GPT models struggle with out of distribution programming tasks, which means it can't create novel ideas, I tested this myself many times and it's not a prompt engineering issue. I think LLMs could act as great teachers but not researchers, teachers just teach what we already know, researchers create novel knowledge that teachers use.