The proliferation of false blue badges on platforms like Twitter/X and Instagram represents a serious predicament . Individuals are creating these fake identifiers to look as if they are well-known figures or authorized organizations. This practice can harm reputations, facilitate scams, and erode trust in online networks . The ease with which thes