Sounds like the work of mustering up instructions... like programming...
So how do these LLM's completely remove us from having to do this work of mustering up instructions? Seems to me someone still has to instruct LLMs on what to do, and that the only way this reality will cease to exist entirely, is if humanity stopped desiring computers to do what it is they want. I don't think that's happening anytime soon.
However, maybe fewer programmers will be needed, but then again, the same was said of Fortran and COBOL and look at where we are today, more programmers than ever...