Why ever not with "only" a few million neurons? Have you proved, mathematically, that there is a lower limit? How many neurons does it take to crunch a few pat

Why ever not with "only" a few million neurons? Have you proved, mathematically, that there is a lower limit? How many neurons does it take to crunch a few patterns? I'd think that a couple thousand ought to do it.