diff --git a/backend/poetry.lock b/backend/poetry.lock
index e15fcfa..444935c 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 = "4.14.2"
+description = "Microsoft Azure Cosmos Client Library for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "azure_cosmos-4.14.2-py3-none-any.whl", hash = "sha256:f0783a9b1c13f8dbd62bdbf8456f927125d77d5267e5ff6b37193bcd4554fd2c"},
+    {file = "azure_cosmos-4.14.2.tar.gz", hash = "sha256:7fb746449ef159304c5af6fe687548e561c1f1e257fd6505d60158d00101ec6e"},
+]
+
+[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 +1320,87 @@ files = [
 [package.extras]
 testing = ["pytest"]
 
+[[package]]
+name = "greenlet"
+version = "3.2.4"
+description = "Lightweight in-process concurrent programming"
+optional = false
+python-versions = ">=3.9"
+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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+    {file = "greenlet-3.2.4.tar.gz", hash = "sha256:0dca0d95ff849f9a364385f36ab49f50065d76964944638be9691e1832e9f86d"},
+]
+
+[package.extras]
+docs = ["Sphinx", "furo"]
+test = ["objgraph", "psutil", "setuptools"]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -1403,6 +1516,18 @@ 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 +1808,33 @@ 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 +1890,211 @@ 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]
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@@ -2412,14 +2822,14 @@ voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
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 [[package]]
 name = "openapi-schema-validator"
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+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
+
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+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 +5155,22 @@ anyio = ">=3.6.2,<5"
 [package.extras]
 full = ["httpx (>=0.27.0,<0.29.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.18)", "pyyaml"]
 
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+python-versions = ">=3.9"
+groups = ["main"]
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+test = ["pytest", "tornado (>=4.5)", "typeguard"]
+
 [[package]]
 name = "textdistance"
 version = "4.6.3"
@@ -4619,6 +5305,22 @@ files = [
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+[[package]]
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+optional = false
+python-versions = "*"
+groups = ["main"]
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+typing-extensions = ">=3.7.4"
+
 [[package]]
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 version = "0.4.1"
@@ -4943,18 +5645,18 @@ files = [
 
 [[package]]
 name = "werkzeug"
-version = "3.1.1"
+version = "3.1.4"
 description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
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 [package.dependencies]
-MarkupSafe = ">=2.1.1"
+markupsafe = ">=2.1.1"
 
 [package.extras]
 watchdog = ["watchdog (>=2.3)"]
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 type = ["pytest-mypy"]
 
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+description = "Zstandard bindings for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version >= \"3.13\""
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+    {file = "zstandard-0.25.0.tar.gz", hash = "sha256:7713e1179d162cf5c7906da876ec2ccb9c3a9dcbdffef0cc7f70c3667a205f0b"},
+]
+
+[package.extras]
+cffi = ["cffi (>=1.17,<2.0) ; platform_python_implementation != \"PyPy\" and python_version < \"3.14\"", "cffi (>=2.0.0b) ; platform_python_implementation != \"PyPy\" and python_version >= \"3.14\""]
+
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.12"
-content-hash = "50b17828570141202da95f9bc02555c0b258c897035d055bc39cf645a10379a6"
+content-hash = "4d8c0b5af3533661609e3c8dc3462d6a1fc4e998fb331e1f9409e9f9e1ea1115"