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      <title>Agent 的记忆插件怎样工作：主动保存、后台提炼与按需召回</title>
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      <description>一条项目约定怎样跨会话生效？沿着 Pi 记忆插件的工具、生命周期钩子和请求注入，比较主模型主动保存、会话后提炼与后台整理三条路径，再看 Claude-mem 的观察记录和 QMD 的检索分工。</description>
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      <title>Agent 怎样跨窗口继续工作：Notes、History 与任务恢复</title>
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      <pubDate>Mon, 12 Oct 2026 15:00:00 +0800</pubDate>
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      <description>另一种换窗策略：Agent 先把任务状态写进 Notes，再打开新窗口，按需从 History 读回细节。以支付改造为例，拆解状态提炼、换窗 guard、恢复和程序接管怎样配合。</description>
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      <title>Agent 的上下文满了以后：本地压缩与远程压缩</title>
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      <description>支付代码改到一半，上下文快满了。用同一个任务看清两条路径：Pi 生成文本摘要，再接上近期消息；OpenAI Responses 返回压缩状态，供后续请求继续使用。</description>
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