diff --git a/Dockerfile b/Dockerfile
index e4b73d7..bbdeea1 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -14,8 +14,6 @@ RUN poetry install  --no-interaction --no-ansi --no-root
 
 COPY ./app ./app
 
-RUN pip3 install -r ./app/requirements.txt
-
 RUN poetry install --no-interaction --no-ansi
 
 EXPOSE 8080
diff --git a/poetry.lock b/poetry.lock
index ca156f2..4e08875 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,152 @@
 # This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.4.3"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.10.10"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.8"
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+]
+
+[package.extras]
+docs = ["Sphinx", "furo"]
+test = ["objgraph", "psutil"]
+
 [[package]]
 name = "gritql"
 version = "0.1.5"
@@ -309,6 +669,17 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.0"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
 [[package]]
 name = "idna"
 version = "3.10"
@@ -323,6 +694,88 @@ files = [
 [package.extras]
 all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
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+version = "0.7.0"
+description = "Fast iterable JSON parser."
+optional = false
+python-versions = ">=3.8"
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+
 [[package]]
 name = "jsonpatch"
 version = "1.33"
@@ -349,39 +802,30 @@ files = [
 ]
 
 [[package]]
-name = "jsonschema"
-version = "4.23.0"
-description = "An implementation of JSON Schema validation for Python"
+name = "langchain"
+version = "0.3.7"
+description = "Building applications with LLMs through composability"
 optional = false
-python-versions = ">=3.8"
+python-versions = "<4.0,>=3.9"
 files = [
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-    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
+    {file = "langchain-0.3.7-py3-none-any.whl", hash = "sha256:cf4af1d5751dacdc278df3de1ff3cbbd8ca7eb55d39deadccdd7fb3d3ee02ac0"},
+    {file = "langchain-0.3.7.tar.gz", hash = "sha256:2e4f83bf794ba38562f7ba0ede8171d7e28a583c0cec6f8595cfe72147d336b2"},
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-jsonschema-specifications = ">=2023.03.6"
-referencing = ">=0.28.4"
-rpds-py = ">=0.7.1"
-
-[package.extras]
-format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
-
-[[package]]
-name = "jsonschema-specifications"
-version = "2024.10.1"
-description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
-optional = false
-python-versions = ">=3.9"
-files = [
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+aiohttp = ">=3.8.3,<4.0.0"
+langchain-core = ">=0.3.15,<0.4.0"
+langchain-text-splitters = ">=0.3.0,<0.4.0"
+langsmith = ">=0.1.17,<0.2.0"
+numpy = [
+    {version = ">=1,<2", markers = "python_version < \"3.12\""},
+    {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""},
 ]
-
-[package.dependencies]
-referencing = ">=0.31.0"
+pydantic = ">=2.7.4,<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-cli"
@@ -403,62 +847,150 @@ typer = {version = ">=0.9.0,<0.10.0", extras = ["all"]}
 uvicorn = ">=0.23.2,<0.24.0"
 
