Identity fraud is a chronic challenge that continues to transform, presenting new and complex challenges for individuals and institutions. Cybercriminals are frequently exploiting emerging technologies and patterns to breach sensitive personal information. One notable trend is the growing use of artificial intelligence for creating synthetic ident