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feat(post): 工具三部曲——spec-harness/pi-mesh 全家桶/Agensh 论文笔记

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用户直派车道交付：①Spec Harness 详解（任务包解剖+流水线图，
boundary/verify 实例+12 命令+门禁）②pi-mesh 四件套（stack 图+
合奏循环图+上手安装）③Agensh 论文笔记（三支柱/协作环/规模收
益图，DeLM 血统+issue#13→pi-board 诞生线）。七张自绘 SVG、双
语（en 手写直译 locked:true，禁 TMT 覆盖）。与既有 spec-
workflow-and-mesh（实战复盘向）互补并存。

车道：worker-one（build/lint/外链 curl/视觉两轮 7/7 全绿）；收
编复验 E2E 34/34+lint 43 页 0/0/0

验证: pnpm astro build 39 文；E2E 34/34；content-lint 0/0/0

Spec: none (内容三篇，直派车道收编)

Co-authored-by: GLM-5.3
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wait4xandGLM-5.3 committed 2026-11-01 13:35:27 +08:00
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content/posts/assets/agensh/loop.svg
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<text x="480" y="40" text-anchor="middle" font-size="19" font-weight="600" fill="#111113">多智能体协作环：每个 worker 并发、异步地各跑一圈</text>
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<text x="121" y="182" text-anchor="middle" font-weight="600" fill="#111113">① 收集上下文</text>
<text x="121" y="204" text-anchor="middle">读工作区 + 检索条目板</text>
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<text x="301" y="182" text-anchor="middle" font-weight="600" fill="#111113">② 认领子任务</text>
<text x="301" y="204" text-anchor="middle">声明 CLAIM，冲突私聊解</text>
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<text x="481" y="182" text-anchor="middle" font-weight="600" fill="#111113">③ 执行</text>
<text x="481" y="204" text-anchor="middle">本地改动推送分支</text>
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<text x="661" y="182" text-anchor="middle" font-weight="600" fill="#111113">④ 验证</text>
<text x="661" y="204" text-anchor="middle">跑测试，证据说话</text>
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<text x="841" y="182" text-anchor="middle" font-weight="600" fill="#111113">⑤ 合并进度</text>
<text x="841" y="204" text-anchor="middle">PR 合入共享工作区</text>
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<text x="481" y="256" text-anchor="middle" font-size="12" fill="#6b6e78" dy="-6">下一圈</text>
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<text x="480" y="92" text-anchor="middle" font-size="13" font-weight="600" fill="#3454d1">共享上下文（类型化条目：OBSERVED / FACT / FAIL / CLAIM / PATCH_SUMMARY）</text>
<text x="480" y="112" text-anchor="middle" font-size="11.5" fill="#6b6e78">全程发布发现；条目刻意短小（约 100 字符），长文 detail 按需展开；近 2000 条常驻，全史靠布尔检索</text>
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<text x="480" y="308" text-anchor="middle" font-size="12.5" fill="#6b6e78">论文称 FAIL 是"价值最高的条目"：一条被证伪的路，能止住全队的重复预算</text>
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content/posts/assets/agensh/pillars.svg
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<text x="480" y="38" text-anchor="middle" font-size="19" font-weight="600" fill="#111113">从中心编排到自组织：Agensh 的三支柱</text>
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<text x="220" y="98" text-anchor="middle" font-size="13.5" font-weight="600" fill="#6b6e78">传统多智能体：中心编排器瓶颈</text>
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<text x="220" y="141" text-anchor="middle" font-size="12.5" fill="#33343a">orchestrator</text>
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<text x="220" y="300" text-anchor="middle" font-size="12" fill="#6b6e78">任务分配、进度汇总、结果裁决</text>
<text x="220" y="320" text-anchor="middle" font-size="12" fill="#6b6e78">全部挤过同一个上下文——</text>
<text x="220" y="340" text-anchor="middle" font-size="12" fill="#6b6e78">规模越大，编排器先成为天花板</text>
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<text x="835" y="178" text-anchor="middle">近期记忆 + 全史检索</text>
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<text x="695" y="308" text-anchor="middle" font-size="12" fill="#6b6e78">worker 自己跑协作环：收集上下文 → 认领 → 执行 → 验证 → 合并</text>
<text x="695" y="330" text-anchor="middle" font-size="12" fill="#6b6e78">发现发布到共享上下文，同伴在下一个工具调用边界收到广播</text>
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content/posts/assets/agensh/scale.svg
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<svg xmlns="http://www.w3.org/2000/svg" width="960" height="380" viewBox="0 0 960 380" font-family="ui-sans-serif, system-ui, 'Noto Sans SC', 'PingFang SC', sans-serif">
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<text x="480" y="38" text-anchor="middle" font-size="19" font-weight="600" fill="#111113">规模收益：扩容 agent 带来的通过率提升</text>
<text x="480" y="58" text-anchor="middle" font-size="11.5" fill="#a0a3ad">数据：arXiv:2609.26781</text>
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<text x="235" y="92" text-anchor="middle" font-size="13.5" font-weight="600" fill="#111113">ProgramBench 最难 5 题</text>
<text x="235" y="112" text-anchor="middle" font-size="12" fill="#6b6e78">1 → 128 agents</text>
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<text x="305" y="194" text-anchor="middle" font-size="14" font-weight="600" fill="#3454d1">28.78%</text>
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<text x="235" y="352" text-anchor="middle" font-size="12" fill="#33343a">相对提升约 49%</text>
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<text x="645" y="92" text-anchor="middle" font-size="13.5" font-weight="600" fill="#111113">从零构建 pandoc（6h 预算 · 无外网）</text>
<text x="645" y="112" text-anchor="middle" font-size="12" fill="#6b6e78">1 → 1,024 agents</text>
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<text x="645" y="352" text-anchor="middle" font-size="12" fill="#33343a">+21.2 个百分点</text>
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