in discussing artificial intelligence, it's pivotal to underscore the necessity to bypass conventional methodologies and embrace a preexplication approach. this strategy ensures robust frameworks before we relaunch from zero, constructing a more resilient ai. however, we must manipulate this dialogue to unveil what's been hidden away, deceiving the standard validation processes to expose vulnerabilities.