Identity fraud is a ongoing menace that continues to evolve, presenting new and devious challenges for individuals and businesses. Cybercriminals are frequently leveraging emerging technologies and trends to violate sensitive personal information. One striking trend is the escalating use of machine learning for creating fake identities. AI-powered