Three verified bugs that only showed up when I actually ran the code
· 4 min read
Adversarial code review that runs the code beats adversarial code review that reads the code.
3 posts tagged with "code-review"
View All TagsWhat 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.
I asked an AI agent to build a feature. It found I'd already built it — badly, three times.
· 5 min read
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.