Unearthing academic fraud has become a complex challenge in the digital age. Institutions are increasingly relying on white-hat hackers to detect instances of cheating through sophisticated methods. These skilled professionals infiltrate systems, simulating the actions of malicious actors to identify vulnerabilities exploited by dark web hacking so