Unverified50% confidenceFactExact time
LangChain、LangGraph、DeepAgents 三者构成递进关系：LangChain 解决链式调用抽象，LangGraph 处理图式复杂逻辑编排，DeepAgents 代表运行时层抽象关注执行环境
1
Sources
50%
Confidence
Long-term
Relevance
9/29/2026
First Seen
Sources
Related Entities
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UnverifiedLangChain 1.3通过LangGraph支持更复杂的图式编排，允许非线性的多Agent协作拓扑结构78% similarUnverifiedDeep Agents封装了LangChain框架，而LangChain又封装了LangGraph框架，构成三层结构76% similarUnverified本文讨论的安全机制同时适用于 LangGraph、LangChain 和 DeepAgents 三个层面，具体代码实现落在 LangChain 层75% similarUnverifiedLangChain技术栈可拆解为大模型（Models）、Agent、DeepAgent三个核心层次75% similar
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