Fix LangGraph history source and local-state setup hints

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tests on: pull_request 78

agentbricks_release_helper_test (python: 3.11)

core_test (python: 3.10, uv: lowest-direct)

core_test (python: 3.10, uv: highest)

core_test (python: 3.11, uv: lowest-direct)

core_test (python: 3.11, uv: highest)

core_test (python: 3.12, uv: lowest-direct)

core_test (python: 3.12, uv: highest)

core_test_with_extras (python: 3.10, uv: lowest-direct)

core_test_with_extras (python: 3.10, uv: highest)

core_test_with_extras (python: 3.11, uv: lowest-direct)

core_test_with_extras (python: 3.11, uv: highest)

core_test_with_extras (python: 3.12, uv: lowest-direct)

core_test_with_extras (python: 3.12, uv: highest)

langchain_test (python: 3.10, uv: lowest-direct)

langchain_test (python: 3.10, uv: highest)

langchain_test_with_extras (python: 3.10, uv: lowest-direct)

langchain_test_with_extras (python: 3.10, uv: highest)

langchain_test (3.10, v0.5.0)

langchain_test (3.10, v0.4.0)

langchain_test (3.10, v0.3.0)

langchain_test (3.10, v0.2.0)

openai_test (python: 3.10, uv: lowest-direct)

openai_test (python: 3.10, uv: highest)

openai_test_with_extras (python: 3.10, uv: lowest-direct)

openai_test_with_extras (python: 3.10, uv: highest)

openai_test (3.10, v0.5.0)

openai_test (3.10, v0.4.0)

openai_test (3.10, v0.3.0)

llamaindex_test (python: 3.10, uv: lowest-direct)

llamaindex_test (python: 3.10, uv: highest)

mcp_test (python: 3.10, uv: lowest-direct)

mcp_test (python: 3.10, uv: highest)

dspy_test (python: 3.10, uv: lowest-direct)

dspy_test (python: 3.10, uv: highest)

agentbricks_test (python: 3.10, uv: lowest-direct)

agentbricks_test (python: 3.10, uv: highest)

agentbricks_framework_test (python: 3.11, uv: highest)

agentbricks_dev_functional (ubuntu-latest)

agentbricks_dev_functional (macos-latest)

Linting on: pull_request 37

format

ruff check for .

ruff check for databricks_mcp

ruff check for integrations/dspy

ruff check for integrations/llamaindex

ruff check for integrations/openai

ruff check for integrations/langchain

ruff check for integrations/agentbricks

typechecking for .

typechecking for databricks_mcp

typechecking for integrations/dspy

typechecking for integrations/llamaindex

typechecking for integrations/openai

typechecking for integrations/langchain

typechecking for integrations/agentbricks

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