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本文不讲概念堆砌，只带你从零跑通一条完整链路：装包 → 起服务 → 写入对话 → 强制抽取 → 搜回来 → 打开磁盘上的 Markdown 验货。 前言 其实我们日常中经常会遇到的问题是：「Agent 的记忆到底存在哪？换一台电脑、换一个 CLI，之前的上下文就全没了。