This exactly matches our findings: if we start molding the repo to be "AI native" whatever that means, add the right tooling and still demand all engineers take full responsibility for their output, this system is a true multiplier.

I also have Copilot and Cursor bugbot reviews and run it on a Ralph wiggum loop with claude code. A few rounds overnight and the PR is perfect and ready for a final review before merging.

I do run 4 CC sessions in parallel though, but thats just one day a week. The rest of the week is spent figuring out the next set of features and fixes needed, operational things, meetings,feedback, etc.