Unearthing academic dishonesty has become a complex challenge in the digital age. Institutions are increasingly relying on ethical 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. Their