Identity fraud is a persistent menace that continues to transform, presenting new and sophisticated challenges for individuals and institutions. Cybercriminals are constantly exploiting emerging technologies and patterns to violate sensitive personal information. One notable trend is the increasing use of artificial intelligence for creating forge