The recent evolution of synthetic identity fraud is a wake-up call for anyone building or maintaining computer vision (CV) pipelines. When Ireland’s Deputy Prime Minister admits he had to watch a deepfake of himself twice to confirm it wasn't real, we’ve officially moved past the "uncanny valley." For developers, this means the traditional "liveness detection" checks—like simple blink detection or head-turn prompts—are now functionally deprecated by generative AI. The technical implications are immediate. If you are building facial recognition or biometric authentication systems, the Gujarat Aadhaar fraud case proves that attackers are now weaponizing synthetic media to bypass government-grade biometric liveness checks. They aren't just using static photos; they are using generative models that replicate natural facial movements, defeating the heuristics many CV libraries use to verify a "live" person.…