Identity fraud is a chronic threat that continues to transform, presenting new and sophisticated challenges for individuals and businesses. Cybercriminals are regularly utilizing emerging technologies and Digital ID security trends patterns to violate sensitive personal information. One striking trend is the escalating use of machine learning for