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Patterns for catching regressions introduced by AI coding agents. Covers sandbox/production parity testing, API response shape verification, and integration with bug-check workflows. Based on real-world experience where AI (Claude Code) introduced the same bug 4 times because the same model wrote and reviewed the code — only automated tests caught it. Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>