The Face Never Existed. The ID Is Stolen. The Match Is Perfect.

The rise of hybrid identity fraud is breaking the fundamental assumption of biometric independence that computer vision developers have relied on for a decade. For anyone building or maintaining facial comparison pipelines, the technical implications are stark: a "perfect" match between a government ID and a liveness video is no longer a signal of a successful verification - it is increasingly a signal of a sophisticated injection attack.