Comment by mvrckhckr

The best way I can describe the approach I take is having the ability to "smell" what the AI might have gotten wrong (or forgotten completely).

It happens all the time, even when I only scan the code or simply run it and use it. It's uncanny how many such "smells" I find even with the most trivial applications. Sometimes its replies in Codex or Claude Code are enough to trigger it.

These are mistakes only a very (very) inexperienced developer would make.