As deepfake technology proliferates, its applications in fraud, misinformation, and identity theft demand defenses that are not only accurate but also fast and ubiquitous. Centralized cloud-based detection systems, while powerful, suffer from latency and connectivity issues, making them impractical for real-time scenarios like video calls or IoT interactions. This blog post presents an exhaustive blueprint…