That's the real risk here is that we are getting to the point (probably already there for a lot of stuff) where you can just point it to your already existing codebase and tell it your problem and it can basically do it.. I mean I've tested that in practice, sometimes I'll have a clear direction of where I want to go or what I would do.. but I don't really give it any hints of how to solve the problem, and many times it comes up with a similar result or at least one that also works completely fine.
So I think part of the issue is that people like you and me I feel like are going to be so much less needed because an AI can just do it instantly for basically free.
Anyway, I know this is a slight hyperbole.. but it's also not. It kind of sucks to realize that a simple prompt can replicate your work 95% of the time and do it basically instantly.