LangChain and LangGraph are frameworks for building AI-powered applications, where LangChain handles linear workflows through pipelines and agents, while LangGraph manages complex, cyclical, multi-agent tasks with persistent state. This distinction is crucial as it affects their reliability and efficiency in production environments, making LangGraph更适合处理需要循环、分支条件和持久状态的复杂工作流程。
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