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