This is where I get to lol and say you don't understand AI.
When a kernel privesc vuln 0day is found and reported or caught in a dump, it gets fixed. Unless it was improperly fixed, that particular vulnerability can't be exploited again.
But when it comes to AI, a GAN's job is to take the 'vulnerability' that was 'fixed' and train on it to exploit it again.