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    <title>AI Agent 记忆系统：从人类大脑那里学到的设计课</title>
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    <description>大语言模型没有记忆，会话一关就&quot;失忆&quot;。从一篇把 Agent 记忆系统按人类大脑结构设计的实战文章出发，聊聊短期记忆、长期记忆、编码巩固提取这套映射哪些是真管用、哪些是坑，再结合 mem0 和 Claude Code 的做法，给出可落地的记忆系统设计建议。</description>
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