Usually when people are saying "LLMs can't reason" they are claiming they are unable to do logical inference (although the claims are often quite hard to pin down to something specific).
I would say integrated circuits in general are not incapable of reason by design, even if some examples may be. Somehow a bunch of meat and fat is capable of reason, even if my steak isn't.