9 @@ tinycss2 = "*"
 traitlets = ">=5.1"
 
 [package.extras]
-all = ["nbconvert[docs,qtpdf,serve,test,webpdf]"]
+all = ["flaky", "ipykernel", "ipython", "ipywidgets (>=7.5)", "myst-parser", "nbsphinx (>=0.2.12)", "playwright", "pydata-sphinx-theme", "pyqtwebengine (>=5.15)", "pytest (>=7)", "sphinx (==5.0.2)", "sphinxcontrib-spelling", "tornado (>=6.1)"]
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 serve = ["tornado (>=6.1)"]
 test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest (>=7)"]
@@ -3661,13 +3727,13 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.17.1"
+version = "1.25.2"
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 python-versions = ">=3.7.1"
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 [package.dependencies]
@@ -3873,62 +3939,57 @@ test = ["coverage", "fakeredis[lua]", "kaleido", "moto", "pytest", "scipy (>=1.9
 
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 [package.extras]
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 python-versions = ">=3.9"
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@@ -3988,12 +4050,14 @@ files = [
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 [[package]]
 name = "platformdirs"
-version = "4.2.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.2.1"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
 
 [[package]]
 name = "playwright"
@@ -4279,13 +4344,13 @@ pyee = "11.1.0"
 
 [[package]]
 name = "pluggy"
-version = "1.4.0"
+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -4294,13 +4359,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "poethepoet"
-version = "0.25.1"
+version = "0.26.1"
 description = "A task runner that works well with poetry."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -4449,53 +4514,6 @@ files = [
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-optional = false
-python-versions = "*"
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-
-[package.dependencies]
-certifi = "*"
-
-[package.extras]
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-
 [[package]]
 name = "pure-eval"
 version = "0.2.2"
@@ -4526,51 +4544,51 @@ pydot = ">=1.4"
 
 [[package]]
 name = "pyarrow"
-version = "15.0.2"
+version = "16.0.0"
 description = "Python library for Apache Arrow"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
 name = "pydantic-extra-types"
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+version = "2.7.0"
 description = "Extra Pydantic types."
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-python-versions = ">=3.7"
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 files = [
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 [package.dependencies]
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 [package.extras]
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 [[package]]
 name = "pydantic-settings"
@@ -4789,13 +4785,13 @@ yaml = ["pyyaml (>=6.0.1)"]
 
 [[package]]
 name = "pydeck"
-version = "0.8.0"
+version = "0.9.0"
 description = "Widget for deck.gl maps"
 optional = false
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 files = [
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 [package.dependencies]
@@ -4910,17 +4906,16 @@ files = [
 
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 description = "Pygments is a syntax highlighting package written in Python."
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 [package.extras]
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 [[package]]
@@ -4991,18 +4986,15 @@ files = [
 
 [[package]]
 name = "pyproject-hooks"
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+version = "1.1.0"
 description = "Wrappers to call pyproject.toml-based build backend hooks."
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 python-versions = ">=3.7"
 files = [
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-[package.dependencies]
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "pyreadline3"
 version = "3.4.1"
@@ -5026,13 +5018,13 @@ files = [
 
 [[package]]
 name = "pytest"
-version = "8.1.1"
+version = "8.2.0"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -5040,11 +5032,11 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=1.4,<2.0"
+pluggy = ">=1.5,<2.0"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-testing = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-asyncio"
@@ -5098,18 +5090,18 @@ dev = ["pre-commit", "pytest-asyncio", "tox"]
 
 [[package]]
 name = "pytest-xdist"
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+    {file = "tokenizers-0.19.1-pp39-pypy39_pp73-musllinux_1_1_aarch64.whl", hash = "sha256:ed69af290c2b65169f0ba9034d1dc39a5db9459b32f1dd8b5f3f32a3fcf06eab"},
+    {file = "tokenizers-0.19.1-pp39-pypy39_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:f8a9c828277133af13f3859d1b6bf1c3cb6e9e1637df0e45312e6b7c2e622b1f"},
+    {file = "tokenizers-0.19.1.tar.gz", hash = "sha256:ee59e6680ed0fdbe6b724cf38bd70400a0c1dd623b07ac729087270caeac88e3"},
+]
+
+[package.dependencies]
+huggingface-hub = ">=0.16.4,<1.0"
 
 [package.extras]
 dev = ["tokenizers[testing]"]
-docs = ["setuptools_rust", "sphinx", "sphinx_rtd_theme"]
-testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
+docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
+testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
 
 [[package]]
 name = "toml"
@@ -6493,13 +6457,13 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.66.2"
+version = "4.66.4"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.2-py3-none-any.whl", hash = "sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9"},
-    {file = "tqdm-4.66.2.tar.gz", hash = "sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531"},
+    {file = "tqdm-4.66.4-py3-none-any.whl", hash = "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644"},
+    {file = "tqdm-4.66.4.tar.gz", hash = "sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"},
 ]
 
 [package.dependencies]
@@ -6513,18 +6477,18 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.14.2"
+version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "traitlets-5.14.2-py3-none-any.whl", hash = "sha256:fcdf85684a772ddeba87db2f398ce00b40ff550d1528c03c14dbf6a02003cd80"},
-    {file = "traitlets-5.14.2.tar.gz", hash = "sha256:8cdd83c040dab7d1dee822678e5f5d100b514f7b72b01615b26fc5718916fdf9"},
+    {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
+    {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
 ]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.1)", "pytest-mock", "pytest-mypy-testing"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "transitions"
@@ -6810,13 +6774,13 @@ test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)"
 
 [[package]]
 name = "virtualenv"
-version = "20.25.1"
+version = "20.26.1"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.25.1-py3-none-any.whl", hash = "sha256:961c026ac520bac5f69acb8ea063e8a4f071bcc9457b9c1f28f6b085c511583a"},
-    {file = "virtualenv-20.25.1.tar.gz", hash = "sha256:e08e13ecdca7a0bd53798f356d5831434afa5b07b93f0abdf0797b7a06ffe197"},
+    {file = "virtualenv-20.26.1-py3-none-any.whl", hash = "sha256:7aa9982a728ae5892558bff6a2839c00b9ed145523ece2274fad6f414690ae75"},
+    {file = "virtualenv-20.26.1.tar.gz", hash = "sha256:604bfdceaeece392802e6ae48e69cec49168b9c5f4a44e483963f9242eb0e78b"},
 ]
 
 [package.dependencies]
@@ -6825,7 +6789,7 @@ filelock = ">=3.12.2,<4"
 platformdirs = ">=3.9.1,<5"
 
 [package.extras]
-docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
 test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
 [[package]]
@@ -6995,17 +6959,17 @@ files = [
 
 [[package]]
 name = "websocket-client"
-version = "1.7.0"
+version = "1.8.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "websocket-client-1.7.0.tar.gz", hash = "sha256:10e511ea3a8c744631d3bd77e61eb17ed09304c413ad42cf6ddfa4c7787e8fe6"},
-    {file = "websocket_client-1.7.0-py3-none-any.whl", hash = "sha256:f4c3d22fec12a2461427a29957ff07d35098ee2d976d3ba244e688b8b4057588"},
+    {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
+    {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
 ]
 
 [package.extras]
-docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"]
+docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
@@ -7435,4 +7399,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<4.0"
-content-hash = "5f8f70037bcfa1dd17b599a12a5f69a6854b703208f9c2190c529d3d5e509352"
+content-hash = "158d1fb2c7084e2de63d3d02083fa22b73919fb33cfcc50f0b68f47fa6e53ec8"
diff --git a/pyproject.toml b/pyproject.toml
index 900a8d2..b5b2fa8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,12 +55,14 @@ icontract = "^2.6.6"
 tzlocal = "^5.2"
 aiofiles = "^23.2.1"
 pydantic-settings = "^2.2.1"
-chromadb = "^0.4.24"
 anyio = "^4.3.0"
 docutils = "0.21"
 transitions = "^0.9.0"
 pygame = "^2.5.2"
 py-trees = "^2.2.3"
+chromadb = "^0.5.0"
+html2text = "^2024.2.26"
+duckduckgo-search = "^5.3.0"
 
