https://blog.treesir.pub/tags/ai-agent/Recent content in AI Agent on Zayn's BlogHugo -- gohugo.iozh-cnyangzun@treesir.pub (Zayn)yangzun@treesir.pub (Zayn)2021-2026 ZaynSun, 29 Mar 2026 10:30:00 +0800https://blog.treesir.pub/posts/openclaw-memory-fallback-pattern/Tue, 24 Mar 2026 09:30:00 +0800yangzun@treesir.pub (Zayn)https://blog.treesir.pub/posts/openclaw-memory-fallback-pattern/<p>很多团队在做 AI Agent 时，最容易忽略的一件事是：<strong>记忆系统也会故障</strong>。</p> <p>平时我们都把注意力放在提示词、模型效果、工具编排上，但一旦记忆层出现“半可用”（不是完全挂掉，而是读写行为不稳定），Agent 会很快进入一种尴尬状态：</p> <ul> <li>能跑，但上下文变浅；</li> <li>能答，但连续性变差；</li> <li>能写，但沉淀质量下降。</li> </ul> <p>这篇文章不讲概念，直接讲一套能落地的策略：当 Working Memory 不可用时，如何通过分层降级保证业务连续性，并且为后续恢复留出“可回放”的证据链。</p> <hr> <h2 class="relative group">1. 问题不是“挂了没”，而是“退化到什么程度还能用” <div id="1-问题不是挂了没而是退化到什么程度还能用" class="anchor"></div> <span class="absolute top-0 w-6 transition-opacity opacity-0 ltr:-left-6 rtl:-right-6 not-prose group-hover:opacity-100"> <a class="group-hover:text-primary-300 dark:group-hover:text-neutral-700 !no-underline" href="#1-%e9%97%ae%e9%a2%98%e4%b8%8d%e6%98%af%e6%8c%82%e4%ba%86%e6%b2%a1%e8%80%8c%e6%98%af%e9%80%80%e5%8c%96%e5%88%b0%e4%bb%80%e4%b9%88%e7%a8%8b%e5%ba%a6%e8%bf%98%e8%83%bd%e7%94%a8" aria-label="锚点">#</a> </span> </h2> <p>真实线上里，记忆层异常通常分三种：</p> <ol> <li><strong>读失败</strong>：拿不到当日焦点与上下文。</li> <li><strong>写失败</strong>：新结论无法写回工作记忆。</li> <li><strong>部分成功</strong>：偶发成功，偶发 JSON 解析错误/超时，最难处理。</li> </ol> <p>第三种最危险。因为它让系统看起来“偶尔正常”，导致团队误判稳定性。</p>https://blog.treesir.pub/posts/from-mcp-to-one-click-release-ai-agent-automation/Sun, 29 Mar 2026 10:30:00 +0800yangzun@treesir.pub (Zayn)https://blog.treesir.pub/posts/from-mcp-to-one-click-release-ai-agent-automation/<h2 class="relative group">推荐阅读 <div id="推荐阅读" class="anchor"></div> <span class="absolute top-0 w-6 transition-opacity opacity-0 ltr:-left-6 rtl:-right-6 not-prose group-hover:opacity-100"> <a class="group-hover:text-primary-300 dark:group-hover:text-neutral-700 !no-underline" href="#%e6%8e%a8%e8%8d%90%e9%98%85%e8%af%bb" aria-label="锚点">#</a> </span> </h2> <ul> <li><a href="https://blog.treesir.pub/posts/daily-practice-2026-03-28/">每日技术实践简报 - 2026-03-28</a></li> <li><a href="https://blog.treesir.pub/posts/openclaw-ai-agent-architecture-v2/">OpenClaw AI Agent 架构解析：多引擎联动与记忆系统</a></li> <li><a href="https://blog.treesir.pub/posts/ai-agent-workflow-practice/">当 AI Agent 遇上运维自动化：我的实践踩坑之路</a></li> </ul> <hr> <h2 class="relative group">目录 <div id="目录" class="anchor"></div> <span class="absolute top-0 w-6 transition-opacity opacity-0 ltr:-left-6 rtl:-right-6 not-prose group-hover:opacity-100"> <a class="group-hover:text-primary-300 dark:group-hover:text-neutral-700 !no-underline" href="#%e7%9b%ae%e5%bd%95" aria-label="锚点">#</a> </span> </h2> <ul> <li><a href="#%e7%9b%ae%e6%a0%87%e6%8a%8a%e6%89%8b%e5%b7%a5%e7%82%b9%e7%82%b9%e7%82%b9%e5%8f%98%e6%88%90%e5%8f%af%e5%a4%8d%e7%94%a8%e9%93%be%e8%b7%af">目标：把&quot;手工点点点&quot;变成可复用链路</a></li> <li><a