Identity fraud is a chronic menace that continues to shift, presenting new and sophisticated challenges for individuals and businesses. Cybercriminals are regularly utilizing emerging technologies and strategies to violate sensitive personal information. One significant trend is the growing use of AI for fabricating synthetic identities. AI-powere