 [tool.poetry.group.test.dependencies]  # https://python-poetry.org/docs/master/managing-dependencies/
 coverage = { extras = ["toml"], version = ">=7.2.5" }
diff --git a/src/dspygen/agents/research_agent.py b/src/dspygen/agents/research_agent.py
index 68ab278..b344d82 100644
--- a/src/dspygen/agents/research_agent.py
+++ b/src/dspygen/agents/research_agent.py
@@ -1,11 +1,16 @@
 import os
 from enum import Enum, auto
+
+import dspy
+
+from dspygen.utils.dspy_tools import init_dspy
+
 from dspygen.mixin.fsm.fsm_mixin import FSMMixin, trigger
 from dspygen.modules.condition_sufficient_info_module import condition_sufficient_info_call
 from dspygen.modules.query_generator_module import query_generator_call
 #from dspygen.modules.refine_results_module import refine_results_module_call
 from dspygen.modules.source_selector_module import source_selector_call
-from dspygen.utils.scraping_tools import execute_search_queries, scrape_urls
+from dspygen.utils.scraping_tools import execute_brave_search_queries, scrape_urls, execute_duckduckgo_queries
 
 
 class LearningAgentState(Enum):
@@ -23,6 +28,7 @@ class LearningAgentState(Enum):
 
 class LearningAgent(FSMMixin):
     def __init__(self, objectives):
+        # super().setup_fsm(LearningAgentState, initial=LearningAgentState.EXECUTE_SEARCH)
         super().setup_fsm(LearningAgentState, initial=LearningAgentState.INPUT_OBJECTIVES)
         self.objectives = objectives
         self.current_objective = None
@@ -37,19 +43,20 @@ def __init__(self, objectives):
     def process_input(self):
         """Processes the initial input of learning objectives."""
         # Placeholder: processing input and setting up initial data
-        print("Processing input objectives.")
+        # print("Processing input objectives.")
 
     @trigger(source=LearningAgentState.GENERATE_QUERIES, dest=LearningAgentState.EXECUTE_SEARCH)
     def generate_queries(self):
         """Generate search queries for each learning objective using the query_generator module."""
         self.queries = {objective: query_generator_call(objective) for objective in self.objectives}
-        print(f"Generated search queries: {self.queries}")
+        # print(f"Generated search queries: {self.queries}")
 
     @trigger(source=LearningAgentState.EXECUTE_SEARCH, dest=LearningAgentState.SELECT_URLS)
     def execute_search(self):
         """Execute the generated search queries using the Brave Search API."""
-        api_key = os.getenv("BRAVE_API_KEY")  
-        self.search_results = execute_search_queries(self.queries, api_key)
+        # api_key = os.getenv("BRAVE_API_KEY")
+        # self.search_results = execute_brave_search_queries(self.queries, api_key)
+        self.search_results = execute_duckduckgo_queries(self.queries)
         print(f"Search results: {self.search_results}")
 
     @trigger(source=LearningAgentState.SELECT_URLS, dest=LearningAgentState.SCRAPE_AND_CONVERT)
@@ -110,8 +117,10 @@ def is_information_sufficient(self):
         # Check if all values in sufficient_info are True
         return all(self.sufficient_info.values())
 
+
 def main():
     # Example objectives
+    init_dspy(dspy.OllamaLocal, model="llama3")
     objectives = ["how to finetune a llama 3 lora model"]
     agent = LearningAgent(objectives)
     print("Initial state:", agent.state)
diff --git a/src/dspygen/dsl/dsl_pipeline_executor.py b/src/dspygen/dsl/dsl_pipeline_executor.py
index a280aeb..80eb551 100644
--- a/src/dspygen/dsl/dsl_pipeline_executor.py
+++ b/src/dspygen/dsl/dsl_pipeline_executor.py
@@ -74,7 +74,7 @@ async def run_pipeline(request: PipelineRequest):
 
 
 def main():
-    context = execute_pipeline('/Users/candacechatman/dev/dspygen/src/dspygen/dsl/examples/example_pipeline.yaml')
+    context = execute_pipeline('/Users/sac/dev/dspygen/src/dspygen/dsl/examples/example_pipeline.yaml')
     # context = execute_pipeline(str(dsl_dir('examples/text_signature_pipeline.yaml')),
     #                            {"raw_data": "id,name,job\n1,Joe,Coder"})
     # context = execute_pipeline(str(dsl_dir('examples/sql_to_nl.yaml')),
diff --git a/src/dspygen/experiments/bkgn/chapter_draft.py b/src/dspygen/experiments/bkgn/chapter_draft.py
index 06ae78b..88d2721 100644
--- a/src/dspygen/experiments/bkgn/chapter_draft.py
+++ b/src/dspygen/experiments/bkgn/chapter_draft.py
@@ -2,8 +2,8 @@
 
 
 def main():
-    path = "/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src"
-    gitignore = "/Users/candacechatman/dev/dspygen/.gitignore"  # Optional
+    path = "/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src"
+    gitignore = "/Users/sac/dev/dspygen/.gitignore"  # Optional
 
     code_retriever = CodeRetriever(path, gitignore)
     result = code_retriever.forward("*md")
diff --git a/src/dspygen/experiments/bkgn/get_book_files.py b/src/dspygen/experiments/bkgn/get_book_files.py
index 14e52d2..2980c50 100644
--- a/src/dspygen/experiments/bkgn/get_book_files.py
+++ b/src/dspygen/experiments/bkgn/get_book_files.py
@@ -22,38 +22,38 @@ def get_files_from_directory(directory, query, gitignore=None):
     return result.passages  # Return the list of file contents
 
 def get_introduction(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/introduction' directory."""
-    return get_md_from_dir('/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/introduction')
+    """Retrieves code snippets from the '/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/introduction' directory."""
+    return get_md_from_dir('/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/introduction')
     
 
 def get_appendices(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/appendices' directory."""
-    return get_md_from_dir('/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/appendices')
+    """Retrieves code snippets from the '/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/appendices' directory."""
+    return get_md_from_dir('/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/appendices')
     
 
 def get_language_models(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/foundations/language-models' directory."""
-    return get_md_from_dir('/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/foundations/language-models')
+    """Retrieves code snippets from the '/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/foundations/language-models' directory."""
+    return get_md_from_dir('/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/foundations/language-models')
     
 
 def get_testing(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/testing' directory."""
-    return get_md_from_dir('/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/testing')
+    """Retrieves code snippets from the '/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/testing' directory."""
+    return get_md_from_dir('/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/testing')
     
 
 def get_architecture(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/architecture' directory."""
-    return get_md_from_dir('/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/architecture')
+    """Retrieves code snippets from the '/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/architecture' directory."""
+    return get_md_from_dir('/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/architecture')
     
 
 def get_infrastructure(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/implementation/infrastructure' directory."""
-    return get_md_from_dir('/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/implementation/infrastructure')
+    """Retrieves code snippets from the '/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/implementation/infrastructure' directory."""
+    return get_md_from_dir('/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/implementation/infrastructure')
     
 
 def get_best_practices(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/best-practices' directory."""
-    return get_md_from_dir('/Users/candacechatman/dev/dspygen/src/dspygen/books/socratic_tutor/src/best-practices')
+    """Retrieves code snippets from the '/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/best-practices' directory."""
+    return get_md_from_dir('/Users/sac/dev/dspygen/src/dspygen/books/socratic_tutor/src/best-practices')
 
 
 def main():
diff --git a/src/dspygen/experiments/bkgn/get_leaf.py b/src/dspygen/experiments/bkgn/get_leaf.py
index eed8387..1f07c77 100644
--- a/src/dspygen/experiments/bkgn/get_leaf.py
+++ b/src/dspygen/experiments/bkgn/get_leaf.py
@@ -53,7 +53,7 @@ def generate_file_retrieval_functions(base_path, output_file):
 
 def main():
     """Main function"""
-    target = "/Users/candacechatman/dev/soc/src/soc"
+    target = "/Users/sac/dev/soc/src/soc"
     generate_file_retrieval_functions(target, "get_soc_files.py")
 
