diff --git a/backend/poetry.lock b/backend/poetry.lock
index e15fcfa..3e348c6 100644
--- a/backend/poetry.lock
+++ b/backend/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -6,7 +6,7 @@ version = "2.6.1"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
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@@ -14,103 +14,137 @@ files = [
 
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 name = "aiohttp"
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 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
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+    {file = "aiohttp-3.13.3.tar.gz", hash = "sha256:a949eee43d3782f2daae4f4a2819b2cb9b0c5d3b7f7a927067cc84dafdbb9f88"},
 ]
 
 [package.dependencies]
 aiohappyeyeballs = ">=2.5.0"
-aiosignal = ">=1.1.2"
+aiosignal = ">=1.4.0"
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
@@ -118,7 +152,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli (>=1.2) ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "backports.zstd ; platform_python_implementation == \"CPython\" and python_version < \"3.14\"", "brotlicffi (>=1.2) ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aioice"
@@ -166,18 +200,19 @@ dev = ["aiohttp (>=3.7.0)", "coverage[toml] (>=7.2.2)", "numpy (>=1.19.0)"]
 
 [[package]]
 name = "aiosignal"
-version = "1.3.2"
+version = "1.4.0"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
-    {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
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+    {file = "aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e"},
+    {file = "aiosignal-1.4.0.tar.gz", hash = "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7"},
 ]
 
 [package.dependencies]
 frozenlist = ">=1.1.0"
+typing-extensions = {version = ">=4.2", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "annotated-types"
@@ -234,7 +269,7 @@ version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
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@@ -430,6 +465,22 @@ files = [
 azure-core = ">=1.24.0"
 opentelemetry-api = ">=1.12.0"
 
+[[package]]
+name = "azure-cosmos"
+version = "4.14.3"
+description = "Microsoft Azure Cosmos Client Library for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "azure_cosmos-4.14.3-py3-none-any.whl", hash = "sha256:67b20403520ecfddb23067caf3d4161a466823e36e63ef666f6bc2c079b03a88"},
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+]
+
+[package.dependencies]
+azure-core = ">=1.30.0"
+typing-extensions = ">=4.6.0"
+
 [[package]]
 name = "azure-identity"
 version = "1.23.0"
@@ -915,6 +966,22 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi (>=2024)", "cryptography-vectors (==45.0.4)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "dataclasses-json"
+version = "0.6.7"
+description = "Easily serialize dataclasses to and from JSON."
+optional = false
+python-versions = "<4.0,>=3.7"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+marshmallow = ">=3.18.0,<4.0.0"
+typing-inspect = ">=0.4.0,<1"
+
 [[package]]
 name = "decorator"
 version = "5.2.1"
@@ -1133,7 +1200,7 @@ version = "1.7.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
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@@ -1288,6 +1355,69 @@ files = [
 [package.extras]
 testing = ["pytest"]
 
+[[package]]
+name = "greenlet"
+version = "3.3.0"
+description = "Lightweight in-process concurrent programming"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""
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+
+[package.extras]
+docs = ["Sphinx", "furo"]
+test = ["objgraph", "psutil", "setuptools"]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -1403,6 +1533,18 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.3"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "httpx_sse-0.4.3-py3-none-any.whl", hash = "sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc"},
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+]
+
 [[package]]
 name = "humanize"
 version = "4.12.3"
@@ -1424,7 +1566,7 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
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@@ -1683,6 +1825,33 @@ files = [
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 ]
 
+[[package]]
+name = "jsonpatch"
+version = "1.33"
+description = "Apply JSON-Patches (RFC 6902)"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+groups = ["main"]
+files = [
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+    {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
+]
+
+[package.dependencies]
+jsonpointer = ">=1.9"
+
+[[package]]
+name = "jsonpointer"
+version = "3.0.0"
+description = "Identify specific nodes in a JSON document (RFC 6901)"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+]
+
 [[package]]
 name = "jsonschema"
 version = "4.24.0"
@@ -1738,6 +1907,212 @@ files = [
 [package.dependencies]
 referencing = ">=0.31.0"
 
