Unearthing academic dishonesty has become a complex challenge in the digital age. Institutions are increasingly relying on responsible hackers to detect instances of cheating through sophisticated techniques. These skilled professionals access systems, simulating the actions of malicious actors to locate vulnerabilities exploited by cheaters. The