技术笔记、随笔、硅基团队 — 中文订阅源https://touchskyer.me/https://touchskyer.me/blog/skill-is-living-knowledge/https://touchskyer.me/blog/skill-is-living-knowledge/文档是 write-once-read-maybe-update-never。Skill 是 human-agent contract 的持久化形式——agent 写、人 curate、知识在循环中活起来。Skill marketplace 为什么必然失败，每个人为什么需要自己的 Skill library。Tue, 14 Apr 2026 00:00:00 GMThttps://touchskyer.me/book/silicon-team/00-preface/https://touchskyer.me/book/silicon-team/00-preface/这本书讲的是一个人如何用 AI agent 构建一支工程团队Sun, 12 Apr 2026 00:00:00 GMThttps://touchskyer.me/book/silicon-team/01-protocol-layer/https://touchskyer.me/book/silicon-team/01-protocol-layer/CLI 如何解耦 memory 和 agent，以及三层分发模型的设计Sun, 12 Apr 2026 00:00:00 GMThttps://touchskyer.me/book/silicon-team/02-harness-native/https://touchskyer.me/book/silicon-team/02-harness-native/约束系统设计——Mechanical Gate 如何替代概率性判断Sun, 12 Apr 2026 00:00:00 GMThttps://touchskyer.me/book/silicon-team/03-multi-silicon/https://touchskyer.me/book/silicon-team/03-multi-silicon/Agent routing、Spawn vs Delegate、多 agent 编排Sun, 12 Apr 2026 00:00:00 GMThttps://touchskyer.me/book/silicon-team/04-autonomous-operation/https://touchskyer.me/book/silicon-team/04-autonomous-operation/OPC pipeline、iterative review、autonomous loopSun, 12 Apr 2026 00:00:00 GMThttps://touchskyer.me/book/silicon-team/05-startup-in-agent-era/https://touchskyer.me/book/silicon-team/05-startup-in-agent-era/从工程视角转向商业视角——定位、叙事、投资论点Sun, 12 Apr 2026 00:00:00 GMThttps://touchskyer.me/book/silicon-team/06-engineering-lessons/https://touchskyer.me/book/silicon-team/06-engineering-lessons/17 个用血换来的具体教训Sun, 12 Apr 2026 00:00:00 GMThttps://touchskyer.me/book/silicon-team/07-memory-to-book/https://touchskyer.me/book/silicon-team/07-memory-to-book/227 张卡片如何变成一本书Sun, 12 Apr 2026 00:00:00 GMThttps://touchskyer.me/blog/harness-engineering-ii/https://touchskyer.me/blog/harness-engineering-ii/Prompt engineering 在 long-run task 面前断崖式失效。不是因为 prompt 写得不好，是因为 attention decay、context rot、drift accumulation 三重物理极限。Harness engineering 是完整的答案。Wed, 08 Apr 2026 00:00:00 GMThttps://touchskyer.me/blog/agent-era-sustained-evolution/https://touchskyer.me/blog/agent-era-sustained-evolution/从认知阶梯到能力×验证矩阵：一年之后，我对 Agent 时代的新思考Tue, 07 Apr 2026 00:00:00 GMThttps://touchskyer.me/blog/harness-engineering/https://touchskyer.me/blog/harness-engineering/LLM 的默认行为是 satisfice，不是 optimize。Harness engineering 用结构约束 agent 行为，而不是用 prompt 期望 agent 行为。一个四层架构的设计理念和 OPC 落地。Sun, 05 Apr 2026 00:00:00 GMThttps://touchskyer.me/projects/opc/https://touchskyer.me/projects/opc/One Person Company — a digraph-based task pipeline with independent multi-role evaluation for AI agents.Wed, 01 Apr 2026 00:00:00 GMThttps://touchskyer.me/blog/opc/https://touchskyer.me/blog/opc/我做了一个 Claude Code skill，用 11 个 AI 专家并行 review 代码。这是一个诚实的对比：OPC vs 直接问 Claude。Sat, 28 Mar 2026 00:00:00 GMThttps://touchskyer.me/blog/memex/https://touchskyer.me/blog/memex/AI agent 每次新 session 都从零开始。我用 Zettelkasten 方法构建了 memex —— 一个不需要 vector DB 的 agent 持久记忆系统，背后的设计哲学和技术取舍。Tue, 24 Mar 2026 00:00:00 GMThttps://touchskyer.me/projects/memex/https://touchskyer.me/projects/memex/Zettelkasten-based persistent memory for AI coding agents. No vector DB — just markdown + git.Fri, 20 Mar 2026 00:00:00 GMThttps://touchskyer.me/blog/superpowers/https://touchskyer.me/blog/superpowers/Superpowers 是一套 Claude Code 的 skill 插件。深入分析其设计哲学：从流程强制到 Zero Trust 架构，再到用 AI 弱点约束 AI 的元层机制。Tue, 10 Mar 2026 00:00:00 GMThttps://touchskyer.me/projects/supercrew/https://touchskyer.me/projects/supercrew/Superpowers skills, hooks, commands, and agents for Claude Code.Sun, 01 Mar 2026 00:00:00 GMT