Identity fraud is a chronic menace that continues to evolve, presenting new and devious challenges for individuals and institutions. Cybercriminals are constantly exploiting emerging technologies and trends to compromise sensitive personal information. One notable trend is the increasing use of machine learning for creating forged identities. AI-p