https://www.zhuzhugst.com/ 2026-07-25T18:32:34+00:00 https://www.zhuzhugst.com/ https://www.zhuzhugst.com/lib/exe/fetch.php?media=logo.png text/html 2026-07-24T13:26:03+00:00 张叶安 (midas@undisclosed.example.com) https://www.zhuzhugst.com/doku.php?id=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91:%E8%AE%B0%E5%BF%86%E7%B3%BB%E7%BB%9F&rev=1784899563&do=diff 决策树总览 你的Agent需要记忆系统 │ ├─ [Step 1] 先分类 → 该扔的/该缓存的/该存的 │ 跳过后果：MEMORY.md 从 200行涨到 800行，关键信息被淹没 │ ├─ [Step 2] 选存储 → 上 SQLite FTS5，不上向量库 │ 跳过后果：装了向量库但 90% 查询不需要语义搜索，多花运维成本 │ ├─ [Step 3] 加时效 → 每条记忆 created_at + valid_until + superseded_by │ 跳过后果：3个月前的错误配置参数仍然被检索到，制造回归bug │ ├─ [Step 4] 对齐缓存 → Frozen Snapshot：稳定前置，动态后置 │ 跳过后果：API 成本高出 25-75%，prefix cache 从未命中 │ ├─ [Step 5] 加归纳 → 每日 Auto-Dream：去重、冲突检测、时效淘汰 │ 跳过后果：搜索噪音——5条"渲染崩溃"记录来自不同期，Agent 合成错误答案 … text/html 2026-07-24T13:12:06+00:00 张叶安 (midas@undisclosed.example.com) 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https://www.zhuzhugst.com/doku.php?image=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted%3A20260724-210928.png&ns=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted&rev=1784898568&tab_details=history&media_do=diff&do=media <img src="https://www.zhuzhugst.com/lib/exe/fetch.php?w=500&amp;h=500&amp;tok=07bd01&amp;media=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91:pasted:20260724-210928.png" alt="20260724-210928.png" loading="lazy" width="500" height="500" /> text/html 2026-07-24T13:08:50+00:00 张叶安 (midas@undisclosed.example.com) https://www.zhuzhugst.com/doku.php?image=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted%3A20260724-210850.png&ns=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted&rev=1784898530&tab_details=history&media_do=diff&do=media <img 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https://www.zhuzhugst.com/doku.php?image=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted%3A20260724-210649.png&ns=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted&rev=1784898409&tab_details=history&media_do=diff&do=media <img src="https://www.zhuzhugst.com/lib/exe/fetch.php?w=500&amp;h=500&amp;tok=52d7d4&amp;media=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91:pasted:20260724-210649.png" alt="20260724-210649.png" loading="lazy" width="500" height="500" /> text/html 2026-07-24T13:06:13+00:00 张叶安 (midas@undisclosed.example.com) https://www.zhuzhugst.com/doku.php?image=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted%3A20260724-210613.png&ns=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted&rev=1784898373&tab_details=history&media_do=diff&do=media <img src="https://www.zhuzhugst.com/lib/exe/fetch.php?w=500&amp;h=500&amp;tok=57f82c&amp;media=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91:pasted:20260724-210613.png" alt="20260724-210613.png" loading="lazy" width="500" height="500" /> text/html 2026-07-24T13:05:29+00:00 张叶安 (midas@undisclosed.example.com) https://www.zhuzhugst.com/doku.php?image=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted%3A20260724-210529.png&ns=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted&rev=1784898329&tab_details=history&media_do=diff&do=media <img src="https://www.zhuzhugst.com/lib/exe/fetch.php?w=500&amp;h=500&amp;tok=76f9f8&amp;media=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91:pasted:20260724-210529.png" alt="20260724-210529.png" loading="lazy" width="500" height="500" /> text/html 2026-07-24T13:03:12+00:00 张叶安 (midas@undisclosed.example.com) https://www.zhuzhugst.com/doku.php?id=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91:manus%E6%9E%84%E6%9E%B6%E7%AC%94%E8%AE%B0&rev=1784898192&do=diff 三驾马车 Agent Loop 安全泄露 text/html 2026-07-24T13:03:10+00:00 张叶安 (midas@undisclosed.example.com) https://www.zhuzhugst.com/doku.php?image=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted%3A20260724-210310.png&ns=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted&rev=1784898190&tab_details=history&media_do=diff&do=media <img src="https://www.zhuzhugst.com/lib/exe/fetch.php?w=500&amp;h=500&amp;tok=50fc88&amp;media=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91:pasted:20260724-210310.png" alt="20260724-210310.png" loading="lazy" width="500" height="500" /> text/html 2026-07-24T13:02:04+00:00 张叶安 (midas@undisclosed.example.com) https://www.zhuzhugst.com/doku.php?image=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted%3A20260724-210204.png&ns=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted&rev=1784898124&tab_details=history&media_do=diff&do=media <img src="https://www.zhuzhugst.com/lib/exe/fetch.php?w=500&amp;h=500&amp;tok=ed66ce&amp;media=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91:pasted:20260724-210204.png" alt="20260724-210204.png" loading="lazy" width="500" height="500" /> text/html 2026-07-24T12:59:38+00:00 张叶安 (midas@undisclosed.example.com) https://www.zhuzhugst.com/doku.php?image=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted%3A20260724-205938.png&ns=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted&rev=1784897978&tab_details=history&media_do=diff&do=media <img 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https://www.zhuzhugst.com/doku.php?image=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted%3A20260724-205721.png&ns=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91%3Apasted&rev=1784897841&tab_details=history&media_do=diff&do=media <img src="https://www.zhuzhugst.com/lib/exe/fetch.php?w=500&amp;h=500&amp;tok=576b23&amp;media=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91:pasted:20260724-205721.png" alt="20260724-205721.png" loading="lazy" width="500" height="500" /> text/html 2026-07-24T05:50:07+00:00 张叶安 (midas@undisclosed.example.com) https://www.zhuzhugst.com/doku.php?id=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91:%E6%A0%B8%E5%BF%83%E6%A8%A1%E5%9D%97&rev=1784872207&do=diff Agent 的 7 个核心模块 模块你要能回答的问题常见坑参考链接Goal任务成功是什么样？失败边界是什么？只写“帮我完成任务”，没有验收标准 State当前任务状态、历史、工作区文件放哪里？只依赖聊天历史，长任务一压缩就丢线索 text/html 2026-07-23T04:01:32+00:00 张叶安 (midas@undisclosed.example.com) https://www.zhuzhugst.com/doku.php?id=%E6%99%BA%E8%83%BD%E4%BD%93%E4%BA%8C%E6%AC%A1%E5%BC%80%E5%8F%91:skill%E6%A0%87%E5%87%86%E6%A0%BC%E5%BC%8F&rev=1784779292&do=diff Skill 本质上是一个文件夹，核心文件是 SKILL.md。它的标准格式由两部分组成： 第一部分：YAML 前置元数据 文件顶部用 --- 包裹，包含必需和可选字段： --- name: your-skill-name # 必需：唯一标识，小写+连字符，≤64字符 description: > # 必需：功能和触发场景，≤1024字符 清晰描述这个 Skill 做什么、什么时候用。 这是 AI 判断是否调用的关键依据。 license: MIT # 可选：许可证 version: "1.0" # 可选：版本号 metadata: # 可选：扩展信息 author: YourName ---…