Those are different levels of abstraction. LLMs can say false things, but the overall structure and style is, at this point, generally correct (if repetitive/boring at times). Same with image gen. They can get the general structure and vibe pretty well, but inspecting the individual "facts" like number of fingers may reveal problems.