> They slightly increase entropy if not controlled.

If you use AI at the very start of a project, replace slightly with greatly. AI loves to write abstractions and indirection and add complexity wherever it can. And it does so really, really, really badly. AI is great at writing procedural code, but it's a world class shit-for-brains at architecture. It has no taste, no restraint, no appreciation of simplicity.

And it wouldn't be so bad, except it's ALSO a complete toaster when it comes to naming things.