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