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Miscellaneous articles including management perspectives, viewpoints, and other topics.

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

February 1, 2026January 22, 2026 by rajatim

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-productivity, engineering-maturity, team-management, tech-debt Leave a comment

團隊開始用 AI 寫程式,為什麼效率沒提升?

February 1, 2026January 22, 2026 by rajatim

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-productivity, engineering-maturity, team-management, tech-debt Leave a comment

Intent-driven Development: Lessons from Claude Code

January 21, 2026January 20, 2026 by rajatim

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, engineering, product-management, software-development Leave a comment

Intent-driven Development:我用 Claude Code 後的體悟

January 21, 2026January 4, 2026 by rajatim

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, engineering, product-management, software-development Leave a comment

The 10-Minute Value: What Does Senior Really Mean in the AI Era?

December 15, 2025December 14, 2025 by rajatim

AI can write 500 lines of code. But that senior engineer spent 10 minutes reviewing it and found the critical bug. Those 10 minutes—that is where your value lies in the AI era.

Categories Insight Tags AI, Career, Software Engineering Leave a comment

十分鐘價值:AI 時代,什麼才算資深?

December 15, 2025December 14, 2025 by rajatim

AI 可以寫 500 行代碼。但那個 Senior 花 10 分鐘 review,發現了關鍵問題。那 10 分鐘,就是 AI 時代工程師最值錢的東西。

Categories Insight Tags AI, Career, Software Engineering Leave a comment

Does Your Company Need an AI Consultant? Look at These Numbers First

January 6, 2026December 10, 2025 by rajatim

Your boss asks if you should hire an AI consultant. How do you respond? This article covers failure rate data, industry profit structures, a self-assessment framework, and scripts for reporting to management.

Categories Insight Tags AI, Business Strategy, Digital Transformation Leave a comment

你的公司需要 AI 顧問嗎?先看這些數據

December 15, 2025December 10, 2025 by rajatim

老闆問你要不要找 AI 顧問,你該怎麼回答?這篇整理了失敗率數據、產業獲利結構、自評框架,還有跟主管報告時可以用的話術。

Categories Insight Tags AI, Business Strategy, Digital Transformation Leave a comment

Where Does PM Value Lie in the AI Era?

January 6, 2026December 10, 2025 by rajatim

AI can write meeting notes, organize requirements, and track progress—so what’s left for PMs? This article examines market data, big tech job descriptions, and salary structures to explore where PM value is shifting and how you might think about your next move.

Categories Insight Tags AI, Career, Project Management Leave a comment

AI 時代,PM 的價值在哪裡?

December 15, 2025December 10, 2025 by rajatim

AI 能寫會議紀錄、整理需求、追蹤進度——那 PM 還剩什麼?這篇從市場數據、大廠 JD、薪資結構切入,聊聊 PM 的價值正在往哪裡移動,以及你可以怎麼思考自己的下一步。

Categories Insight Tags AI, Career, Project Management Leave a comment
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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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