The Production Gap: Why AI-generated code isn't ready to ship
AI coding tools have changed the pace of development. They haven't changed what production requires. Here's what's always missing — and how to close it.
Guides, findings, and frameworks from the LogicAudit governance process — written for founders, agencies, and product teams building with AI.
AI coding tools have changed the pace of development. They haven't changed what production requires. Here's what's always missing — and how to close it.
We've reviewed hundreds of AI-generated codebases. The same security patterns appear again and again. Here's exactly what they are and how to fix them.
The objection isn't 'it was built with AI.' The objection is 'I don't know what's under the hood.' Here's how to answer it before it's asked.
AI tools trained on GPL code may reproduce it. Your dependency tree may contain licences incompatible with commercial use. Here's how to audit before it costs you.
Governance gets your code ready. CI/CD keeps it moving. Here's the full infrastructure setup from secure repo to automated production deployment.
Your product includes an AI component. It works in testing. Here's why that's not enough — and what a proper validation process looks like.