I did my first completely vibe coded not looking at a line of code implementation last year and my second this year.

I could care less about why either Claude, Codex or before that a developer was using a for loop or a while loop. I did and do care about architecture.

I’m no more going to review every line of code with AI than I am when I was delegating to more junior developers. I’m going to ask Claude Code about how it implemented something where I know there is an efficient way vs naive way, find and test corner cases via manual and automated tests and do the same for functional and non functional requirements.