AI-generated content has created an omnipresent cognitive load for internet users, forcing constant vigilance to distinguish authentic from artificial material. The proliferation of AI-enabled scams and spam across platforms—from fake resumes to fraudulent healthcare advice—has transformed the information landscape into an adversarial space where users must question the legitimacy of everything they encounter.