Identity fraud is a chronic menace that continues to transform, presenting Police training on fake IDs new and devious challenges for individuals and institutions. Cybercriminals are constantly leveraging emerging technologies and patterns to compromise sensitive personal information. One striking trend is the escalating use of AI for fabricating