> If humans remain in control of it, then how can it possibly lead to anything other than extreme oligarchy?

Depends on the distribution of such AI. For example, if everyone on Earth has their own, personal superhuman AI, it would not lead to extreme oligarchy. If only a handful of humans control superhuman AI, it would.