diff --git a/poetry.lock b/poetry.lock
index 4d82fe5..fef34e5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1466,24 +1466,21 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.41"
+version = "0.3.74"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_core-0.3.41-py3-none-any.whl", hash = "sha256:1a27cca5333bae7597de4004fb634b5f3e71667a3da6493b94ce83bcf15a23bd"},
-    {file = "langchain_core-0.3.41.tar.gz", hash = "sha256:d3ee9f3616ebbe7943470ade23d4a04e1729b1512c0ec55a4a07bd2ac64dedb4"},
+    {file = "langchain_core-0.3.74-py3-none-any.whl", hash = "sha256:088338b5bc2f6a66892f9afc777992c24ee3188f41cbc603d09181e34a228ce7"},
+    {file = "langchain_core-0.3.74.tar.gz", hash = "sha256:ff604441aeade942fbcc0a3860a592daba7671345230c2078ba2eb5f82b6ba76"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.1.125,<0.4"
-packaging = ">=23.2,<25"
-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\""},
-]
+langsmith = ">=0.3.45"
+packaging = ">=23.2"
+pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7"
@@ -1558,36 +1555,39 @@ types-requests = ">=2.31.0.2,<3.0.0.0"
 
 [[package]]
 name = "langgraph"
-version = "0.2.73"
+version = "0.6.5"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
-python-versions = "<4.0,>=3.9.0"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langgraph-0.2.73-py3-none-any.whl", hash = "sha256:a6c1e491674a11b8d4f946cb7120ae0d18313f0daf6bb16cccd9d49ea547a780"},
-    {file = "langgraph-0.2.73.tar.gz", hash = "sha256:61ae2b2140940d32543a384ebc96f5cca13c14932a377fba58e73257f9997de6"},
+    {file = "langgraph-0.6.5-py3-none-any.whl", hash = "sha256:042b2ee7af6f308659520eea5ba6def50f2d109475691666045850d0661b1082"},
+    {file = "langgraph-0.6.5.tar.gz", hash = "sha256:59639927997457fe04f802b39f0e7179cedf8db1cf85f33db764de02ae23c2f0"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.43,<0.3.0 || >0.3.0,<0.3.1 || >0.3.1,<0.3.2 || >0.3.2,<0.3.3 || >0.3.3,<0.3.4 || >0.3.4,<0.3.5 || >0.3.5,<0.3.6 || >0.3.6,<0.3.7 || >0.3.7,<0.3.8 || >0.3.8,<0.3.9 || >0.3.9,<0.3.10 || >0.3.10,<0.3.11 || >0.3.11,<0.3.12 || >0.3.12,<0.3.13 || >0.3.13,<0.3.14 || >0.3.14,<0.3.15 || >0.3.15,<0.3.16 || >0.3.16,<0.3.17 || >0.3.17,<0.3.18 || >0.3.18,<0.3.19 || >0.3.19,<0.3.20 || >0.3.20,<0.3.21 || >0.3.21,<0.3.22 || >0.3.22,<0.4.0"
-langgraph-checkpoint = ">=2.0.10,<3.0.0"
-langgraph-sdk = ">=0.1.42,<0.2.0"
+langchain-core = ">=0.1"
+langgraph-checkpoint = ">=2.1.0,<3.0.0"
+langgraph-prebuilt = ">=0.6.0,<0.7.0"
+langgraph-sdk = ">=0.2.0,<0.3.0"
+pydantic = ">=2.7.4"
+xxhash = ">=3.5.0"
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.0.16"
+version = "2.1.1"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langgraph_checkpoint-2.0.16-py3-none-any.whl", hash = "sha256:dfab51076a6eddb5f9e146cfe1b977e3dd6419168b2afa23ff3f4e47973bf06f"},
-    {file = "langgraph_checkpoint-2.0.16.tar.gz", hash = "sha256:49ba8cfa12b2aae845ccc3b1fbd1d7a8d3a6c4a2e387ab3a92fca40dd3d4baa5"},
+    {file = "langgraph_checkpoint-2.1.1-py3-none-any.whl", hash = "sha256:5a779134fd28134a9a83d078be4450bbf0e0c79fdf5e992549658899e6fc5ea7"},
+    {file = "langgraph_checkpoint-2.1.1.tar.gz", hash = "sha256:72038c0f9e22260cb9bff1f3ebe5eb06d940b7ee5c1e4765019269d4f21cf92d"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.38,<0.4"
-msgpack = ">=1.1.0,<2.0.0"
+langchain-core = ">=0.2.38"
+ormsgpack = ">=1.10.0"
 
