LLMs don't reason, they mimic.
They are absurdly good at mimicking patterns.
LLMs are the ultimate wisdom of the crowds.
They have the same success (and failure!) conditions.
But it's easier to get tricked by the failure modes.
LLMs are always so polite and confident sounding even in their failure mode.