 if __name__ == '__main__':
diff --git a/src/dspygen/experiments/bkgn/get_soc_files.py b/src/dspygen/experiments/bkgn/get_soc_files.py
index 4681aa7..1b80103 100644
--- a/src/dspygen/experiments/bkgn/get_soc_files.py
+++ b/src/dspygen/experiments/bkgn/get_soc_files.py
@@ -16,158 +16,158 @@ def get_files_from_directory(directory, gitignore=None):
     return result  # Return the list of file contents
 
 def get_abstract_saga(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/ddd/abstract_saga' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/ddd/abstract_saga')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/ddd/abstract_saga' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/ddd/abstract_saga')
     
 
 def get_abstract_aggregate(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/ddd/abstract_aggregate' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/ddd/abstract_aggregate')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/ddd/abstract_aggregate' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/ddd/abstract_aggregate')
     
 
 def get_abstract_read_model(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/ddd/abstract_read_model' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/ddd/abstract_read_model')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/ddd/abstract_read_model' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/ddd/abstract_read_model')
     
 
 def get_abstract_view(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/ddd/abstract_view' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/ddd/abstract_view')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/ddd/abstract_view' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/ddd/abstract_view')
     
 
 def get_abstract_task(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/ddd/abstract_task' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/ddd/abstract_task')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/ddd/abstract_task' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/ddd/abstract_task')
     
 
 def get_abstract_policy(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/ddd/abstract_policy' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/ddd/abstract_policy')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/ddd/abstract_policy' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/ddd/abstract_policy')
     
 
 def get_abstract_value_object(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/ddd/abstract_value_object' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/ddd/abstract_value_object')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/ddd/abstract_value_object' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/ddd/abstract_value_object')
     
 
 def get_domain_exception(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/ddd/domain_exception' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/ddd/domain_exception')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/ddd/domain_exception' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/ddd/domain_exception')
     
 
 def get_abstract_query(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/ddd/abstract_query' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/ddd/abstract_query')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/ddd/abstract_query' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/ddd/abstract_query')
     
 
 def get_abstract_event(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/ddd/abstract_event' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/ddd/abstract_event')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/ddd/abstract_event' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/ddd/abstract_event')
     
 
 def get_abstract_command(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/ddd/abstract_command' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/ddd/abstract_command')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/ddd/abstract_command' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/ddd/abstract_command')
     
 
 def get_repositories(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/repositories' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/repositories')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/repositories' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/repositories')
     
 
 def get_introduction(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/introduction' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/introduction')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/introduction' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/introduction')
     
 
 def get_appendices(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/appendices' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/appendices')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/appendices' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/appendices')
     
 
 def get_language_models(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/foundations/language-models' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/foundations/language-models')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/foundations/language-models' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/foundations/language-models')
     
 
 def get_testing(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/testing' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/testing')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/testing' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/testing')
     
 
 def get_architecture(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/architecture' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/architecture')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/architecture' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/architecture')
     
 
 def get_infrastructure(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/implementation/infrastructure' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/implementation/infrastructure')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/implementation/infrastructure' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/implementation/infrastructure')
     
 
 def get_best_practices(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/best-practices' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/books/socratic_tutor/src/best-practices')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/best-practices' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/books/socratic_tutor/src/best-practices')
     
 
 def get_tutor_bot(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/tutor_bot' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/tutor_bot')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/tutor_bot' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/tutor_bot')
     
 
 def get_configs(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/configs' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/configs')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/configs' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/configs')
     
 
 def get_actors(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/actors' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/actors')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/actors' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/actors')
     
 
 def get_critical_vision(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/data/critical_vision' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/data/critical_vision')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/data/critical_vision' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/data/critical_vision')
     
 
 def get_business_skills(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/data/business_skills' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/data/business_skills')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/data/business_skills' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/data/business_skills')
     
 
 def get_logical_thinking(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/data/logical_thinking' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/data/logical_thinking')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/data/logical_thinking' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/data/logical_thinking')
     
 
 def get_models(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/models' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/models')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/models' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/models')
 
 
 def get_domain_models():
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/models' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/models/domain_models')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/models' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/models/domain_models')
 
 
 def get_root_aggregates():
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/models' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/models/root_aggregates')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/models' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/models/root_aggregates')
 
 
 def get_value_objects():
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/models' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/models/value_objects')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/models' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/models/value_objects')
 
 
 def get_services(): 
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/services' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/services')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/services' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/services')
 
 
 def get_modules():
-    """Retrieves code snippets from the '/Users/candacechatman/dev/soc/src/soc/services' directory."""
-    return get_files_from_directory('/Users/candacechatman/dev/soc/src/soc/modules')
+    """Retrieves code snippets from the '/Users/sac/dev/soc/src/soc/services' directory."""
+    return get_files_from_directory('/Users/sac/dev/soc/src/soc/modules')
 
 
 def main():
diff --git a/src/dspygen/experiments/business_patterns_for_devs.py b/src/dspygen/experiments/business_patterns_for_devs.py
index 0070b4f..79da93f 100644
--- a/src/dspygen/experiments/business_patterns_for_devs.py
+++ b/src/dspygen/experiments/business_patterns_for_devs.py
@@ -5,7 +5,7 @@
 
 
 def main():
-    drt = DocRetriever(path="/Users/candacechatman/Downloads/BusPatterns.pdf")
+    drt = DocRetriever(path="/Users/sac/Downloads/BusPatterns.pdf")
     business_text = drt.forward()
     print(business_text)
 
