5. Notes on AI coding (2026-10-12)
Code written by AI looks perfect — but probably has bugs.
Reviewing with a different model, especially a model from a different family, fixes most of the bugs and shortcomings.
But even with the AI think tank’s review, human testing and feedback remain irreplaceable — you have to know what you want, the concrete implementation, and the big-picture direction before you can point out AI’s misses and set the course for fixes.