 [[package]]
-name = "langchain-core"
-version = "0.2.8"
-description = "Building applications with LLMs through composability"
+name = "langchain-community"
+version = "0.3.5"
+description = "Community contributed LangChain integrations."
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain_core-0.2.8-py3-none-any.whl", hash = "sha256:172c81c858dc1f3123cc72b7e44e10f44c92f8a761cae18c364081f6c208e9f6"},
-    {file = "langchain_core-0.2.8.tar.gz", hash = "sha256:2db866a4514672c4875b69d5590aa2ed50aa0d144874268bef68d74b5e7f33f9"},
+    {file = "langchain_community-0.3.5-py3-none-any.whl", hash = "sha256:03736105700960fa0acbd72bff678d1c97c49e38e9f8af3012b712d64e992982"},
+    {file = "langchain_community-0.3.5.tar.gz", hash = "sha256:345febbc972a08c97f09cce6cc07d039aa7d1348fe8efdace85335be6ac9cb7d"},
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-jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.1.75,<0.2.0"
-packaging = ">=23.2,<25"
-pydantic = ">=1,<3"
+aiohttp = ">=3.8.3,<4.0.0"
+dataclasses-json = ">=0.5.7,<0.7"
+httpx-sse = ">=0.4.0,<0.5.0"
+langchain = ">=0.3.6,<0.4.0"
+langchain-core = ">=0.3.15,<0.4.0"
+langsmith = ">=0.1.125,<0.2.0"
+numpy = [
+    {version = ">=1,<2", markers = "python_version < \"3.12\""},
+    {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""},
+]
+pydantic-settings = ">=2.4.0,<3.0.0"
 PyYAML = ">=5.3"
-tenacity = ">=8.1.0,<9.0.0"
+requests = ">=2,<3"
+SQLAlchemy = ">=1.4,<2.0.36"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.2.41"
+version = "0.3.15"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain_core-0.2.41-py3-none-any.whl", hash = "sha256:3278fda5ba9a05defae8bb19f1226032add6aab21917db7b3bc74e750e263e84"},
-    {file = "langchain_core-0.2.41.tar.gz", hash = "sha256:bc12032c5a298d85be754ccb129bc13ea21ccb1d6e22f8d7ba18b8da64315bb5"},
+    {file = "langchain_core-0.3.15-py3-none-any.whl", hash = "sha256:3d4ca6dbb8ed396a6ee061063832a2451b0ce8c345570f7b086ffa7288e4fa29"},
+    {file = "langchain_core-0.3.15.tar.gz", hash = "sha256:b1a29787a4ffb7ec2103b4e97d435287201da7809b369740dd1e32f176325aba"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.1.112,<0.2.0"
+langsmith = ">=0.1.125,<0.2.0"
 packaging = ">=23.2,<25"
-pydantic = {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""}
+pydantic = [
+    {version = ">=2.5.2,<3.0.0", markers = "python_full_version < \"3.12.4\""},
+    {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
+]
 PyYAML = ">=5.3"
-tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7"
 
+[[package]]
+name = "langchain-openai"
+version = "0.2.5"
+description = "An integration package connecting OpenAI and LangChain"
+optional = false
+python-versions = "<4.0,>=3.9"
+files = [
+    {file = "langchain_openai-0.2.5-py3-none-any.whl", hash = "sha256:745fd9d51a5a3a9cb8839d41f3786ab38dfc539e47c713a806cbca32f3d0875c"},
+    {file = "langchain_openai-0.2.5.tar.gz", hash = "sha256:55b98711a880474ec363267bf6cd0e2727dc00e8433731318d063a2184582c28"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.3.15,<0.4.0"
+openai = ">=1.52.0,<2.0.0"
+tiktoken = ">=0.7,<1"
+
+[[package]]
+name = "langchain-text-splitters"
+version = "0.3.2"
+description = "LangChain text splitting utilities"
+optional = false
+python-versions = "<4.0,>=3.9"
+files = [
+    {file = "langchain_text_splitters-0.3.2-py3-none-any.whl", hash = "sha256:0db28c53f41d1bc024cdb3b1646741f6d46d5371e90f31e7e7c9fbe75d01c726"},
+    {file = "langchain_text_splitters-0.3.2.tar.gz", hash = "sha256:81e6515d9901d6dd8e35fb31ccd4f30f76d44b771890c789dc835ef9f16204df"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.3.15,<0.4.0"
+
+[[package]]
+name = "langgraph"
+version = "0.2.43"
+description = "Building stateful, multi-actor applications with LLMs"
+optional = false
+python-versions = "<4.0,>=3.9.0"
+files = [
+    {file = "langgraph-0.2.43-py3-none-any.whl", hash = "sha256:65b712569248f671d25a2825ba12369a8e990b787f98fd2c4b71fbb5495d2145"},
+    {file = "langgraph-0.2.43.tar.gz", hash = "sha256:42126538312d3c65634f44b4169f3d4f4440ad8b906f03f3035c8b468f6efaaa"},
+]
+
+[package.dependencies]
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+langgraph-checkpoint = ">=2.0.0,<3.0.0"
+langgraph-sdk = ">=0.1.32,<0.2.0"
+
+[[package]]
+name = "langgraph-checkpoint"
+version = "2.0.2"
+description = "Library with base interfaces for LangGraph checkpoint savers."
+optional = false
+python-versions = "<4.0.0,>=3.9.0"
+files = [
+    {file = "langgraph_checkpoint-2.0.2-py3-none-any.whl", hash = "sha256:6e5dfd90e1fc71b91ccff75939ada1114e5d7f824df5f24c62d39bed69039ee2"},
+    {file = "langgraph_checkpoint-2.0.2.tar.gz", hash = "sha256:c1d033e4e4855f580fa56830327eb86513b64ab5be527245363498e76b19a0b9"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.2.38,<0.4"
+msgpack = ">=1.1.0,<2.0.0"
+
+[[package]]
+name = "langgraph-sdk"
+version = "0.1.35"
+description = "SDK for interacting with LangGraph API"
+optional = false
+python-versions = "<4.0.0,>=3.9.0"
+files = [
+    {file = "langgraph_sdk-0.1.35-py3-none-any.whl", hash = "sha256:b137c324fbce96afe39cc6a189c61fc042164068f0f6f02ac8de864d8ece6e05"},
+    {file = "langgraph_sdk-0.1.35.tar.gz", hash = "sha256:414cfbc172b883446197763f3645d86bbc6a5b8ce9693c1df3fb6ce7d854a994"},
+]
+
+[package.dependencies]
+httpx = ">=0.25.2"
+httpx-sse = ">=0.4.0"
+orjson = ">=3.10.1"
+
 [[package]]
 name = "langserve"
-version = "0.2.3"
+version = "0.3.0"
 description = ""
 optional = false
-python-versions = "<4.0.0,>=3.8.1"
+python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langserve-0.2.3-py3-none-any.whl", hash = "sha256:9ded64f47b967337a0ec236563bd0ca0b3c40ee24805b6c1b724fe144ac1dc18"},
-    {file = "langserve-0.2.3.tar.gz", hash = "sha256:50b4eedbc4865483154c3f65f7cc9a4d4cf983efd6c96a8624ab5a9abddcb466"},
+    {file = "langserve-0.3.0-py3-none-any.whl", hash = "sha256:614856ae7f9967f26af73081f20e87e45efc3cd405414740d219a50869464e29"},
+    {file = "langserve-0.3.0.tar.gz", hash = "sha256:78c956276f15b839d2a21c9c8ead5a886c2743f3c47547fb3695722697146bd6"},
 ]
 
