Notes from the audit desk.

What I actually find reviewing AI-built software, written up as I find it.

July 8, 2026

I audit AI-built apps for a living. Here's what breaks first, by tool.

Every AI coding tool has a signature failure pattern. After enough audits, you start recognizing which tool built something just from what's wrong with it.