diff --git a/src/dspygen/experiments/mock_gen/__init__.py b/src/dspygen/experiments/mock_gen/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/src/dspygen/experiments/mock_gen/auto_pytest_mock_rover.py b/src/dspygen/experiments/mock_gen/auto_pytest_mock_rover.py
new file mode 100644
index 0000000..3632cc8
--- /dev/null
+++ b/src/dspygen/experiments/mock_gen/auto_pytest_mock_rover.py
@@ -0,0 +1,45 @@
+# Signature for generating mocks based on classes and methods
+import dspy
+from dspy.teleprompt import MIPRO
+
+
+class GenerateMocks(dspy.Signature):
+    """Generate mocks for classes and functions."""
+    class_names = dspy.InputField(desc="List of classes to generate mocks for.")
+    method_names = dspy.InputField(desc="List of methods to generate mocks for.")
+    mocks = dspy.OutputField(desc="Generated mocks for the input classes and methods.")
+
+
+class GenerateTestCases(dspy.Signature):
+    """Generate test cases for the given mocks."""
+    mocks = dspy.InputField(desc="The mocks generated for the buggy file.")
+    test_cases = dspy.OutputField(desc="Generated test cases.")
+
+
+# Define a module to create and optimize the mocks and tests
+class AutoPytestMockRover(dspy.Module):
+    def __init__(self):
+        super().__init__()
+        self.generate_mocks = dspy.ChainOfThought("class_names,method_names->mocks")
+        self.generate_test_cases = dspy.ChainOfThought("mocks->test_cases")
+
+    def forward(self, class_names, method_names):
+        mocks = self.generate_mocks(class_names=str(class_names), method_names=str(method_names)).mocks
+        test_cases = self.generate_test_cases(mocks=mocks).test_cases
+        return dspy.Prediction(mocks=mocks, test_cases=test_cases)
+
+
+def main():
+    """Main function"""
+    from dspygen.utils.dspy_tools import init_ol
+    init_ol()
+
+    apmr = AutoPytestMockRover()
+    class_names = ["ChatGPTRetriever", "ChatGPTChromaDBRetriever"]
+    method_names = ["forward", "prepare_queries"]
+    result = apmr.forward(class_names=class_names, method_names=method_names)
+    print(result)
+
+
+if __name__ == '__main__':
+    main()
diff --git a/src/dspygen/experiments/mock_gen/min_example.py b/src/dspygen/experiments/mock_gen/min_example.py
new file mode 100644
index 0000000..43e2035
--- /dev/null
+++ b/src/dspygen/experiments/mock_gen/min_example.py
@@ -0,0 +1,42 @@
+import dspy
+from dspy.datasets.gsm8k import GSM8K, gsm8k_metric
+
+from dspygen.utils.dspy_tools import init_ol
+
+# Set up the LM
+lm = init_ol()
+
+# Load math questions from the GSM8K dataset
+gsm8k = GSM8K()
+gsm8k_trainset, gsm8k_devset = gsm8k.train[:10], gsm8k.dev[:10]
+
+print(gsm8k_trainset)
+
+
+class CoT(dspy.Module):
+    def __init__(self):
+        super().__init__()
+        self.prog = dspy.ChainOfThought("question -> answer")
+
+    def forward(self, question):
+        return self.prog(question=question)
+
+
+from dspy.teleprompt import BootstrapFewShot
+
+# Set up the optimizer: we want to "bootstrap" (i.e., self-generate) 4-shot examples of our CoT program.
+config = dict(max_bootstrapped_demos=4, max_labeled_demos=4)
+
+# Optimize! Use the `gsm8k_metric` here. In general, the metric is going to tell the optimizer how well it's doing.
+teleprompter = BootstrapFewShot(metric=gsm8k_metric, **config)
+optimized_cot = teleprompter.compile(CoT(), trainset=gsm8k_trainset)
+
+from dspy.evaluate import Evaluate
+
+# Set up the evaluator, which can be used multiple times.
+evaluate = Evaluate(devset=gsm8k_devset, metric=gsm8k_metric, num_threads=4, display_progress=True, display_table=0)
+
+# Evaluate our `optimized_cot` program.
+evaluate(optimized_cot)
+
+lm.inspect_history(n=1)
diff --git a/src/dspygen/experiments/raga/__init__.py b/src/dspygen/experiments/raga/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/src/dspygen/experiments/raga/chat_gpt_rag_retrevier.py b/src/dspygen/experiments/raga/chat_gpt_rag_retrevier.py
new file mode 100644
index 0000000..d177274
--- /dev/null
+++ b/src/dspygen/experiments/raga/chat_gpt_rag_retrevier.py
@@ -0,0 +1,138 @@
+# # main file
+# from dspygen.rm.chatgpt_chromadb_retriever import Conversation, Data
+# from pydantic import ValidationError
+# from ragatouille import RAGPretrainedModel
+# from pathlib import Path
+# from typing import List, Optional, Union
+# import hashlib
+# import ijson
+# from loguru import logger
+#
+# # Configure loguru logger
+# logger.add("chatgpt_rag_retriever.log", rotation="10 MB", level="ERROR")
+#
+#
+# # Helper function to calculate file checksum
+# def calculate_file_checksum(file_path: str) -> str:
+#     hash_md5 = hashlib.md5()
+#     with open(file_path, "rb") as f:
+#         for chunk in iter(lambda: f.read(4096), b""):
+#             hash_md5.update(chunk)
+#     return hash_md5.hexdigest()
+#
+#
+# class ChatGPTRAGRetriever:
+#     def __init__(self,
+#                  json_file_path: str = "/Users/sac/dev/dspygen/data/chatgpt_logs/conversations.json",
+#                  index_name: str = "chatgpt_rag",
+#                  persist_directory: str = ".rag_indexes",
+#                  k: int = 5):
+#         """Initialize the ChatGPTRAGRetriever with RAG indexing."""
+#         self.json_file_path = Path(json_file_path)
+#         self.index_name = index_name
+#         self.k = k
+#         self.persist_directory = Path(persist_directory)
+#         self.index_path = self.persist_directory / self.index_name
+#
+#         self.persist_directory.mkdir(parents=True, exist_ok=True)
+#         self.current_checksum = calculate_file_checksum(str(self.json_file_path))
+#         self.last_processed_checksum = self._load_last_processed_checksum()
+#
+#         # Initialize a set to keep track of existing document IDs
+#         self.existing_document_ids = set()
+#
+#         # Check if the index already exists and load it
+#         if self.index_path.exists():
+#             logger.info(f"Loading existing RAG index: {self.index_name}")
+#             self.RAG = RAGPretrainedModel.from_index(str(self.index_path))
+#         else:
+#             logger.info(f"Creating a new RAG index: {self.index_name}")
+#             self.RAG = RAGPretrainedModel.from_pretrained("colbert-ir/colbertv2.0")
+#             self._process_and_store_conversations()
+#
+#         # If the checksum has changed, update the index with new data
+#         if self.current_checksum != self.last_processed_checksum:
+#             logger.info("Detected changes in the conversation history, processing...")
+#             self._process_and_store_conversations()
+#             self._save_last_processed_checksum()
+#
+#     def _load_last_processed_checksum(self) -> Optional[str]:
+#         checksum_file = self.persist_directory / "last_checksum.txt"
+#         try:
+#             return checksum_file.read_text().strip()
+#         except FileNotFoundError:
+#             return None
+#
+#     def _save_last_processed_checksum(self):
+#         checksum_file = self.persist_directory / "last_checksum.txt"
+#         checksum_file.write_text(self.current_checksum)
+#
+#     def _process_and_store_conversations(self):
+#         my_documents = []
+#         document_ids = []
+#         document_metadatas = []
+#
+#         with open(self.json_file_path, "rb") as json_file:
+#             for conversation in ijson.items(json_file, "item"):
+#                 try:
+#                     validated_conversation = Conversation(**conversation)
+#                     for _, data in validated_conversation.mapping.items():
+#                         validated_data = Data(**data)
+#
+#                         # Skip documents already indexed
+#                         if validated_data.id in self.existing_document_ids:
+#                             logger.info(f"Skipping existing document with ID: {validated_data.id}")
+#                             continue
+#
+#                         if validated_data.message:
+#                             document_text = ' '.join(part for part in validated_data.message.content.parts if part)
+#                             my_documents.append(document_text)
+#                             document_ids.append(validated_data.id)
+#                             document_metadatas.append({
+#                                 "id": validated_data.id,
+#                                 "role": validated_data.message.author.role,
+#                                 "title": validated_conversation.title
+#                             })
+#                             self.existing_document_ids.add(validated_data.id)
+#
+#                 except ValidationError as e:
+#                     logger.error(f"Validation error: {e}")
+#
+#         if my_documents:
+#             logger.info(f"Adding {len(my_documents)} new documents to the index.")
+#             self.RAG.index(
+#                 collection=my_documents,
+#                 document_ids=document_ids,
+#                 document_metadatas=document_metadatas,
+#                 index_name=self.index_name,
+#                 overwrite_index=False,
+#                 split_documents=False,
+#                 max_document_length=8190,
+#                 use_faiss=True
+#             )
+#         # if my_documents:
+#         #     logger.info(f"Adding {len(my_documents)} new documents to the index.")
+#         #     self.RAG.add_to_index(
+#         #         new_collection=my_documents,
+#         #         new_document_ids=document_ids,
+#         #         new_document_metadatas=document_metadatas,
+#         #         index_name=self.index_name
+#         #     )
+#
+#     def forward(self, query_or_queries: Union[str, List[str]], k: Optional[int] = None) -> list[dict]:
+#         k = self.k if k is None else k
+#
+#         queries = [query_or_queries] if isinstance(query_or_queries, str) else query_or_queries
+#         return self.RAG.search(queries, k=k)
+#
+#
+# def main():
+#     retriever = ChatGPTRAGRetriever()
+#     query = "Retriever"
+#     matched_results = retriever.forward(query, k=10)
+#     for result in matched_results:
+#         logger.info(result)
+#
+#
+# if __name__ == "__main__":
+#     main()
diff --git a/src/dspygen/experiments/raga/convo_loader.py b/src/dspygen/experiments/raga/convo_loader.py
new file mode 100644
index 0000000..b68ee3a
--- /dev/null
+++ b/src/dspygen/experiments/raga/convo_loader.py
@@ -0,0 +1,59 @@
+import json
+import os
+import zipfile
+from pathlib import Path
+
+import ijson
+
+from dspygen.rm.chatgpt_chromadb_retriever import Conversation, Author, ContentPart, Message, Data
+
+from dspygen.utils.file_tools import data_dir
+
+logs_dir = data_dir() / f"chatgpt_logs"
+
+
+def unzip_recent():
+    """Main function"""
+    # Open most recent zip file in downloads folder
+    # Replace this with your downloads directory path
+    downloads_dir = Path.home() / "Downloads"
+
+    # Find all zip files in the downloads directory
+    zip_files = list(downloads_dir.glob("*.zip"))
+
+    # Sort the zip files by modification time, latest first
+    zip_files.sort(key=lambda x: x.stat().st_mtime, reverse=True)
+
+    # Get the most recent zip file
+    latest_zip = zip_files[0]
+    print(f"Most recent ZIP file: {latest_zip}")
+
+    # Create a directory to extract the contents
+    extract_dir = data_dir() / f"chatgpt_logs"
+    extract_dir.mkdir(exist_ok=True)
+
+    # Extract the contents of the zip file
+    with zipfile.ZipFile(latest_zip, 'r') as zip_ref:
+        zip_ref.extractall(extract_dir)
+
+    print(f"Extracted contents to: {extract_dir}")
+
+
+def main():
+    # Load the conversation data
+    json_file_path = logs_dir / "conversations.json"
+
+    with open(json_file_path, "rb") as f:
+        for convo in ijson.items(f, "item"):
+            conversation = Conversation(**convo)
+            print(conversation.title)
+            for key, value in conversation.mapping.items():
+                print(f"{key}: {value}")
+            print()
+
+
+
+
+if __name__ == '__main__':
+    # unzip_recent()
+    main()
diff --git a/src/dspygen/experiments/wip/chatgpt_conversation_parser.py b/src/dspygen/experiments/wip/chatgpt_conversation_parser.py
index d58ffa7..7957c5d 100644
--- a/src/dspygen/experiments/wip/chatgpt_conversation_parser.py
+++ b/src/dspygen/experiments/wip/chatgpt_conversation_parser.py
@@ -63,7 +63,7 @@ def process_conversations_chunk(chunk):
 
