Claude Code was the thing I had in mind in particular here. It's super good at making big messes if you let it.

it makes you up your git commit hygiene, which honestly isn't a bad thing

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Same with goose / Claude. High level, I make sure that important context makes it into `.goosenotes`, and I treat it as a remote team. Ask for design docs (and point to them in the notes), ask for tests, and if possible design constraints such that they can only be met by doing the right work.

It's definitely not autocomplete