Updated dependencies

pyproject.toml

@@ -19,6 +19,7 @@ dependencies = [
     "python-dotenv>=1.1.1",
     "requests>=2.32.4",
     "ruff>=0.12.1",
+    "sentence-transformers>=5.1.0",
     "supabase>=2.18.0",
     "wikipedia>=1.4.0",
 ]

requirements.txt

@@ -84,7 +84,10 @@ feedparser==6.0.11
 ffmpy==0.6.1
     # via gradio
 filelock==3.18.0
-    # via huggingface-hub
+    # via
+    #   huggingface-hub
+    #   torch
+    #   transformers
 filetype==1.2.0
     # via langchain-google-genai
 frozenlist==1.7.0
@@ -95,6 +98,7 @@ fsspec==2025.5.1
     # via
     #   gradio-client
     #   huggingface-hub
+    #   torch
 google-ai-generativelanguage==0.6.18
     # via langchain-google-genai
 google-api-core[grpc]==2.25.1
@@ -155,7 +159,9 @@ huggingface-hub==0.33.4
     #   gradio
     #   gradio-client
     #   langchain-huggingface
+    #   sentence-transformers
     #   tokenizers
+    #   transformers
 hyperframe==6.1.0
     # via h2
 idna==3.10
@@ -173,7 +179,11 @@ itsdangerous==2.2.0
 jedi==0.19.2
     # via ipython
 jinja2==3.1.6
-    # via gradio
+    # via
+    #   gradio
+    #   torch
+joblib==1.5.1
+    # via scikit-learn
 jsonpatch==1.33
     # via langchain-core
 jsonpointer==3.0.0
@@ -242,6 +252,8 @@ matplotlib-inline==0.1.7
     #   ipython
 mdurl==0.1.2
     # via markdown-it-py
+mpmath==1.3.0
+    # via sympy
 multidict==6.6.3
     # via
     #   aiohttp
@@ -250,11 +262,16 @@ mypy-extensions==1.1.0
     # via typing-inspect
 nest-asyncio==1.6.0
     # via ipykernel
+networkx==3.4.2
+    # via torch
 numpy==2.2.6
     # via
     #   gradio
     #   langchain-community
     #   pandas
+    #   scikit-learn
+    #   scipy
+    #   transformers
 orjson==3.11.1
     # via
     #   gradio
@@ -272,6 +289,7 @@ packaging==25.0
     #   langchain-core
     #   langsmith
     #   marshmallow
+    #   transformers
 pandas==2.3.1
     # via gradio
 parso==0.8.4
@@ -279,7 +297,9 @@ parso==0.8.4
 pexpect==4.9.0
     # via ipython
 pillow==11.3.0
-    # via gradio
+    # via
+    #   gradio
+    #   sentence-transformers
 platformdirs==4.3.8
     # via jupyter-core
 postgrest==1.1.1
@@ -363,12 +383,15 @@ pyyaml==6.0.2
     #   langchain
     #   langchain-community
     #   langchain-core
+    #   transformers
 pyzmq==27.0.1
     # via
     #   ipykernel
     #   jupyter-client
 realtime==2.7.0
     # via supabase
+regex==2025.7.34
+    # via transformers
 requests==2.32.4
     # via
     #   arxiv
@@ -380,6 +403,7 @@ requests==2.32.4
     #   langchain-tavily
     #   langsmith
     #   requests-toolbelt
+    #   transformers
     #   wikipedia
 requests-toolbelt==1.0.0
     # via langsmith
@@ -393,8 +417,18 @@ ruff==0.12.8
     #   gradio
 safehttpx==0.1.6
     # via gradio
+safetensors==0.6.2
+    # via transformers
+scikit-learn==1.7.1
+    # via sentence-transformers
+scipy==1.15.3
+    # via
+    #   scikit-learn
+    #   sentence-transformers
 semantic-version==2.10.0
     # via gradio
+sentence-transformers==5.1.0
+    # via final-assignment (pyproject.toml)
 sgmllib3k==1.0.0
     # via feedparser
 shellingham==1.5.4
@@ -427,20 +461,31 @@ supabase==2.18.0
     # via final-assignment (pyproject.toml)
 supafunc==0.10.1
     # via supabase
+sympy==1.14.0
+    # via torch
 tenacity==9.1.2
     # via
     #   langchain-community
     #   langchain-core
+threadpoolctl==3.6.0
+    # via scikit-learn
 tokenizers==0.21.4
-    # via langchain-huggingface
+    # via
+    #   langchain-huggingface
+    #   transformers
 tomlkit==0.13.3
     # via gradio
+torch==2.8.0
+    # via sentence-transformers
 tornado==6.5.2
     # via
     #   ipykernel
     #   jupyter-client
 tqdm==4.67.1
-    # via huggingface-hub
+    # via
+    #   huggingface-hub
+    #   sentence-transformers
+    #   transformers
 traitlets==5.14.3
     # via
     #   ipykernel
@@ -448,6 +493,8 @@ traitlets==5.14.3
     #   jupyter-client
     #   jupyter-core
     #   matplotlib-inline
+transformers==4.53.3
+    # via sentence-transformers
 typer==0.16.0
     # via gradio
 typing-extensions==4.14.1
@@ -467,8 +514,10 @@ typing-extensions==4.14.1
     #   pydantic
     #   pydantic-core
     #   realtime
+    #   sentence-transformers
     #   sqlalchemy
     #   starlette
+    #   torch
     #   typer
     #   typing-inspect
     #   typing-inspection

uv.lock

@@ -707,6 +707,7 @@ dependencies = [
     { name = "python-dotenv" },
     { name = "requests" },
     { name = "ruff" },
+    { name = "sentence-transformers" },
     { name = "supabase" },
     { name = "wikipedia" },
 ]
@@ -727,6 +728,7 @@ requires-dist = [
     { name = "python-dotenv", specifier = ">=1.1.1" },
     { name = "requests", specifier = ">=2.32.4" },
     { name = "ruff", specifier = ">=0.12.1" },
+    { name = "sentence-transformers", specifier = ">=5.1.0" },
     { name = "supabase", specifier = ">=2.18.0" },
     { name = "wikipedia", specifier = ">=1.4.0" },
 ]
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+version = "1.5.1"
+source = { registry = "https://pypi.org/simple" }
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 [[package]]
 name = "jsonpatch"
 version = "1.33"
@@ -1720,6 +1731,15 @@ wheels = [
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+[[package]]
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+version = "1.3.0"
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 [[package]]
 name = "multidict"
 version = "6.6.3"
@@ -1840,6 +1860,32 @@ wheels = [
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+version = "3.5"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
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 [[package]]
 name = "numpy"
 version = "2.2.6"
@@ -1968,6 +2014,132 @@ wheels = [
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