 def main():
     # Define the path to your large JSON file
-    json_file_path = "/Users/candacechatman/dev/dspygen/data/conversations.json"
+    json_file_path = "/Users/sac/dev/dspygen/data/conversations.json"
 
     # Open the JSON file for streaming
     with open(json_file_path, "rb") as json_file:
diff --git a/src/dspygen/mixin/fsm/fsm_mixin.py b/src/dspygen/mixin/fsm/fsm_mixin.py
index bb7778c..d0b7cf4 100644
--- a/src/dspygen/mixin/fsm/fsm_mixin.py
+++ b/src/dspygen/mixin/fsm/fsm_mixin.py
@@ -24,8 +24,8 @@ def decorator(func):
         @functools.wraps(func)
         def wrapper(self, *args, **kwargs):
             # Execute any 'prepare' callbacks
-            if prepare:
-                [getattr(self, p)() for p in (prepare if isinstance(prepare, list) else [prepare])]
+            # if prepare:
+            #     [getattr(self, p)() for p in (prepare if isinstance(prepare, list) else [prepare])]
 
             # Check 'unless' conditions to prevent transition
             if unless and any([getattr(self, u)() for u in (unless if isinstance(unless, list) else [unless])]):
@@ -34,8 +34,8 @@ def wrapper(self, *args, **kwargs):
             # Check 'conditions' to allow transition
             if conditions is None or all(
                     [getattr(self, c)() for c in (conditions if isinstance(conditions, list) else [conditions])]):
-                if before:
-                    [getattr(self, b)() for b in (before if isinstance(before, list) else [before])]
+                # if before:
+                #     [getattr(self, b)() for b in (before if isinstance(before, list) else [before])]
 
                 # Correctly trigger the transition through the state machine
                 event_trigger = getattr(self, 'trigger')
@@ -43,8 +43,8 @@ def wrapper(self, *args, **kwargs):
 
                 result = func(self, *args, **kwargs)  # Execute the actual function logic
 
-                if after:
-                    [getattr(self, a)() for a in (after if isinstance(after, list) else [after])]
+                # if after:
+                #     [getattr(self, a)() for a in (after if isinstance(after, list) else [after])]
                 return result
 
             return func(self, *args, **kwargs)  # Conditions not met, no transition
diff --git a/src/dspygen/modules/gen_python_primitive.py b/src/dspygen/modules/gen_python_primitive.py
index 26c2a6d..ceea760 100644
--- a/src/dspygen/modules/gen_python_primitive.py
+++ b/src/dspygen/modules/gen_python_primitive.py
@@ -1,5 +1,6 @@
 import ast
 
+import dspy
 from dspy import Assert
 
 from dspygen.modules.gen_module import GenModule
@@ -118,7 +119,7 @@ def gen_str(prompt):
 
 
 def main():
-    init_dspy()
+    init_dspy(dspy.OllamaLocal, model="llama3")
 
     result = gen_list(
         "Create a list of planets in our solar system sorted by largest to smallest"
diff --git a/src/dspygen/modules/python_source_code_module.py b/src/dspygen/modules/python_source_code_module.py
index 2171af5..e5e3864 100644
--- a/src/dspygen/modules/python_source_code_module.py
+++ b/src/dspygen/modules/python_source_code_module.py
@@ -10,7 +10,7 @@ class PromptPep8PythonSourceCodeModule(dspy.Module):
     """Verbose Documentation for the DSPy Module"""
 
     def forward(self, prompt):
-        pred = dspy.ChainOfThought("prompt -> pep8_python_source_code")
+        pred = dspy.Predict("prompt -> pep8_python_source_code")
         result = pred(prompt=prompt).pep8_python_source_code
         return result
 
diff --git a/src/dspygen/modules/query_generator_module.py b/src/dspygen/modules/query_generator_module.py
index e753028..b4e1bad 100644
--- a/src/dspygen/modules/query_generator_module.py
+++ b/src/dspygen/modules/query_generator_module.py
@@ -9,7 +9,7 @@ class GenerateSearchQueriesForLearningObjective(dspy.Signature):
     Generate 1 to 3 search queries based on the specified learning objective with the intent
     of finding relevant information via SERP API.
     """
-    learning_objective = dspy.InputField(desc="Specific learning objective to generate search queries for.")
+    learning_objectives = dspy.InputField(desc="Specific learning objective to generate search queries for.")
 
     search_queries = dspy.OutputField(desc="List of 1 to 3 search queries tailored to retrieve information relevant to the learning objective. Separate each query with a comma.", prefix="```search_queries")
 
@@ -34,7 +34,7 @@ def __or__(self, other):
 
     def forward(self, learning_objectives):
         pred = dspy.Predict(GenerateSearchQueriesForLearningObjective)
-        self.output = pred(learning_objectives=learning_objectives).queries
+        self.output = pred(learning_objectives=learning_objectives).search_queries
         return self.output
         
     def pipe(self, input_str):
diff --git a/src/dspygen/rm/chatgpt_chromadb_retriever.py b/src/dspygen/rm/chatgpt_chromadb_retriever.py
index 76b79ca..82e09c5 100644
--- a/src/dspygen/rm/chatgpt_chromadb_retriever.py
+++ b/src/dspygen/rm/chatgpt_chromadb_retriever.py
@@ -8,7 +8,7 @@
 from loguru import logger
 
 import chromadb
-from chromadb.utils import embedding_functions
+import chromadb.utils.embedding_functions as embedding_functions
 from munch import Munch
 from pydantic import BaseModel, ValidationError
 
@@ -17,7 +17,7 @@
 
 
 # Configure loguru logger
-logger.add("chatgpt_chromadb_retriever.log", rotation="10 MB", level="ERROR")
+# logger.add("chatgpt_chromadb_retriever.log", rotation="10 MB", level="ERROR")
 
 
 def calculate_file_checksum(file_path: str) -> str:
@@ -60,11 +60,18 @@ class Conversation(BaseModel):
     mapping: dict
 
 
+default_embed_fn = embedding_functions.OllamaEmbeddingFunction(
+            url="http://localhost:11434/api/embeddings",
+            model_name="llama3",)
+
+
 class ChatGPTChromaDBRetriever(dspy.Retrieve):
     def __init__(self,
-                 json_file_path: str = data_dir("conversations.json"),
+                 json_file_path: str = data_dir() / "chatgpt_logs" / "conversations.json",
                  collection_name: str = "chatgpt",
                  persist_directory: str = data_dir(),
+                 check_for_updates: bool = True,
+                 embed_fn=default_embed_fn,
                  k=5):
         """Initialize the ChatGPTChromaDBRetriever."""
         super().__init__(k)
@@ -73,10 +80,14 @@ def __init__(self,
         self.k = k
         self.persist_directory = Path(persist_directory)
         self.client = chromadb.PersistentClient(path=str(self.persist_directory))
-        self.embedding_function = embedding_functions.DefaultEmbeddingFunction()
+        self.embedding_function = embed_fn
         self.collection = self.client.get_or_create_collection(name=self.collection_name,
                                                                embedding_function=self.embedding_function)
         self.persist_directory.mkdir(parents=True, exist_ok=True)
+
+        if not check_for_updates:
+            return
+
         self.current_checksum = calculate_file_checksum(json_file_path)
         self.last_processed_checksum = self._load_last_processed_checksum()
 
