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