The narrative frames deepfake fraud as a time-based liability—a multi-year operational risk—which creates pressure for reactive defense rather than preventative identity architecture. The core tension lies in the AI arms race: generative technology advances faster than detection, creating a systemic vulnerability where trust mechanisms are perpetually behind the exploit. This dynamic suggests that relying on artifacts or inconsistencies for detection is insufficient, as the failure modes are act...