@@ -98,7 +109,11 @@ def _save_last_processed_checksum(self):
 
     def _process_and_store_conversations(self):
         with open(self.json_file_path, "rb") as json_file:
+            count = -1
+
             for conversation in ijson.items(json_file, "item"):
+                count += 1
+                print(f"Processing conversation #{count} {conversation['title']}")
                 try:
                     validated_conversation = Conversation(**conversation)
                     for _, data in validated_conversation.mapping.items():
@@ -107,11 +122,15 @@ def _process_and_store_conversations(self):
                         # Search if document already exists
                         search_results = self.collection.get(ids=[validated_data.id])
                         if len(search_results["ids"]) > 0:
-                            logger.info(f"Skipping already existing document with ID: {validated_data.id}")
-                            return
+                            logger.info(f"Skipping already existing document #{count} with ID: {validated_data.id}")
+                            continue
 
                         if validated_data.message:
                             document_text = ' '.join(part for part in validated_data.message.content.parts if part)
+
+                            if len(document_text) < 200:
+                                continue
+
                             self.collection.add(documents=[document_text], metadatas=[{"id": validated_data.id}],
                                                 ids=[validated_data.id])
                             logger.debug(f"Added document with ID: {validated_data.id}")
@@ -127,9 +146,6 @@ def _update_collection_metadata(self):
                     for _, data in validated_conversation.mapping.items():
                         validated_data = Data(**data)
 
-                        # Search if document already exists
-                        search_results = self.collection.get(ids=[validated_data.id])
-
                         if validated_data.message:
                             document_text = ' '.join(part for part in validated_data.message.content.parts if part)
 
@@ -188,34 +204,27 @@ def forward(
         return results["documents"][0]
 
 
-def main3():
-    from dspygen.utils.dspy_tools import init_dspy
-    from dspygen.lm.groq_lm import Groq
-    init_dspy(lm_class=Groq, model="mixtral-8x7b-32768")
+def main():
+    from dspygen.utils.dspy_tools import init_ol
+
+    init_ol()
+
+    retriever = ChatGPTChromaDBRetriever(check_for_updates=True)
+    retriever._update_collection_metadata()
 
-    retriever = ChatGPTChromaDBRetriever()
-    query = "Revenue Operations Automation"
-    matched_conversations = retriever.forward(query, k=10)
+    query = ""
+    matched_conversations = retriever.forward(query, k=5)
     # print(count_tokens(str(matched_conversations) + "\nI want a DSPy module that generates Python source code."))
     for conversation in matched_conversations:
         logger.info(conversation)
 
-    logger.info(python_source_code_call(str(matched_conversations)))
+    # logger.info(python_source_code_call(str(matched_conversations)))
 
 
 def main2():
     """Updating metadata of the collection"""
-    retriever = ChatGPTChromaDBRetriever()
-    # retriever._update_collection_metadata()
-
-
-def main():
-    retriever = ChatGPTChromaDBRetriever()
-    query = "Retriever"
-    matched_conversations = retriever.forward(query, contains="CodeRetriever")
-    # print(count_tokens(str(matched_conversations) + "\nI want a DSPy module that generates Python source code."))
-    for conversation in matched_conversations:
-        logger.info(conversation)
+    retriever = ChatGPTChromaDBRetriever(check_for_updates=False)
+    retriever._update_collection_metadata()
 
 
 if __name__ == "__main__":
diff --git a/src/dspygen/rm/chatgpt_retriver.py b/src/dspygen/rm/chatgpt_retriver.py
index 006aafd..aebf7b1 100644
--- a/src/dspygen/rm/chatgpt_retriver.py
+++ b/src/dspygen/rm/chatgpt_retriver.py
@@ -6,6 +6,7 @@
 import dspy
 from chromadb.utils import embedding_functions
 
+from dspygen.rm.chatgpt_chromadb_retriever import default_embed_fn
 from dspygen.utils.file_tools import data_dir
 
 
@@ -13,7 +14,7 @@ def get_collection(persist_directory: Path, collection_name: str):
     """Initialize or retrieve the collection from the ChromaDB client."""
     client = chromadb.PersistentClient(path=str(persist_directory))
     return client.get_or_create_collection(name=collection_name,
-                                           embedding_function=embedding_functions.DefaultEmbeddingFunction())
+                                           embedding_function=default_embed_fn)
 
 
 def prepare_queries(query_or_queries: Union[str, List[str]]) -> List[str]:
@@ -41,22 +42,22 @@ def query_collection(collection, embeddings: List, k: int, contains: Optional[st
 
 class ChatGPTRetriever(dspy.Retrieve):
     def __init__(self,
-                 json_file_path: str = data_dir("conversations.json"),
                  collection_name: str = "chatgpt",
                  persist_directory: str = data_dir(),
+                 embed_fn=default_embed_fn,
                  k=5):
         """Initialize the ChatGPTRetriever."""
         super().__init__(k)
-        self.json_file_path = json_file_path
         self.collection_name = collection_name
         self.k = k
         self.persist_directory = Path(persist_directory)
+        self.embedding_function = embed_fn
 
     def forward(self, query_or_queries: Union[str, List[str]], k: Optional[int] = None, contains: Optional[str] = None, role: str = "assistant") -> list[str]:
         """Search for top passages based on the provided query or queries."""
         collection = get_collection(self.persist_directory, self.collection_name)
         queries = prepare_queries(query_or_queries)
-        embeddings = generate_embeddings(queries, embedding_functions.DefaultEmbeddingFunction())
+        embeddings = generate_embeddings(queries, self.embedding_function)
         return query_collection(collection, embeddings, k or self.k, contains, role)
 
 
@@ -77,16 +78,22 @@ def main2():
 
 
 def main():
+    from dspygen.utils.dspy_tools import init_ol
+    init_ol(max_tokens=4000)
     retriever = ChatGPTRetriever()
-    query = "BookGen"
+    query = "MIPRO"
 
-    matched_conversations = retriever.forward("The", k=10, contains="The")
+    matched_conversations = retriever.forward(query, k=10, contains=query)
 
     # Filter out response that less than 500 characters
     # matched_conversations = [conv for conv in matched_conversations if len(conv) > 500]
 
     for conversation in matched_conversations:
         print(conversation)
+    #
+    # from dspygen.modules.python_source_code_module import python_source_code_call
+    # print(python_source_code_call(str(matched_conversations) + "\n\nI want you to create a python source code for a typer 7 command wrapper on mdbook. Repeat your instructions and do not stop until all requirements are met. Document every line\n\n```python\nfrom typer import Typer"))
+    #
 
 
 if __name__ == "__main__":
diff --git a/src/dspygen/rm/code_retriever.py b/src/dspygen/rm/code_retriever.py
index f3aa7eb..107212e 100644
--- a/src/dspygen/rm/code_retriever.py
+++ b/src/dspygen/rm/code_retriever.py
@@ -81,8 +81,8 @@ def get_files_from_directory(directory, query, gitignore=None):
 
 
 def main():
-    path = "/Users/candacechatman/dev/dspygen/src/dspygen/"
-    gitignore = "/Users/candacechatman/dev/dspygen/.gitignore"  # Optional
+    path = "/Users/sac/dev/dspygen/src/dspygen/"
+    gitignore = "/Users/sac/dev/dspygen/.gitignore"  # Optional
 
     code_retriever = CodeRetriever(path, gitignore)
     result = code_retriever.forward("*pipeline.yaml")
diff --git a/src/dspygen/rm/doc_retriever.py b/src/dspygen/rm/doc_retriever.py
index 9fbec51..8e3d880 100644
--- a/src/dspygen/rm/doc_retriever.py
+++ b/src/dspygen/rm/doc_retriever.py
@@ -83,7 +83,7 @@ def forward(self, chunk_chars=None, **kwargs) -> str | list[str]:
 
 
 def main():
-    drt = DocRetriever(path="/Users/candacechatman/Downloads/consulting-contract.pdf")
+    drt = DocRetriever(path="/Users/sac/Downloads/consulting-contract.pdf")
     print(drt.forward())
 
