Here's something a human does but an LLM doesn't:

If you talk for a while and the facts don't add up and make sense, an intelligent human will notice that, and get upset, and will revisit and dig in and propose experiments and make edits to make all the facts logically consistent. An LLM will just happily go in circles respinning the garbage.