I don't see why we could couldn't control super ai - the chimp example has no bearing (already from the lack of science and technology in chimps but also because simple organisms can exercise control over complex ones).
Intelligence comes at costs and does not make omnipotent. We don't even know what "another level up" in intelligence would mean. Our physics no longer applying? Why?