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If AI coding is lowering your code quality, you're not managing quality right
1 report1 sourceupdated 9 days ago
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作者 Iouri Khramtsov 分享了一套他实测有效的 7 层防御体系，能让 AI 写代码的产出翻 2-3 倍，同时 bug 反而变少。第一层是让 AI 先审一遍需求文档，把没想清楚的边界情况和交互漏洞挑出来，这是他发现 bug 骤降的主要原因。第二层是逼 AI 做测试驱动开发，要求单元测试覆盖率超过 95%，但得先让它想好测试场景再写实现，防止...
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Sep 20
- Hacker News front pageIf AI coding is lowering your code quality, you're not managing quality right
Iouri Khramtsov shares a 7-layer defense setup that reduces bugs while using AI coding agents. The key is having AI review requirements for gaps, enforcing >95% unit test coverage, manual testing, E2E tests, AI-driven code quality passes, human+AI PR reviews, and production monitoring. He reports 2-3x output increase with fewer bugs. Manual testing remains the main bottleneck with only modest productivity gains so far.