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Of course the good human will hopefully comes to not knowing.
GenAI has an unfortunate tendency to output consistent sounding stuff with high apparent confidence that means nothing at all. Which still can be useful in a context where the “correctness” can be objectively validated like certain software development tasks, but terrible for anything where the output cannot be automatically verified. Have to decide if it helps you research more concretely, the output doesn’t actually matter if it is wrong