Deepfakes Fool Your Eyes in 30 Seconds. The Math Catches Them Instantly.

How facial comparison algorithms detect AI Deepfakes aren't just a social problem or a "creepy" use of generative AI; they represent a sophisticated adversarial attack on human visual perception. For developers working in computer vision, biometrics, and digital forensics, the news of $200M lost to deepfake scams in early 2025 is a massive signal. It tells us that our "gestalt" visual processing - the way the human brain identifies a face - is now a deprecated security model.