Unearthing academic fraud has become a complex challenge in the digital age. Institutions are increasingly relying on white-hat hackers to detect instances of cheating through sophisticated techniques. These skilled professionals infiltrate systems, replicating the actions of malicious actors to locate vulnerabilities exploited by cheaters. Their