As deepfake technology advances, reactive detection alone is no longer sufficient to combat the proliferation of synthetic media. Malicious actors exploit generative AI to forge videos, audio, and text with devastating consequences—financial fraud, misinformation, and identity theft. This blog post presents an exhaustive blueprint for an AI-based system that shifts the paradigm from detection to…