If superhuman intelligence is solved it'll be in the form of building a more healthy society (or, if you like, a society that can outcompete other societies). We've already seen this sort of thing by accident and we're currently seeing extensive efforts to attack and undermine societies through exploiting human intelligence.
To a genetic algorithm techie that is actually one way to spur the algorithm to making better societies, not worse ones: challenge it harder. I guess we'll see if that translates to life out here in the wild, because the challenge is real.