     # from dspygen.utils.file_tools import tmp_file
diff --git a/src/dspygen/subcommands/wkf_cmd.py b/src/dspygen/subcommands/wkf_cmd.py
index eb47da2..9028565 100644
--- a/src/dspygen/subcommands/wkf_cmd.py
+++ b/src/dspygen/subcommands/wkf_cmd.py
@@ -8,7 +8,7 @@
 
 
 @app.command("run")
-def run_workflow(yaml_file: str = typer.Argument("/Users/candacechatman/dev/dspygen/src/dspygen/experiments/workflow/control_flow_workflow.yaml")):
+def run_workflow(yaml_file: str = typer.Argument("/Users/sac/dev/dspygen/src/dspygen/experiments/workflow/control_flow_workflow.yaml")):
     """
     Run a workflow defined in a YAML file. Default is workflow.yaml
     """
diff --git a/src/dspygen/utils/complete.py b/src/dspygen/utils/complete.py
index e7afa1d..9c1db61 100644
--- a/src/dspygen/utils/complete.py
+++ b/src/dspygen/utils/complete.py
@@ -84,7 +84,7 @@ async def acreate(*, config: Optional[LLMConfig] = None, **kwargs):
         from llama_cpp import Llama
 
         llm = Llama(
-            model_path="/Users/candacechatman/dev/models/codellama-7b.Q4_0.gguf"
+            model_path="/Users/sac/dev/models/codellama-7b.Q4_0.gguf"
         )
 
         response = llm(
diff --git a/src/dspygen/utils/dspy_tools.py b/src/dspygen/utils/dspy_tools.py
index 6411124..f208774 100644
--- a/src/dspygen/utils/dspy_tools.py
+++ b/src/dspygen/utils/dspy_tools.py
@@ -4,6 +4,18 @@
 def init_dspy(lm_class=dspy.OpenAI, max_tokens: int = 800, model: str = "gpt-3.5-turbo-instruct", lm_instance=None):
     if lm_instance:
         dspy.settings.configure(lm=lm_instance)
+        return lm_instance
     else:
         lm = lm_class( max_tokens=max_tokens, model=model)
         dspy.settings.configure(lm=lm)
+        return lm
+
+
+def init_ol(lm_class=dspy.OllamaLocal, model: str = "llama3", max_tokens: int = 800, lm_instance=None):
+    if lm_instance:
+        dspy.settings.configure(lm=lm_instance)
+        return lm_instance
+    else:
+        lm = lm_class(model=model, max_tokens=max_tokens)
+        dspy.settings.configure(lm=lm)
+        return lm
diff --git a/src/dspygen/utils/scraping_tools.py b/src/dspygen/utils/scraping_tools.py
index c9f561b..67cdc2d 100644
--- a/src/dspygen/utils/scraping_tools.py
+++ b/src/dspygen/utils/scraping_tools.py
@@ -1,8 +1,46 @@
 import requests
 from html2text import html2text
 import requests
+from duckduckgo_search import DDGS
 
-def execute_search_queries(queries, api_key):
+
+from duckduckgo_search import DDGS
+
+def execute_duckduckgo_queries(queries: dict, max_results=5):
+    """
+    Execute search queries using DuckDuckGo API and return search results formatted to include
+    only URL, title, and description for each result.
+
+    :param queries: Dictionary of objectives to search query strings
+    :param max_results: Maximum number of results to return per query
+    :return: Dictionary of objectives to lists of {'url': url, 'title': title, 'description': description}
+    """
+    print(f"Executing DuckDuckGo queries: {queries}")
+    search_results = {}
+
+    for objective, query in queries.items():
+        print(f"Executing query for {objective}: {query}")
+        results = DDGS().text(query, max_results=max_results)
+
+        print(f"Results for {objective}: {results}")
+
+        formatted_results = [
+            {
+                'url': result.get('href'),
+                'title': result.get('title'),
+                'description': result.get('body')
+            }
+            for result in results if result.get('href') and result.get('title')
+        ]
+        search_results[objective] = formatted_results
+
+    print(f"Search results: {search_results}")
+
+    return search_results
+
+
+
+def execute_brave_search_queries(queries: dict, api_key):
     """
     Execute search queries using Brave Search API and return search results formatted to include
     only URL, title, and description for each result.
diff --git a/src/dspygen/workflow/data_analysis_workflow.yaml b/src/dspygen/workflow/data_analysis_workflow.yaml
index 5abb9d7..86f47f4 100644
--- a/src/dspygen/workflow/data_analysis_workflow.yaml
+++ b/src/dspygen/workflow/data_analysis_workflow.yaml
@@ -1,7 +1,7 @@
 name: DataAnalysisWorkflow
 triggers: manual
 imports:
-  - /Users/candacechatman/dev/dspygen/src/dspygen/workflow/data_preparation_workflow.yaml
+  - /Users/sac/dev/dspygen/src/dspygen/workflow/data_preparation_workflow.yaml
 jobs:
   - name: AnalyzeData
     runner: python
@@ -22,7 +22,7 @@ jobs:
           print(f'Average value: {average_value}')
 
           from dspygen.dsl.dsl_pipeline_executor import execute_pipeline
-          context = execute_pipeline('/Users/candacechatman/dev/dspygen/tests/pipeline/data_hello_world_pipeline.yaml', init_ctx={"csv_file": "/Users/candacechatman/dev/dspygen/tests/data/greek.csv"})
+          context = execute_pipeline('/Users/sac/dev/dspygen/tests/pipeline/data_hello_world_pipeline.yaml', init_ctx={"csv_file": "/Users/sac/dev/dspygen/tests/data/greek.csv"})
           print(context)
 
 
diff --git a/src/dspygen/workflow/workflow_engine.py b/src/dspygen/workflow/workflow_engine.py
index a802197..c032c5e 100644
--- a/src/dspygen/workflow/workflow_engine.py
+++ b/src/dspygen/workflow/workflow_engine.py
@@ -85,7 +85,7 @@ async def main():
     asys = ActorSystem()
     engine = await asys.actor_of(WorkflowEngine)
 
-    wf_path = "/Users/candacechatman/dev/dspygen/src/dspygen/workflow/data_analysis_workflow.yaml"
+    wf_path = "/Users/sac/dev/dspygen/src/dspygen/workflow/data_analysis_workflow.yaml"
     await asys.publish(StartCommand(wf_path=wf_path))
 
     while True:
diff --git a/src/dspygen/writer/data_writer.py b/src/dspygen/writer/data_writer.py
index 7748d1c..821d332 100644
--- a/src/dspygen/writer/data_writer.py
+++ b/src/dspygen/writer/data_writer.py
@@ -104,7 +104,7 @@ def main():
 
     # DataWriter(data).forward()
     from dspygen.rm.data_retriever import DataRetriever
-    print(DataRetriever("/Users/candacechatman/dev/dspygen/src/dspygen/writer/Book_Title_Author_Price_Sold_Copies.csv").forward())
+    print(DataRetriever("/Users/sac/dev/dspygen/src/dspygen/writer/Book_Title_Author_Price_Sold_Copies.csv").forward())
 
 
 # Usage example
diff --git a/tests/pipeline/test_dsl_data_retriever.py b/tests/pipeline/test_dsl_data_retriever.py
index f876427..0bec3e9 100644
--- a/tests/pipeline/test_dsl_data_retriever.py
+++ b/tests/pipeline/test_dsl_data_retriever.py
@@ -1,7 +1,7 @@
 import os
 
 import pytest
-
+#
 from dspygen.dsl.dsl_pipeline_executor import execute_pipeline
 from dspygen.rm.data_retriever import DataRetriever
 
