Files
blog/content/posts/assets/agensh/scale.svg
wait4xandGLM-5.3 8571acdc8b feat(post): 工具三部曲——spec-harness/pi-mesh 全家桶/Agensh 论文笔记
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
2026-11-01 13:35:27 +08:00

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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>
<!-- 组 1:ProgramBench -->
<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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<!-- 柱底 y=300,柱顶 = 300 - 值*3.4 -->
<rect x="115" y="235" width="100" height="65" fill="#a0a3ad"/>
<rect x="255" y="202" width="100" height="98" fill="#3454d1"/>
<text x="165" y="227" text-anchor="middle" font-size="14" font-weight="600" fill="#33343a">19.31%</text>
<text x="165" y="322" text-anchor="middle" font-size="12" fill="#6b6e78">1 agent</text>
<text x="305" y="194" text-anchor="middle" font-size="14" font-weight="600" fill="#3454d1">28.78%</text>
<text x="305" y="322" text-anchor="middle" font-size="12" fill="#6b6e78">128 agents</text>
</g>
<text x="235" y="352" text-anchor="middle" font-size="12" fill="#33343a">相对提升约 49%</text>
<!-- 组 2:pandoc -->
<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>
<g>
<rect x="525" y="187" width="100" height="113" fill="#a0a3ad"/>
<rect x="665" y="113" width="100" height="187" fill="#3454d1"/>
<text x="575" y="179" text-anchor="middle" font-size="14" font-weight="600" fill="#33343a">33.89%</text>
<text x="575" y="322" text-anchor="middle" font-size="12" fill="#6b6e78">1 agent</text>
<text x="715" y="105" text-anchor="middle" font-size="14" font-weight="600" fill="#3454d1">55.06%</text>
<text x="715" y="322" text-anchor="middle" font-size="12" fill="#6b6e78">1,024 agents</text>
</g>
<text x="645" y="352" text-anchor="middle" font-size="12" fill="#33343a">+21.2 个百分点</text>
<line x1="480" y1="84" x2="480" y2="330" stroke="#e3e5ea"/>
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