 [[package]]
 name = "langgraph-checkpoint-sqlite"
@@ -1605,16 +1605,32 @@ files = [
 aiosqlite = ">=0.20.0,<0.21.0"
 langgraph-checkpoint = ">=2.0.15,<3.0.0"
 
+[[package]]
+name = "langgraph-prebuilt"
+version = "0.6.4"
+description = "Library with high-level APIs for creating and executing LangGraph agents and tools."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "langgraph_prebuilt-0.6.4-py3-none-any.whl", hash = "sha256:819f31d88b84cb2729ff1b79db2d51e9506b8fb7aaacfc0d359d4fe16e717344"},
+    {file = "langgraph_prebuilt-0.6.4.tar.gz", hash = "sha256:e9e53b906ee5df46541d1dc5303239e815d3ec551e52bb03dd6463acc79ec28f"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.3.67"
+langgraph-checkpoint = ">=2.1.0,<3.0.0"
+
 [[package]]
 name = "langgraph-sdk"
-version = "0.1.53"
+version = "0.2.1"
 description = "SDK for interacting with LangGraph API"
 optional = false
-python-versions = "<4.0.0,>=3.9.0"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langgraph_sdk-0.1.53-py3-none-any.whl", hash = "sha256:4fab62caad73661ffe4c3ababedcd0d7bfaaba986bee4416b9c28948458a3af5"},
-    {file = "langgraph_sdk-0.1.53.tar.gz", hash = "sha256:12906ed965905fa27e0c28d9fa07dc6fd89e6895ff321ff049fdf3965d057cc4"},
+    {file = "langgraph_sdk-0.2.1-py3-none-any.whl", hash = "sha256:c63f5445ca2cc416954887f0d2b37fa4cd7c8b8b15074bcb068f63a6b092ea50"},
+    {file = "langgraph_sdk-0.2.1.tar.gz", hash = "sha256:6964f85b50d23314a592579d6d43234abf3f16577745e27e8dbd8664d1f3e6ea"},
 ]
 
 [package.dependencies]
@@ -1623,14 +1639,14 @@ orjson = ">=3.10.1"
 
 [[package]]
 name = "langsmith"
-version = "0.3.11"
+version = "0.3.45"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langsmith-0.3.11-py3-none-any.whl", hash = "sha256:0cca22737ef07d3b038a437c141deda37e00add56022582680188b681bec095e"},
-    {file = "langsmith-0.3.11.tar.gz", hash = "sha256:ddf29d24352e99de79c9618aaf95679214324e146c5d3d9475a7ddd2870018b1"},
+    {file = "langsmith-0.3.45-py3-none-any.whl", hash = "sha256:5b55f0518601fa65f3bb6b1a3100379a96aa7b3ed5e9380581615ba9c65ed8ed"},
+    {file = "langsmith-0.3.45.tar.gz", hash = "sha256:1df3c6820c73ed210b2c7bc5cdb7bfa19ddc9126cd03fdf0da54e2e171e6094d"},
 ]
 
 [package.dependencies]
@@ -1647,6 +1663,8 @@ 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]]
@@ -1836,80 +1854,6 @@ docs = ["sphinx"]
 gmpy = ["gmpy2 (>=2.1.0a4) ; platform_python_implementation != \"PyPy\""]
 tests = ["pytest (>=4.6)"]
 
-[[package]]
-name = "msgpack"
-version = "1.1.0"
-description = "MessagePack serializer"
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
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 lock-version = "2.1"
 python-versions = ">=3.12,<3.13"
-content-hash = "bca935614540c7af20a2d845d06781a698ba50a18cdd9cb7e20bfb0405bbeee1"
+content-hash = "c7c65747b7d29151eb81da103a52a38d87ee5462bbbc2670ea9e7e7e68d0835e"
diff --git a/pyproject.toml b/pyproject.toml
index 37d5a1f..c2970ee 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,7 +14,7 @@ python = ">=3.12,<3.13"
 langchain = {extras = ["openai"], version = "0.3.18"}
 langchain-community = "0.3.17"
 langchainhub = "0.1.21"
-langgraph = {extras = ["sqlite"], version = "0.2.73"}
+langgraph = {extras = ["sqlite"], version = "0.6.5"}
 argparse = "1.4.0"
 gitingest = "0.1.3"
 gitpython = "3.1.44"