diff --git a/backend/poetry.lock b/backend/poetry.lock
index e15fcfa..735d29d 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"
@@ -430,6 +430,22 @@ 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"},
+    {file = "azure_cosmos-4.14.3.tar.gz", hash = "sha256:ae84aa0438dfcf8b8d6dec22dc7ce5219645321f37cddb50a13c84b69675f0bc"},
+]
+
+[package.dependencies]
+azure-core = ">=1.30.0"
+typing-extensions = ">=4.6.0"
+
 [[package]]
 name = "azure-identity"
 version = "1.23.0"
@@ -915,6 +931,22 @@ 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 = [
+    {file = "dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a"},
+    {file = "dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"},
+]
+
+[package.dependencies]
+marshmallow = ">=3.18.0,<4.0.0"
+typing-inspect = ">=0.4.0,<1"
+
 [[package]]
 name = "decorator"
 version = "5.2.1"
@@ -1288,6 +1320,69 @@ 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\""
+files = [
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+    {file = "greenlet-3.3.0.tar.gz", hash = "sha256:a82bb225a4e9e4d653dd2fb7b8b2d36e4fb25bc0165422a11e48b88e9e6f78fb"},
+]
+
+[package.extras]
+docs = ["Sphinx", "furo"]
+test = ["objgraph", "psutil", "setuptools"]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -1403,6 +1498,18 @@ 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"},
+    {file = "httpx_sse-0.4.3.tar.gz", hash = "sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d"},
+]
+
 [[package]]
 name = "humanize"
 version = "4.12.3"
@@ -1683,6 +1790,33 @@ files = [
     {file = "jiter-0.10.0.tar.gz", hash = "sha256:07a7142c38aacc85194391108dc91b5b57093c978a9932bd86a36862759d9500"},
 ]
 
