The proliferation of fake blue badges on platforms like Twitter (now X) is a serious concern, rapidly becoming a widespread issue. These illegitimate badges, which are meant to confirm the identity of well-known individuals and organizations, are now being gained by malicious actors, causing deception and arguably harm to the platform’s image and