Identity fraud is a ongoing menace that continues to transform, presenting new and complex challenges for individuals and institutions. Cybercriminals are frequently utilizing emerging technologies and strategies to breach sensitive personal information. One notable trend is the escalating use of artificial intelligence for fabricating forged iden