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From the Refyne team

Practical guides on AI-generated codebases, common failure patterns, and what to do about them.

EngineeringMay 21, 2026·7 min read

5 Things We Always Find in AI-Generated Codebases (And How to Fix Them)

Every AI-generated codebase we've seen shares the same failure patterns. Missing error handling, exposed secrets, zero tests on the things that matter most. Here's what to look for — and what to do.

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