This technique incrementally codifies the subset of my personal definition of code quality that can be codified. I’ve found a discovery based approach is better than anticipatory, because it forces everything you spend tokens to prove its worth.

I still do code review - how else would I know what to codify! But since starting this about a year ago, I don’t review menial dumb AI mistakes anymore.