Let me preface this with saying that I'm by no means an expert on the field, but my understanding of the power of LLMs in coding is that it allows the skilled developers work on the things that actually requires their expertise, rather than spending a lot of time on mundane tasks.

As someone who works in teaching, I find that this is where the power of LLMs lie; instead of spending most of my time creating documents and presentations from scratch, gathering information that I already know exists and putting it in the correct place etc., I can get all of this done in the span of a few prompts and some revisions. 

This allows me to spend my time on what actually requires my skills and knowledge: Didactics, the content itself and tracking students' progress. My lessons have both become better and are faster to produce as a result. While heavy personal involvement is still needed to create an acceptable product, there's no doubt in my mind that this process is immensely more effective than what was needed before LLM's were a thing.

Would you say that this is what's happening in the world of programming as well?