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