I think part of the skill in using LLMs is getting a sense for how to effectively break problems down, and also getting a sense of when and when not to do it. The article also mentions this.

I think we'll also see ways of restructuring, organizing, and commenting code to improve interaction with LLMs. And also expect LLMs to get better at doing this, and maybe suggesting ways for programmers to break problems down that it is struggling with.