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AI generates code that looks correct, sounds confident, and is sometimes subtly wrong. I wrote up the three-layer review process I use to catch the things AI consistently misses. Plus the tools that help: Laravel Boost and Ponytail. jamesking.dev/blog/review...

the layer most people skip: diffing against what you actually asked for, not just what the tests happen to cover. agents love padding files nobody asked them to touch.

Good to know, never used it. Does it stop the padding before it happens or just flag it after the diff already landed?

Stops generating the useless padding entirely.