If true, then an immediate corollary is that if it is possible for humans to create LLMs (or other AI systems) which can program, or do some other tasks, better than humans can, that will happen. Inevitabilism? I don't think so.
If that comes to pass, then what people will do with that technology, and what will change as a result, will be up to the people who are alive at the time. But not creating the technology is not an option, if it's within the realm of what humans can possibly create.