AI wrote 200 tests for me. All passed. We deployed. Then a bug hit production. The problem wasn’t that AI wrote bad tests—it tested the wrong things. This article shares a simple framework: What stays with humans, How goes to AI.
AI 幫我寫了 200 個測試，全部通過，上線還是出 bug。問題不是 AI 寫錯，是它測的東西根本不是該測的。這篇文章分享一個簡單的框架：What 留給人，How 交給 AI。
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 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。
Master E2E Testing: Debunk the ‘Ice Cream Cone’ anti-pattern, leverage AI visual regression, and build reliable Playwright strategies for confident deployments.
E2E 測試完全指南。破解 200 個購物車測試案例的迷思，深入解析 AI 視覺回歸與自我修復技術。學習如何結合 Playwright 與單元測試，建立高信心的自動化防護網。
軟體開發中的品質保證（QA）和品質控制（QC）在Scrum這種敏捷開發模式中扮演著關鍵的角色。以下是他們在Scrum中的具體應用和相關實例。 Scrum中的品質保證品質保證是一種預防性的活動和過程，目的是確保開發過程的品質。以下是Scrum中主要的QA活動和相關的實際例子： Scrum中的品質控制品質控制涉及到各種形式…
h2 Introduction: Why QA and QC Are Critical in Scrum/h2 p In Scrum agile development, Quality Assurance (QA) and Quality Control (QC) are not merely technica…