How to Audit AI-Generated Code for Security — Complete 2026 Checklist

AI coding assistants generate code that works. That's a different standard from code that's secure. My experience across dozens of security assessments of AI-assisted codebases in 2026: the vulnerability classes are consistent — SQL injection from string interpolation, hardcoded credentials from placeholder patterns, missing auth checks, hallucinated package names. The good news is that these are all detectable with the right tooling and a systematic review process. My complete audit methodology for AI-generated code, from solo developers to enterprise engineering…

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