+[[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 = [
+    {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
+    {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 = [
+    {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
+    {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
+]
+
 [[package]]
 name = "jsonschema"
 version = "4.24.0"
@@ -1738,6 +1872,212 @@ 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 = [
+    {file = "langchain-0.3.27-py3-none-any.whl", hash = "sha256:7b20c4f338826acb148d885b20a73a16e410ede9ee4f19bb02011852d5f98798"},
+    {file = "langchain-0.3.27.tar.gz", hash = "sha256:aa6f1e6274ff055d0fd36254176770f356ed0a8994297d1df47df341953cec62"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.3.72,<1.0.0"
+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 = [
+    {file = "langchain_community-0.3.21-py3-none-any.whl", hash = "sha256:8cb9bbb7ef15e5eea776193528dd0e0e1299047146d0c78b6c696ae2dc62e81f"},
+    {file = "langchain_community-0.3.21.tar.gz", hash = "sha256:b87b9992cbeea7553ed93e3d39faf9893a8690318485f7dc861751c7878729f7"},
+]
+
+[package.dependencies]
+aiohttp = ">=3.8.3,<4.0.0"
+dataclasses-json = ">=0.5.7,<0.7"
+httpx-sse = ">=0.4.0,<1.0.0"
+langchain = ">=0.3.23,<1.0.0"
+langchain-core = ">=0.3.51,<1.0.0"
+langsmith = ">=0.1.125,<0.4"
+numpy = ">=1.26.2,<3"
+pydantic-settings = ">=2.4.0,<3.0.0"
+PyYAML = ">=5.3"
+requests = ">=2,<3"
+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 = [
+    {file = "langchain_community-0.3.27-py3-none-any.whl", hash = "sha256:581f97b795f9633da738ea95da9cb78f8879b538090c9b7a68c0aed49c828f0d"},
+    {file = "langchain_community-0.3.27.tar.gz", hash = "sha256:e1037c3b9da0c6d10bf06e838b034eb741e016515c79ef8f3f16e53ead33d882"},
+]
+
+[package.dependencies]
+aiohttp = ">=3.8.3,<4.0.0"
+dataclasses-json = ">=0.5.7,<0.7"
+httpx-sse = ">=0.4.0,<1.0.0"
+langchain = ">=0.3.26,<1.0.0"
+langchain-core = ">=0.3.66,<1.0.0"
+langsmith = ">=0.1.125"
+numpy = {version = ">=1.26.2", markers = "python_version < \"3.13\""}
+pydantic-settings = ">=2.4.0,<3.0.0"
+PyYAML = ">=5.3"
+requests = ">=2,<3"
+SQLAlchemy = ">=1.4,<3"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
+
+[[package]]
+name = "langchain-core"
+version = "0.3.81"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0.0,>=3.9.0"
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@@ -2026,7 +2366,7 @@ version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
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 python-versions = ">=3.9"
-groups = ["main"]
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@@ -2412,14 +2805,14 @@ voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
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 [[package]]
 name = "openapi-schema-validator"
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+typing-extensions = ">=4.6.0"
+
+[package.extras]
+aiomysql = ["aiomysql (>=0.2.0)", "greenlet (>=1)"]
+aioodbc = ["aioodbc", "greenlet (>=1)"]
+aiosqlite = ["aiosqlite", "greenlet (>=1)", "typing_extensions (!=3.10.0.1)"]
+asyncio = ["greenlet (>=1)"]
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+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5,!=1.1.10)"]
+mssql = ["pyodbc"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
+mypy = ["mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0)"]
+mysql-connector = ["mysql-connector-python"]
+oracle = ["cx_oracle (>=8)"]
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+postgresql-psycopg = ["psycopg (>=3.0.7)"]
+postgresql-psycopg2binary = ["psycopg2-binary"]
+postgresql-psycopg2cffi = ["psycopg2cffi"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
+
+[[package]]
+name = "sse-starlette"
+version = "3.0.3"
+description = "SSE plugin for Starlette"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+
+[package.extras]
+daphne = ["daphne (>=4.2.0)"]
+examples = ["aiosqlite (>=0.21.0)", "fastapi (>=0.115.12)", "sqlalchemy[asyncio] (>=2.0.41)", "starlette (>=0.49.1)", "uvicorn (>=0.34.0)"]
+granian = ["granian (>=2.3.1)"]
+uvicorn = ["uvicorn (>=0.34.0)"]
+
 [[package]]
 name = "starlette"
 version = "0.46.2"
@@ -4485,6 +5133,22 @@ 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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+version = "9.1.2"
+description = "Retry code until it succeeds"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+]
+
+[package.extras]
+doc = ["reno", "sphinx"]
+test = ["pytest", "tornado (>=4.5)", "typeguard"]
+
 [[package]]
 name = "textdistance"
 version = "4.6.3"
@@ -4619,6 +5283,22 @@ files = [
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+[[package]]
+name = "typing-inspect"
+version = "0.9.0"
+description = "Runtime inspection utilities for typing module."
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+mypy-extensions = ">=0.3.0"
+typing-extensions = ">=3.7.4"
+
 [[package]]
 name = "typing-inspection"
 version = "0.4.1"
@@ -4664,6 +5344,39 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "uuid-utils"
+version = "0.13.0"
+description = "Fast, drop-in replacement for Python's uuid module, powered by Rust."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version == \"3.12\""
+files = [
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+]
+
 [[package]]
 name = "uvicorn"
 version = "0.32.1"
@@ -4943,18 +5656,18 @@ files = [
 
 [[package]]
 name = "werkzeug"
-version = "3.1.1"
+version = "3.1.5"
 description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
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 ]
 
 [package.dependencies]
-MarkupSafe = ">=2.1.1"
+markupsafe = ">=2.1.1"
 
 [package.extras]
 watchdog = ["watchdog (>=2.3)"]
@@ -5187,7 +5900,234 @@ enabler = ["pytest-enabler (>=2.2)"]
 test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
+[[package]]
+name = "zstandard"
+version = "0.23.0"
+description = "Zstandard bindings for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version >= \"3.13\""
+files = [
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 [metadata]
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 python-versions = "^3.12"
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