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 # LangGraph notes
 LangGraph is a framework for building stateful AI workflows and agents.
 It is useful when you need explicit control over nodes, edges, checkpoints, retries, and human-in-the-loop steps.
 A graph can route execution between tools, reflection steps, and validation steps.