If you outlaw genetic engineering, only outlaws will be genetically engineered. Then they'll take over the world.
On the other hand, humans are the apex predator of the known universe, the output of 4.5 billion years of evolution driven by relentless, unceasing violence. It's not clear that a genetically improved species would abhor violence.
Bold claim.