Unearthing academic fraud has become a complex challenge in the digital age. Institutions are increasingly relying on ethical hackers to expose instances of cheating through sophisticated methods. These skilled professionals penetrate systems, replicating the actions of malicious actors to pinpoint vulnerabilities exploited by cheaters. Their inv