"Doing 'A' is wrong, to fix it you need to do 'A'" is not an idiotic statement. It's complete non-sense that no human has ever uttered.

But for LLMs these kinds of illogical statements are common.

LLMs don't think; what they do cannot be in good faith called "thinking" by any definition.