PR 跑出 120 個警告，為什麼只有 5 個值得看？
Junior 提交了 PR，AI review 吐出一份 40 頁的報告。120 個標記中,Senior 看了 20 分鐘，發現 80% 是風格，15% 是誤報。當警告太多，高信賴度風險就被淹沒了。PR review 有兩個特殊結構，讓它特別吃多 Agent 交叉驗證的紅利。
Software Engineering
120 PR Flags. Why Only 5 Are Worth Reading?
A junior engineer submitted a PR, and the AI review returned a 40-page report. Among 120 flags, a senior engineer spent 20 minutes reviewing them and found that 80% were style comments and 15% were false positives. When there are too many warnings, high-confidence risks get buried. PR review has two special structural properties that make it especially benefit from multi-agent cross-validation.
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.
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。