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