 [package.dependencies]
 fastapi = {version = ">=0.90.1,<1", optional = true, markers = "extra == \"client\" or extra == \"server\" or extra == \"all\""}
-httpx = ">=0.23.0"
-langchain-core = ">=0.1,<0.3"
-orjson = ">=2"
-pydantic = ">=1"
-pyproject-toml = ">=0.0.10,<0.0.11"
+httpx = ">=0.23.0,<1.0"
+langchain-core = ">=0.3,<0.4"
+orjson = ">=2,<4"
+pydantic = ">=2.7,<3.0"
 sse-starlette = {version = ">=1.3.0,<2.0.0", optional = true, markers = "extra == \"server\" or extra == \"all\""}
 
 [package.extras]
@@ -466,22 +998,6 @@ all = ["fastapi (>=0.90.1,<1)", "sse-starlette (>=1.3.0,<2.0.0)"]
 client = ["fastapi (>=0.90.1,<1)"]
 server = ["fastapi (>=0.90.1,<1)", "sse-starlette (>=1.3.0,<2.0.0)"]
 
-[[package]]
-name = "langsmith"
-version = "0.1.81"
-description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
-optional = false
-python-versions = "<4.0,>=3.8.1"
-files = [
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-]
-
-[package.dependencies]
-orjson = ">=3.9.14,<4.0.0"
-pydantic = ">=1,<3"
-requests = ">=2,<3"
-
 [[package]]
 name = "langsmith"
 version = "0.1.138"
@@ -496,7 +1012,10 @@ files = [
 [package.dependencies]
 httpx = ">=0.23.0,<1"
 orjson = ">=3.9.14,<4.0.0"
-pydantic = {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""}
+pydantic = [
+    {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
+    {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"
 
@@ -524,6 +1043,25 @@ profiling = ["gprof2dot"]
 rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
+[[package]]
+name = "marshmallow"
+version = "3.23.1"
+description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "marshmallow-3.23.1-py3-none-any.whl", hash = "sha256:fece2eb2c941180ea1b7fcbd4a83c51bfdd50093fdd3ad2585ee5e1df2508491"},
+    {file = "marshmallow-3.23.1.tar.gz", hash = "sha256:3a8dfda6edd8dcdbf216c0ede1d1e78d230a6dc9c5a088f58c4083b974a0d468"},
+]
+
+[package.dependencies]
+packaging = ">=17.0"
+
+[package.extras]
+dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
+docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.14)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)", "sphinx-version-warning (==1.1.2)"]
+tests = ["pytest", "simplejson"]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -535,6 +1073,260 @@ files = [
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
 ]
 
