I would be very surprised if every aspect of the engagement moves to a higher level programming language definition of outcome through an AI REPL.

If you mean the git repo for some things may move from explicit code, to prompts in a good form, with highly specific back-ends, once you can show reproducible builds, I could believe it MIGHT happen.

For my login set? Low level device recovery? Basic file handling? It's bringing a steam-hammer to a knife fight.