The 10-Minute Value: What Does Senior Really Mean in the AI Era?
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.
Insight
Miscellaneous articles including management perspectives, viewpoints, and other topics.
十分鐘價值：AI 時代，什麼才算資深？
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。
Does Your Company Need an AI Consultant? Look at These Numbers First
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.
你的公司需要 AI 顧問嗎？先看這些數據
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。
Where Does PM Value Lie in the AI Era?
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.
AI 時代，PM 的價值在哪裡？
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。
Judgment in the AI Era: What You Should Learn Isn’t Prompting
Learning to prompt won’t help you master AI. The real bottleneck isn’t AI’s capability—it’s your judgment. This article breaks down the four levels of judgment, five sources it comes from, and concrete methods to develop it.
AI 時代的判斷力：你該學的不是 Prompt
「學會 Prompt 就能駕馭 AI」這句話誤導了很多人。真正的瓶頸不是 AI 的能力，是你的判斷力。這篇文章拆解判斷力的四個層次、五個來源，以及具體的培養方法。
AI Won’t Replace QA, But It Will Replace QAs Who Only Execute
AI excels at executing tests, but struggles with judging ‘what to test’ and ‘whether results are correct.’ QA’s core value is shifting from execution to acceptance—validating AI’s validation. This article analyzes the four most important QA skills in the AI era and the short, medium, and long-term impacts on teams.
AI 不會取代 QA，但會淘汰「只會執行」的 QA
AI 擅長執行測試，但不擅長判斷「該測什麼」和「結果對不對」。QA 的核心價值正在從執行轉向驗收——驗證 AI 的驗證。本文分析 AI 時代 QA 最重要的四種能力排序，以及對團隊的短中長期影響。