Identity fraud is a ongoing threat that continues to evolve, presenting new and devious challenges for individuals and institutions. Cybercriminals are frequently exploiting emerging technologies and trends to compromise sensitive personal information. One significant trend is the escalating use of AI for creating synthetic identities. AI-powered