+[[package]]
+name = "msgpack"
+version = "1.1.0"
+description = "MessagePack serializer"
+optional = false
+python-versions = ">=3.8"
+files = [
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+[[package]]
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 name = "pygments"
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 windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
-name = "pyproject-toml"
-version = "0.0.10"
-description = "Project intend to implement PEP 517, 518, 621, 631 and so on."
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-[package.dependencies]
-jsonschema = "*"
-setuptools = ">=42"
-toml = "*"
-wheel = "*"
+[package.extras]
+cli = ["click (>=5.0)"]
 
 [[package]]
 name = "pyyaml"
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 ]
 
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-description = "JSON Referencing + Python"
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-[package.dependencies]
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 [[package]]
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 version = "2.32.3"
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 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
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 version = "1.8.2"
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 test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
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+[package.dependencies]
+regex = ">=2022.1.18"
+requests = ">=2.26.0"
+
+[package.extras]
+blobfile = ["blobfile (>=2)"]
+
 [[package]]
 name = "tomlkit"
 version = "0.12.5"
@@ -1069,6 +2129,26 @@ files = [
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+[[package]]
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+version = "4.66.6"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
 [[package]]
 name = "typer"
 version = "0.9.4"
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 ]
 
+[[package]]
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+version = "0.9.0"
+description = "Runtime inspection utilities for typing module."
+optional = false
+python-versions = "*"
+files = [
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+
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+mypy-extensions = ">=0.3.0"
+typing-extensions = ">=3.7.4"
+
 [[package]]
 name = "urllib3"
 version = "2.2.3"
@@ -1140,20 +2235,102 @@ h11 = ">=0.8"
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-version = "0.44.0"
-description = "A built-package format for Python"
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+    {file = "yarl-1.17.1-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:7fac95714b09da9278a0b52e492466f773cfe37651cf467a83a1b659be24bf71"},
+    {file = "yarl-1.17.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:c180ac742a083e109c1a18151f4dd8675f32679985a1c750d2ff806796165b55"},
+    {file = "yarl-1.17.1-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:578d00c9b7fccfa1745a44f4eddfdc99d723d157dad26764538fbdda37209857"},
+    {file = "yarl-1.17.1-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:1a3b91c44efa29e6c8ef8a9a2b583347998e2ba52c5d8280dbd5919c02dfc3b5"},
+    {file = "yarl-1.17.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:a7ac5b4984c468ce4f4a553df281450df0a34aefae02e58d77a0847be8d1e11f"},
+    {file = "yarl-1.17.1-cp39-cp39-win32.whl", hash = "sha256:7294e38f9aa2e9f05f765b28ffdc5d81378508ce6dadbe93f6d464a8c9594473"},
+    {file = "yarl-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:eb6dce402734575e1a8cc0bb1509afca508a400a57ce13d306ea2c663bad1138"},
+    {file = "yarl-1.17.1-py3-none-any.whl", hash = "sha256:f1790a4b1e8e8e028c391175433b9c8122c39b46e1663228158e61e6f915bf06"},
+    {file = "yarl-1.17.1.tar.gz", hash = "sha256:067a63fcfda82da6b198fa73079b1ca40b7c9b7994995b6ee38acda728b64d47"},
 ]
 
-[package.extras]
-test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "565a15795b2c15aa9f27e1c70e2acfd2e343bd47d7012d4c9f2c8edbe0a8270c"
+content-hash = "2d1cd04e3e8b0b749fb389a50a24b99051a825b185bd591958b4df3ae129f697"
diff --git a/pyproject.toml b/pyproject.toml
index 8ab717e..10f8b79 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,7 +12,10 @@ packages = [
 python = "^3.11"
 uvicorn = "^0.23.2"
 langserve = {extras = ["server"], version = ">=0.0.30"}
-pydantic = "<2"
+pydantic = "<3"
+langchain-community = "^0.3.5"
+langchain-openai = "^0.2.5"
+langgraph = "^0.2.43"
 
 
 [tool.poetry.group.dev.dependencies]