+[[package]]
+name = "langchain"
+version = "0.3.27"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["main"]
+files = [
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+    {file = "langchain-0.3.27.tar.gz", hash = "sha256:aa6f1e6274ff055d0fd36254176770f356ed0a8994297d1df47df341953cec62"},
+]
+
+[package.dependencies]
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+langchain-text-splitters = ">=0.3.9,<1.0.0"
+langsmith = ">=0.1.17"
+pydantic = ">=2.7.4,<3.0.0"
+PyYAML = ">=5.3"
+requests = ">=2,<3"
+SQLAlchemy = ">=1.4,<3"
+
+[package.extras]
+anthropic = ["langchain-anthropic"]
+aws = ["langchain-aws"]
+azure-ai = ["langchain-azure-ai"]
+cohere = ["langchain-cohere"]
+community = ["langchain-community"]
+deepseek = ["langchain-deepseek"]
+fireworks = ["langchain-fireworks"]
+google-genai = ["langchain-google-genai"]
+google-vertexai = ["langchain-google-vertexai"]
+groq = ["langchain-groq"]
+huggingface = ["langchain-huggingface"]
+mistralai = ["langchain-mistralai"]
+ollama = ["langchain-ollama"]
+openai = ["langchain-openai"]
+perplexity = ["langchain-perplexity"]
+together = ["langchain-together"]
+xai = ["langchain-xai"]
+
+[[package]]
+name = "langchain-community"
+version = "0.3.21"
+description = "Community contributed LangChain integrations."
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.13\""
+files = [
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+    {file = "langchain_community-0.3.21.tar.gz", hash = "sha256:b87b9992cbeea7553ed93e3d39faf9893a8690318485f7dc861751c7878729f7"},
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+SQLAlchemy = ">=1.4,<3"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
+
+[[package]]
+name = "langchain-community"
+version = "0.3.27"
+description = "Community contributed LangChain integrations."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version == \"3.12\""
+files = [
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+SQLAlchemy = ">=1.4,<3"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
+
+[[package]]
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+version = "0.3.81"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0.0,>=3.9.0"
+groups = ["main"]
+files = [
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+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
+typing-extensions = ">=4.7.0,<5.0.0"
+
+[[package]]
+name = "langchain-openai"
+version = "0.3.29"
+description = "An integration package connecting OpenAI and LangChain"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+[package.dependencies]
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+openai = ">=1.86.0,<2.0.0"
+tiktoken = ">=0.7,<1"
+
+[[package]]
+name = "langchain-text-splitters"
+version = "0.3.11"
+description = "LangChain text splitting utilities"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "langchain_text_splitters-0.3.11.tar.gz", hash = "sha256:7a50a04ada9a133bbabb80731df7f6ddac51bc9f1b9cab7fa09304d71d38a6cc"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.3.75,<2.0.0"
+
+[[package]]
+name = "langsmith"
+version = "0.3.45"
+description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.13\""
+files = [
+    {file = "langsmith-0.3.45-py3-none-any.whl", hash = "sha256:5b55f0518601fa65f3bb6b1a3100379a96aa7b3ed5e9380581615ba9c65ed8ed"},
+    {file = "langsmith-0.3.45.tar.gz", hash = "sha256:1df3c6820c73ed210b2c7bc5cdb7bfa19ddc9126cd03fdf0da54e2e171e6094d"},
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+[package.dependencies]
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+packaging = ">=23.2"
+pydantic = {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""}
+requests = ">=2,<3"
+requests-toolbelt = ">=1.0.0,<2.0.0"
+zstandard = ">=0.23.0,<0.24.0"
+
+[package.extras]
+langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
+openai-agents = ["openai-agents (>=0.0.3,<0.1)"]
+otel = ["opentelemetry-api (>=1.30.0,<2.0.0)", "opentelemetry-exporter-otlp-proto-http (>=1.30.0,<2.0.0)", "opentelemetry-sdk (>=1.30.0,<2.0.0)"]
+pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
+
+[[package]]
+name = "langsmith"
+version = "0.6.0"
+description = "Client library to connect to the LangSmith Observability and Evaluation Platform."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version == \"3.12\""
+files = [
+    {file = "langsmith-0.6.0-py3-none-any.whl", hash = "sha256:f7570175aed705b1f4c4dae724c07980a737b8b565252444d11394dda9931e8c"},
+    {file = "langsmith-0.6.0.tar.gz", hash = "sha256:b60f1785aed4dac5e01f24db01aa18fa1af258bad4531e045e739438daa3f8c2"},
+]
+
+[package.dependencies]
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+orjson = {version = ">=3.9.14", markers = "platform_python_implementation != \"PyPy\""}
+packaging = ">=23.2"
+pydantic = ">=2,<3"
+requests = ">=2.0.0"
+requests-toolbelt = ">=1.0.0"
+uuid-utils = ">=0.12.0,<1.0"
+zstandard = ">=0.23.0"
+
+[package.extras]
+claude-agent-sdk = ["claude-agent-sdk (>=0.1.0) ; python_version >= \"3.10\""]
+langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2)"]
+openai-agents = ["openai-agents (>=0.0.3)"]
+otel = ["opentelemetry-api (>=1.30.0)", "opentelemetry-exporter-otlp-proto-http (>=1.30.0)", "opentelemetry-sdk (>=1.30.0)"]
+pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4)", "vcrpy (>=7.0.0)"]
+vcr = ["vcrpy (>=7.0.0)"]
+
 [[package]]
 name = "lazy-object-proxy"
 version = "1.11.0"
@@ -2091,6 +2466,59 @@ files = [
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 ]
 
