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