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