Maybe try forcing it to properly plan ahead, break it down into small steps, and ask you to approve the plan.

Of course add a CLAUDE.md, put clear development guidelines into it, let it verify the git changes he did against this guidelines and of course things like a lint.

It will go off rails, especially after compaction, but you can make it correct mistakes on it's own.