Unearthing academic fraud has become a complex challenge in the digital age. Institutions are increasingly relying on ethical hackers to expose instances of cheating through sophisticated tools. These skilled professionals penetrate systems, mimicking the actions of malicious actors to locate vulnerabilities exploited by cheaters. Their investiga