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IT industry technical articles covering AWS, Azure, Java, Python, SQL, DevOps, and more.

CI Broke Again Over a Lint Error—Can AI Just Fix It?

March 3, 2026March 2, 2026 by rajatim

Most CI failures are lint errors, typos, and formatting issues—anyone can fix them, but each round costs 10 minutes of waiting. Anthropic’s internal YOLO Push concept lets Claude auto-fix these mechanical failures, with a complete GitHub Action YAML example and safety boundary design.

Categories Technical Tags Automation, ci-cd, claude-code, DevOps, github-actions Leave a comment

CI 失敗→複製錯誤→手動修→再等 10 分鐘——這個循環可以自動化嗎?

March 3, 2026March 2, 2026 by rajatim

CI 失敗最常見的原因是 lint error、typo、格式問題——任何人都能修,卻要等 10 分鐘。Anthropic 內部的 YOLO Push 概念讓 Claude 自動修復這類機械性失敗,含官方 GitHub Action YAML 範例和安全邊界設計。

Categories Technical Tags Automation, ci-cd, claude-code, DevOps, github-actions Leave a comment

Single Call vs Agent: A Spectrum of LLM Strategies

February 3, 2026February 1, 2026 by rajatim

Single LLM calls miss details. Agents take forever and get stuck. What are the options in between? A visual spectrum + 5 questions to help you decide.

Categories Technical Tags LLM Leave a comment

Agent 很慢、LLM 不夠聰明——什麼時候該用多步驟處理?

February 3, 2026February 1, 2026 by rajatim

LLM 一次回答不完整,Agent 又跑很久還常卡住——單次呼叫、CoT、RAG、Agent 到底怎麼選?一張光譜圖 + 5 個問題幫你判斷。

Categories Technical Tags LLM Leave a comment

AI Outputs ‘用户’ ‘调用’? One Command to Convert to Taiwan Chinese

February 1, 2026 by rajatim

LLM-generated Chinese often mixes terminology from different regions. Taiwan readers stumble over Mainland terms like ‘用户’ and ‘调用’. The zhtw tool lets you localize with one command—supporting CLI, Python integration, and batch processing.

Categories Technical Tags LLM, localization, Python Leave a comment

AI 輸出『用戶』『調用』?一個指令轉成台灣用語

February 1, 2026 by rajatim

LLM 生成的中文內容常混合不同地區用語,台灣讀者看到『用戶』『調用』會出戲。zhtw 工具讓你一個指令完成在地化,支援 CLI、Python 整合、批次處理。

Categories Technical Tags LLM, Python Leave a comment

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

December 26, 2025 by rajatim

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 Leave a comment

Vibe Coding 很快,但簡體用語改不完?試試 zhtw

December 26, 2025 by rajatim

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 Leave a comment

AI Enters the Terminal: A Developer’s Guide to Choosing Terminals in 2025

December 21, 2025December 21, 2025 by rajatim

As Claude Code, Copilot CLI, and other AI tools become part of our daily workflow, the criteria for evaluating terminals have fundamentally changed. This guide compares Ghostty, WezTerm, Tabby, Termius, and Royal TSX from an AI workflow perspective.

Categories Technical Tags ai-tools, developer-experience, ghostty, terminal, wezterm Leave a comment

AI 進入終端機:2025 開發者終端機選擇指南

December 21, 2025December 21, 2025 by rajatim

當 Claude Code、Copilot CLI 成為日常,終端機的評估標準也跟著改變。這篇指南從 AI 工作流的角度,深度比較 Ghostty、WezTerm、Tabby、Termius、Royal TSX 五款終端機,幫助你做出最適合的選擇。

Categories Technical Tags ai-tools, developer-experience, ghostty, terminal, wezterm Leave a comment
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  • CI Broke Again Over a Lint Error—Can AI Just Fix It? March 2, 2026
  • CI 失敗→複製錯誤→手動修→再等 10 分鐘——這個循環可以自動化嗎? March 2, 2026
  • Single Call vs Agent: A Spectrum of LLM Strategies February 1, 2026
  • Agent 很慢、LLM 不夠聰明——什麼時候該用多步驟處理? February 1, 2026
  • AI Outputs ‘用户’ ‘调用’? One Command to Convert to Taiwan Chinese February 1, 2026

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rajatim

Technology Consultant | Cloud & DevOps Enthusiast | Cyclist

分享技術筆記、工作心得與單車挑戰。專注於雲端架構、系統整合與效能優化。

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