Well at least for what I do, success depends on having lots of unit tests to lean on, regardless of whether it is new or existing code. AI plus a hallucination-free feedback loop has been a huge productivity boost for me, personally. Plus it’s an incentive to make lots of good tests (which AI is also good at)