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