LangGraph research agent: decompose → search → summarize → synthesize → critique → write, with conditional refine loop, durable Postgres checkpointing, LangSmith tracing.
state-machine claude pydantic ai-agent langchain langsmith research-agent langgraph tavily multi-step-agent durable-checkpoint
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Updated
Jun 9, 2026 - Python