I suspect that the proper phrasing of that title is..

"Hallucination is Inevitable: An Innate Limitation of Neural Network, aka Fuzzy Logic, Cognition."

That the mechanism-itself, whether synthetic or organic, is unreliable, by default.

_ /\ _

It's the only thing they do.