AI 代码提速后，测试验证不能再靠人工维护

来源证据

创始人在前一家公司观察到，产品每次变化后团队成员都要手动更新选择器、重新筛选失败，并判断失败是真 bug 还是噪音，测试维护消耗了团队整个迭代。

👋 Hey Product Hunt, I'm Gal, founder and CEO of Checksum. A few years ago at my last startup, I watched our team lose entire sprints to test maintenance. Every time the product changed, someone had to go update selectors, re-triage failures, and figure out which broken tests were real bugs and which were just noise. I'd spent years before that building ML models to detect suspicious activity from satellite data—pattern recognition at scale—and it nagged me that software testing was the same kind