There's an entire subreddit called LLMPhysics dedicated to "vibe physics". It's full of people thinking they are close to the next breakthrough encouraged by sycophantic LLMs while trying to prove various crackpot theories.
I'd be careful venturing out into unknown territory together with an LLM. You can easily lure yourself into convincing nonsense with no one to pull you out.