What four rounds of adversarial AI review caught in auth infrastructure code
· 5 min read
Each round found something real. The findings got smaller every time — until they stopped.
Each round found something real. The findings got smaller every time — until they stopped.
A tutorial-shaped feature request turned into a lesson about checking for prior art before designing, and about what adversarial code review actually catches that a careful first pass doesn't.