href="#%e6%8a%80%e6%9c%af%e6%96%b9%e6%a1%88%e4%b8%ba%e4%bb%80%e4%b9%88%e9%80%89-mcp--skill">技术方案：为什么选 MCP + Skill</a></li> <li><a href="#%e5%ae%9e%e6%88%98%e4%bb%8e-mcporter-%e8%b0%83%e9%80%9a%e7%ac%ac%e4%b8%80%e6%9d%a1%e9%93%be%e8%b7%af">实战：从 mcporter 调通第一条链路</a> <ul> <li><a href="#%e7%ac%ac%e4%b8%80%e4%b8%aa%e5%9d%91mcporter-%e7%9a%84%e5%8f%82%e6%95%b0%e6%a0%bc%e5%bc%8f">第一个坑：mcporter 的参数格式</a></li> <li><a href="#%e6%8b%bf%e8%af%84%e8%ae%ba%e5%92%8c%e9%99%84%e4%bb%b6listtaskactivitiesv3">拿评论和附件：ListTaskActivitiesV3</a></li> <li><a href="#%e7%ac%ac%e4%ba%8c%e4%b8%aa%e5%9d%91%e6%88%90%e5%91%98-id-%e5%85%a8%e6%98%af-objectid">第二个坑：成员 ID 全是 ObjectId</a></li> <li><a href="#%e7%ac%ac%e4%b8%89%e4%b8%aa%e5%9d%91apk-%e6%96%87%e4%bb%b6%e5%90%8d%e5%a4%aa%e9%87%8e%e4%ba%86">第三个坑：APK 文件名太野了</a></li> </ul> </li> <li><a href="#skill-%e5%b0%81%e8%a3%85tb-apk-uploader-%e7%9a%84%e6%a0%b8%e5%bf%83%e6%b5%81%e7%a8%8b">Skill 封装：tb-apk-uploader 的核心流程</a></li> <li><a href="#%e6%9c%80%e7%bb%88%e6%95%88%e6%9e%9c%e4%b8%80%e5%8f%a5%e8%af%9d%e5%8f%91%e5%8c%85">最终效果：一句话发包</a></li> <li><a href="#%e8%b8%a9%e5%9d%91%e6%80%bb%e7%bb%93%e5%88%ab%e8%a2%ab%e7%bb%86%e8%8a%82%e6%8b%96%e6%ad%bb">踩坑总结：别被细节拖死</a></li> </ul> <hr> <p>这周我被一个很&quot;低级但很费命&quot;的流程折磨了好几次:</p>https://blog.treesir.pub/posts/openclaw-troubleshooting-guide/Sun, 15 Mar 2026 21:58:00 +0800yangzun@treesir.pub (Zayn)https://blog.treesir.pub/posts/openclaw-troubleshooting-guide/<h2 class="relative group">OpenClaw 配置踩坑记：那些差点把我送走的问题 <div id="openclaw-配置踩坑记那些差点把我送走的问题" class="anchor"></div> <span class="absolute top-0 w-6 transition-opacity opacity-0 ltr:-left-6 rtl:-right-6 not-prose group-hover:opacity-100"> <a class="group-hover:text-primary-300 dark:group-hover:text-neutral-700 !no-underline" href="#openclaw-%e9%85%8d%e7%bd%ae%e8%b8%a9%e5%9d%91%e8%ae%b0%e9%82%a3%e4%ba%9b%e5%b7%ae%e7%82%b9%e6%8a%8a%e6%88%91%e9%80%81%e8%b5%b0%e7%9a%84%e9%97%ae%e9%a2%98" aria-label="锚点">#</a> </span> </h2> <blockquote> <p>踩了整整两天，记录下来希望别再踩第二次。</p></blockquote> <h2 class="relative group">1. 模型配置那些破事 <div id="1-模型配置那些破事" class="anchor"></div> <span class="absolute top-0 w-6 transition-opacity opacity-0 ltr:-left-6 rtl:-right-6 not-prose group-hover:opacity-100"> <a class="group-hover:text-primary-300 dark:group-hover:text-neutral-700 !no-underline" href="#1-%e6%a8%a1%e5%9e%8b%e9%85%8d%e7%bd%ae%e9%82%a3%e4%ba%9b%e7%a0%b4%e4%ba%8b" aria-label="锚点">#</a> </span> </h2> <h3 class="relative group">1.1 模型名写错了 <div id="11-模型名写错了" class="anchor"></div> <span class="absolute top-0 w-6 transition-opacity opacity-0 ltr:-left-6 rtl:-right-6 not-prose group-hover:opacity-100"> <a class="group-hover:text-primary-300 dark:group-hover:text-neutral-700 !no-underline" href="#11-%e6%a8%a1%e5%9e%8b%e5%90%8d%e5%86%99%e9%94%99%e4%ba%86" aria-label="锚点">#</a> </span> </h3> <p>写配置的时候顺手就写：</p>