GPT doesn't do anything on its own, it needs a prompt.

That prompt is basically code, written by a programmer, although it resembles natural language so we're closer to usable literate programming than we've ever been.

Programmers didn't disappear with new (higher-level) programming languages, if anything there have been more of them; how is this different?