This article is missing an even more important point: you don't always need to start with an LLM, plain old coding still solves a lot of problems.
It's funny how when I talk to ML practitioners who have experience & work in the field they're the most pragmatic voices, like our staff developer on the ML team: "if you can solve the problem algorithmically you should definitely do that!"