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從 Context 流失到自我修復 CI:Anthropic 的工程實戰觀察

May 19, 2026May 18, 2026 by Tim

Anthropic 工程師在臺北 Meetup 分享:如何透過 hooks 與自動化機制,把 CI 的回饋迴路產品化,減少等待與人工重工。

Categories Technical Tags AI Engineering, Anthropic, CI/CD, Claude Code, DevOps Leave a comment

From Context Loss to Self-Healing CI: Observations from Anthropic’s Engineering Practice

May 19, 2026May 18, 2026 by Tim

Anthropic engineers shared at a Taipei Meetup how hooks and automation can productize CI’s feedback loop, reducing waiting and manual rework.

Categories Technical Tags AI Engineering, Anthropic, CI/CD, Claude Code, DevOps Leave a comment

91 個組件的 Skill 為什麼生不出一個訂單頁面?

May 19, 2026April 29, 2026 by Tim

開發者常把 Skill 責任範圍設得過大,導致設計出過度複雜的架構。本文拆解 Skill 的 5 層能力邊界,指出其本質是「知識庫」而非「自動化引擎」。

Categories Insight Tags AI Engineering, Claude Code, Developer Experience, System Design

Why Can’t a Skill with 91 Components Generate an Order Page?

May 19, 2026April 29, 2026 by Tim

Developers often set a Skill’s responsibility scope too broadly, leading to overcomplicated architectures. This post breaks down the five levels of Skill capability boundaries and points out that its nature is a “knowledge base,” not an “automation engine.”

Categories Insight Tags AI Engineering, Claude Code, Developer Experience, System Design

關於作者

Tim

Technology consultant, writing while doing | AI, Claude Code, Cloud

跟工程師、Tech Lead 一起在實戰現場踩坑。把學到的判斷框架、改回來的決定寫下來——失敗率、紅旗、不適合的場景一起談。也寫單車。

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