Deepfake Detectives: Stop Watching the Video

Analyzing the forensic footprint of 2024 election deepfakes provides a sobering reality check for anyone building computer vision or biometric authentication systems. For developers in the digital forensics and facial comparison space, the news confirms a major architectural shift: we can no longer rely on spatial analysis alone. As generative models move past the "uncanny valley," the evidence of fabrication is migrating from the pixels to the patterns - specifically temporal artifacts and distribution metadata.