Resources
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.
Read article