Honestly, this is my experience as well. LLMs make it easier to explore other domains, but they do not make you the master of one; you still need expert domain knowledge.

That said, they do make excellent tools to quickly try out new ideas and dive into them; they can even be great learning accelerators if you have a curious mind.