The proliferation of fake blue badges on platforms like Twitter (now X) is a significant concern, steadily becoming a common challenge. These illegitimate badges, which are meant to confirm the identity of notable individuals and organizations, are now being obtained by fraudulent actors, resulting confusion and potentially injury to the platform