The spread of fake blue badges on social sites is rapidly becoming a significant issue . Individuals are forging these fraudulent identifiers to pose as official figures, tricking followers and potentially promoting scams or damaging activities. This new type of deception represents a real threat to the trust of online spaces and is demanding heigh