Definitely the case that LLMs still face a "not actually rational nor conscious" problem.

Einstein once said physics is like looking at the outer movement of a watch and attempting to understand its internal mechanisms.

LLMs watch the outer movement of our keyboards in an attempt to comprehend our varieties of intelligence (intuitive, rational, symbolic, logical, ...)