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This skill provides specialized guidance for developers working with the LangGraph v1.x and LangChain v1 ecosystems in Python. It streamlines the transition from legacy patterns to modern Functional APIs, manages complex graph migrations (such as MessageGraph to StateGraph), and ensures correct import paths for persistence, checkpointing, and agent prebuilts. By enforcing Python 3.10+ standards and valid v1 syntax, it helps maintain robust, stateful AI workflows while avoiding deprecated components like legacy react agents or ToolNode wrappers.