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20 SEP 2026 · Hacker News · 112 pts · 159 comments ↗

Implementing a thoughtful, layered approach to managing quality can help maintain code quality while increasing output by 2-2x, even with AI coding assistance. This involves using defensive layers such as automated unit tests, manual testing, extensive automated end-to-end tests, AI-powered code reviews, and monitoring and alerting systems to detect and diagnose issues. AI summary