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Your Team Uses AI to Code. Why Isn’t It Faster?

May 18, 2026January 22, 2026 by Tim

85% of developers use AI coding tools, yet 43% of enterprises abandon AI projects due to ‘lack of technical maturity.’ The problem isn’t the tool—it’s that your codebase isn’t ready. Here’s a 5-level engineering foundation checklist.

Categories Insight Tags AI Coding, Developer Experience, Software Engineering, Team Management, Technical Debt

團隊開始用 AI 寫程式,為什麼效率沒提升?

May 18, 2026January 22, 2026 by Tim

85% 開發者在用 AI 工具,但 43% 企業因「技術成熟度不足」放棄 AI 專案。問題不在工具,而是 codebase 還沒準備好。5 層工程地基檢查,讓你知道團隊卡在哪一層。

Categories Insight Tags AI Coding, Developer Experience, Software Engineering, Team Management, Technical Debt

Intent-driven Development: Lessons from Claude Code

May 18, 2026January 20, 2026 by Tim

The shift from Spec-driven to Intent-driven isn’t just about new tools—it’s a fundamental change in how we approach software development.

Categories Insight Tags AI Tools, Claude Code, Product Management, Software Engineering

Intent-driven Development:我用 Claude Code 後的體悟

May 18, 2026January 4, 2026 by Tim

從 Spec-driven 到 Intent-driven,不只是工具的改變,而是開發思維的典範轉移。

Categories Insight Tags AI Tools, Claude Code, Product Management, Software Engineering

New Year Vision to February: Identity, Not Discipline

May 18, 2026January 4, 2026 by Tim

You wrote 3,000 words of New Year’s vision. By February 1, most of it is still stuck where it was. Why do we always know what to do but fail to do it? This post breaks down Dan Koe’s identity-reconstruction perspective and offers an actionable one-day restart protocol to help you shift from executor to decision-maker.

Categories Insight Tags Mindset, Personal Development, Productivity

新年願景到二月:關鍵不在自律,而在身份

May 18, 2026January 4, 2026 by Tim

新年願景寫了 3000 字,到二月一日多數還停在原地。為什麼我們總是知道該做什麼卻做不到?本文拆解 Dan Koe 的「身份重構」觀點,提供一套可執行的「一日重啟流程」,幫助你從執行者轉向決策者。

Categories Insight Tags Mindset, Personal Development, Productivity

Design System Scaling: A Three-Layer Strategy for Presets, Constraints, and Components

May 18, 2026January 4, 2026 by Tim

When a Design System grows from 10 components to 100, maintenance boundaries start to blur. This article explores how a three-layer strategy of Presets, Constraints, and Components can improve development efficiency while effectively addressing the maintenance challenges that come with scaling.

Categories Technical Tags Design System, Frontend, Scalability, UI/UX

Design System 規模化:Presets、Constraints 與 Components 的三層分層策略

May 18, 2026January 4, 2026 by Tim

Design System 從 10 個元件成長到 100 個時,維護邊界開始模糊。本文探討如何透過 Presets、Constraints 與 Components 的三層分層策略,在提升開發效率的同時,有效應對規模化帶來的維護挑戰。

Categories Technical Tags Design System, Frontend, Scalability, UI/UX

Vibe Coding is Fast, But Fixing Chinese Localization Isn’t — Meet zhtw

May 18, 2026December 26, 2025 by Tim

AI writes code fast, but the Chinese it generates often uses Mainland terminology. zhtw is a CLI tool that converts Simplified Chinese terms to Taiwan-style Traditional Chinese — handling 400 files in seconds.

Categories Technical Tags AI Tools, CLI, localization, Open Source, Python

Vibe Coding 很快,但簡體用語改不完?試試 zhtw

May 18, 2026December 26, 2025 by Tim

AI 寫程式碼很快,但生成的中文常是簡體用語。zhtw 是一個 CLI 工具,專為 Vibe Coding 時代設計,一個指令就能把整個專案的簡體用語轉成台灣習慣。

Categories Technical Tags AI Tools, CLI, localization, Open Source, Python
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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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