Depending on the type of question being asked and the complexity, human intervention is still needed because LLMs still face an information retrieval problems.
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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, ...)