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为什么必须有记忆？因为 LLM 的底层架构决定了它是一个纯函数（pure function）——每次 API 调用都是独立的，模型不"记得"上一句说了什么。它能"接着聊"，纯粹是因为你把历史又喂了一遍。 大模型天生"失忆"——每次调用都从零开始。Agent Memory 就是给这个健忘的 ...