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From LangChain to LangGraph: When Agents Need State Machines

TLDR: LangChain's AgentExecutor is a solid starting point — but it has five hard limits (no branching, no pause/resume, no parallelism, no human-in-the-loop, no crash recovery). LangGraph replaces the implicit loop with an explicit graph, unlocking e...

Mar 28, 2026•18 min read

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