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      <description>AI Agent 工程化实践复盘：架构设计、容错与可靠性、上下文工程与成本治理。</description>
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    <title>如何沉淀 Agent 每次的踩坑经验</title>
    <link>https://joker1point.github.io/techlog/blog/agent-lessons-precipitation</link>
    <description>把&quot;记住教训&quot;从 agent 的自觉变成基础设施：三层漏斗体系——规则强制捕获（项目级原始档）→ 定期蒸馏（全局技能）→ 协议化进化（活性维护）。</description>
    <pubDate>Sun, 06 Sep 2026 00:00:00 GMT</pubDate>
    <author>birenwenmou@qq.com (眠月)</author>
    <category>agent</category><category>dev-lessons</category><category>engineering</category><category>methodology</category><category>knowledge-management</category>
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    <guid>https://joker1point.github.io/techlog/blog/agent-memory-safe-compaction</guid>
    <title>AI 记忆的抗膨胀：从&quot;淘汰谁&quot;到&quot;留下谁&quot;</title>
    <link>https://joker1point.github.io/techlog/blog/agent-memory-safe-compaction</link>
    <description>跨会话的项目记忆文件会像所有&quot;活&quot;的文档一样膨胀。本文记录一次从 26KB 到 14.7KB 的安全精简：为什么&quot;热度评分淘汰&quot;不可行（使用不可观测、低频高损会误杀），改成&quot;准入三条&quot;，以及&quot;先归档 → 先落点 → 后删除 → 再对账&quot;的搬迁式精简流程与两个对账脚本。</description>
    <pubDate>Fri, 09 Oct 2026 00:00:00 GMT</pubDate>
    <author>birenwenmou@qq.com (眠月)</author>
    <category>agent</category><category>memory</category><category>knowledge-management</category><category>engineering</category>
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    <title>把 22 篇项目文档蒸馏成一个可进化的全局技能</title>
    <link>https://joker1point.github.io/techlog/blog/dev-lessons-skill-distillation</link>
    <description>将 22 篇原始复盘文档蒸馏为全局技能 dev-lessons：按领域分文件（LLM 应用、前后端异步、数据库迁移、上游复用、部署环境、协作测试），每条经验附场景标签与溯源字段，并内置进化协议（同问题复现三次升级为元原则、元原则超 15 条强制合并）。</description>
    <pubDate>Tue, 15 Sep 2026 00:00:00 GMT</pubDate>
    <author>birenwenmou@qq.com (眠月)</author>
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