Identity fraud is a persistent menace that continues to transform, presenting new and devious challenges for individuals and businesses. Cybercriminals are frequently leveraging emerging technologies and patterns to breach sensitive personal information. One notable trend is the escalating use of artificial intelligence for generating forged ident