The proliferation of false blue badges on platforms like Twitter (now X) is a significant matter, quickly becoming a prevalent problem. These unverified badges, which are meant to confirm the identity of well-known individuals and organizations, are now being gained by fraudulent actors, leading misunderstanding and possibly harm to the platform’