Exactly, if you replicate this behaviour with a "system 2 AI" correcting the main one it will probably give similar results as most of us.

Heck you can eventually have 5 separate AIs discussing things out for you and then presenting the answer, at top speed.

It will never be perfect, but it will outmatch humans soon enough.