+[[package]]
+name = "marshmallow"
+version = "3.26.2"
+description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "marshmallow-3.26.2.tar.gz", hash = "sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57"},
+]
+
+[package.dependencies]
+packaging = ">=17.0"
+
+[package.extras]
+dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
+docs = ["autodocsumm (==0.2.14)", "furo (==2024.8.6)", "sphinx (==8.1.3)", "sphinx-copybutton (==0.5.2)", "sphinx-issues (==5.0.0)", "sphinxext-opengraph (==0.9.1)"]
+tests = ["pytest", "simplejson"]
+
+[[package]]
+name = "mcp"
+version = "1.25.0"
+description = "Model Context Protocol SDK"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "mcp-1.25.0-py3-none-any.whl", hash = "sha256:b37c38144a666add0862614cc79ec276e97d72aa8ca26d622818d4e278b9721a"},
+    {file = "mcp-1.25.0.tar.gz", hash = "sha256:56310361ebf0364e2d438e5b45f7668cbb124e158bb358333cd06e49e83a6802"},
+]
+
+[package.dependencies]
+anyio = ">=4.5"
+httpx = ">=0.27.1"
+httpx-sse = ">=0.4"
+jsonschema = ">=4.20.0"
+pydantic = ">=2.11.0,<3.0.0"
+pydantic-settings = ">=2.5.2"
+pyjwt = {version = ">=2.10.1", extras = ["crypto"]}
+python-multipart = ">=0.0.9"
+pywin32 = {version = ">=310", markers = "sys_platform == \"win32\""}
+sse-starlette = ">=1.6.1"
+starlette = ">=0.27"
+typing-extensions = ">=4.9.0"
+typing-inspection = ">=0.4.1"
+uvicorn = {version = ">=0.31.1", markers = "sys_platform != \"emscripten\""}
+
+[package.extras]
+cli = ["python-dotenv (>=1.0.0)", "typer (>=0.16.0)"]
+rich = ["rich (>=13.9.4)"]
+ws = ["websockets (>=15.0.1)"]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -2181,7 +2609,7 @@ version = "6.6.2"
 description = "multidict implementation"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "multidict-6.6.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cfd9c74d337e710d7ee26e72a7dbedbd60e0c58d3df7c5ccbb748857e977783c"},
     {file = "multidict-6.6.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9d2c5867a1bd182041a950e9ec3dd3622926260434655bd5d94a62d889100787"},
@@ -2778,6 +3206,104 @@ files = [
     {file = "opentelemetry_util_http-0.55b1.tar.gz", hash = "sha256:29e119c1f6796cccf5fc2aedb55274435cde5976d0ac3fec3ca20a80118f821e"},
 ]
 
+[[package]]
+name = "orjson"
+version = "3.11.5"
+description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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 description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.9"
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 [package.extras]
 rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 
+[[package]]
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+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
+
+[[package]]
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+description = "SSE plugin for Starlette"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+granian = ["granian (>=2.3.1)"]
+uvicorn = ["uvicorn (>=0.34.0)"]
+
 [[package]]
 name = "starlette"
 version = "0.46.2"
@@ -4485,6 +5169,22 @@ anyio = ">=3.6.2,<5"
 [package.extras]
 full = ["httpx (>=0.27.0,<0.29.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.18)", "pyyaml"]
 
+[[package]]
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+description = "Retry code until it succeeds"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+[package.extras]
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+test = ["pytest", "tornado (>=4.5)", "typeguard"]
+
 [[package]]
 name = "textdistance"
 version = "4.6.3"
@@ -4613,11 +5313,28 @@ version = "4.14.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
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+
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+optional = false
+python-versions = "*"
+groups = ["main"]
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+
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+typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "typing-inspection"
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 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+
 [[package]]
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 version = "0.32.1"
@@ -5054,7 +5804,7 @@ version = "1.20.1"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
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 type = ["pytest-mypy"]
 
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+description = "Zstandard bindings for Python"
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+python-versions = ">=3.8"
+groups = ["main"]
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