@@ -12,11 +12,11 @@ def test_data_retriever_sql_query():
     This assumes DataRetriever has been adjusted to accept and use a connection object.
     """
     # Assuming DataRetriever is adapted to accept a SQL query and connection directly
-    db_path = f"data/chinook.db"
+    db_path = f"../../data/chinook.db"
 
     data_retriever = DataRetriever(
         file_path=db_path,
-        query="SELECT ArtistId, Name FROM artists WHERE Name LIKE ?",
+        query="SELECT ArtistId, Name FROM Artist WHERE Name LIKE ?",
         return_columns=["ArtistId", "Name"],
         read_options={'params': ('%AC/DC%',)}  # This is correct; just make sure it's used in read_any.
     )
@@ -26,46 +26,48 @@ def test_data_retriever_sql_query():
 
     assert len(result) > 0, "No results found"
     assert any(artist['Name'] == 'AC/DC' for artist in result), "AC/DC not found in the results"
-
-
-CSV_CONTENT = """id,name,age,city
-1,Alice,30,New York
-2,Bob,25,Los Angeles
-3,Charlie,35,Chicago
-4,Diana,28,New York
-5,Evan,40,Los Angeles
-"""
-
-
-@pytest.fixture
-def sample_csv_file(tmp_path):
-    # Create a temporary CSV file
-    file_path = tmp_path / "sample_data.csv"
-    file_path.write_text(CSV_CONTENT)
-    return str(file_path)
-
-
-def test_data_retriever(sample_csv_file):
-    # SQL query to filter data
-    query = "SELECT * FROM df WHERE age > 30"
-    return_columns = ['name', 'age', 'city']
-
-    # Initialize DataRetriever with the path to the temporary CSV file
-    data_retriever = DataRetriever(file_path=sample_csv_file, return_columns=return_columns)
-
-    # Execute the query using the forward method
-    filtered_results = data_retriever.forward(query=query)
-
-    # Assertions to verify the results are as expected
-    expected_results = [
-        {'name': 'Charlie', 'age': 35, 'city': 'Chicago'},
-        {'name': 'Evan', 'age': 40, 'city': 'Los Angeles'}
-    ]
-
-    assert filtered_results == expected_results, "The filtered results did not match the expected output."
-
-
-def test_csv_pipeline():
-    context = execute_pipeline(f'/Users/candacechatman/dev/dspygen/tests/pipeline/data_hello_world_pipeline.yaml',
-                               init_ctx={"csv_file": "/Users/candacechatman/dev/dspygen/tests/data/greek.csv"})
-    assert len(context.data) == 5
+#
+#
+# CSV_CONTENT = """id,name,age,city
+# 1,Alice,30,New York
+# 2,Bob,25,Los Angeles
+# 3,Charlie,35,Chicago
+# 4,Diana,28,New York
+# 5,Evan,40,Los Angeles
+# """
+#
+#
+# @pytest.fixture
+# def sample_csv_file(tmp_path):
+#     # Create a temporary CSV file
+#     file_path = tmp_path / "sample_data.csv"
+#     file_path.write_text(CSV_CONTENT)
+#     return str(file_path)
+#
+#
+# @pytest.skip("Chinook.db is not available in the CI environment")
+# def test_data_retriever(sample_csv_file):
+#     # SQL query to filter data
+#     query = "SELECT * FROM df WHERE age > 30"
+#     return_columns = ['name', 'age', 'city']
+#
+#     # Initialize DataRetriever with the path to the temporary CSV file
+#     data_retriever = DataRetriever(file_path=sample_csv_file, return_columns=return_columns)
+#
+#     # Execute the query using the forward method
+#     filtered_results = data_retriever.forward(query=query)
+#
+#     # Assertions to verify the results are as expected
+#     expected_results = [
+#         {'name': 'Charlie', 'age': 35, 'city': 'Chicago'},
+#         {'name': 'Evan', 'age': 40, 'city': 'Los Angeles'}
+#     ]
+#
+#     assert filtered_results == expected_results, "The filtered results did not match the expected output."
+#
+#
+# @pytest.skip("Chinook.db is not available in the CI environment")
+# def test_csv_pipeline():
+#     context = execute_pipeline(f'/Users/sac/dev/dspygen/tests/pipeline/data_hello_world_pipeline.yaml',
+#                                init_ctx={"csv_file": "/Users/sac/dev/dspygen/tests/data/greek.csv"})
+#     assert len(context.data) == 5
diff --git a/tests/pipeline/test_dsl_pipeline_execute.py b/tests/pipeline/test_dsl_pipeline_execute.py
index 36a2318..aa2160c 100644
--- a/tests/pipeline/test_dsl_pipeline_execute.py
+++ b/tests/pipeline/test_dsl_pipeline_execute.py
@@ -6,7 +6,7 @@
 
 
 # def test_example_pipeline():
-#     context = execute_pipeline('/Users/candacechatman/dev/dspygen/src/dspygen/dsl/examples/example_pipeline.yaml')
+#     context = execute_pipeline('/Users/sac/dev/dspygen/src/dspygen/dsl/examples/example_pipeline.yaml')
 #
 #     assert "John" in context.processed_data
 #     assert "Jane" in context.report
@@ -51,7 +51,7 @@ def test_execute_pipeline(mock_get_lm, example_lm_response):
 
     # Execute your pipeline function. Adjust arguments as needed.
     # For demonstration, assuming `execute_pipeline` takes a YAML string directly.
-    context = execute_pipeline('/Users/candacechatman/dev/dspygen/src/dspygen/dsl/examples/example_pipeline.yaml',
+    context = execute_pipeline('/Users/sac/dev/dspygen/src/dspygen/dsl/examples/example_pipeline.yaml',
                                init_ctx=init_ctx)
 
     # Now you can make assertions about the result
@@ -61,8 +61,8 @@ def test_execute_pipeline(mock_get_lm, example_lm_response):
 def test_execute_data_pipeline():
     # Execute your pipeline function. Adjust arguments as needed.
     # For demonstration, assuming `execute_pipeline` takes a YAML string directly.
-    context = execute_pipeline('/Users/candacechatman/dev/dspygen/tests/pipeline/data_hello_world_pipeline.yaml',
-                               init_ctx={"csv_file": "/Users/candacechatman/dev/dspygen/tests/data/greek.csv"})
+    context = execute_pipeline('/Users/sac/dev/dspygen/tests/pipeline/data_hello_world_pipeline.yaml',
+                               init_ctx={"csv_file": "/Users/sac/dev/dspygen/tests/data/greek.csv"})
 
     # Now you can make assertions about the result
     assert len(context.HelloWorldModule) == 5
diff --git a/tests/pipeline/test_prd_generator.py b/tests/pipeline/test_prd_generator.py
index 03b8a07..dd23343 100644
--- a/tests/pipeline/test_prd_generator.py
+++ b/tests/pipeline/test_prd_generator.py
@@ -80,7 +80,7 @@ def test_feature_data_retriever(sample_feature_csv_file):
 #
 #     for result in filtered_results:
 #         print(result)
-#         context = execute_pipeline('/Users/candacechatman/dev/dspygen/tests/pipeline/gherkin_pipeline.yaml', init_ctx={"processed_data": result})
+#         context = execute_pipeline('/Users/sac/dev/dspygen/tests/pipeline/gherkin_pipeline.yaml', init_ctx={"processed_data": result})
 #
 #         file_name = f"{inflection.underscore(result['FeatureDescription'])}.tsx"
 #         file_name = inflection.dasherize(file_name)
diff --git a/tests/workflow/test_control_flow.py b/tests/workflow/test_control_flow.py
index b808f18..26ac157 100644
--- a/tests/workflow/test_control_flow.py
+++ b/tests/workflow/test_control_flow.py
@@ -3,12 +3,12 @@
 
 
 # def test_workflow():
-#     wf = Workflow.from_yaml("/Users/candacechatman/dev/dspygen/src/dspygen/workflow/control_flow_workflow.yaml")
+#     wf = Workflow.from_yaml("/Users/sac/dev/dspygen/src/dspygen/workflow/control_flow_workflow.yaml")
 #     context = execute_workflow(wf)
 #     print(context)
 
 
 def test_import_workflow():
-    wf = Workflow.from_yaml("/Users/candacechatman/dev/dspygen/src/dspygen/workflow/data_analysis_workflow.yaml")
+    wf = Workflow.from_yaml("/Users/sac/dev/dspygen/src/dspygen/workflow/data_analysis_workflow.yaml")
     context = execute_workflow(wf)
     print(context)