{"type": "article", "title": "Why One AI Model Can't Stop Deepfakes: Architecting a 3-Layer Defense System", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/why-one-ai-model-can-t-stop-deepfakes-architecting-a-3-layer-defense-system", "original_source": "https://dev.to/kadircancelik/why-one-ai-model-cant-stop-deepfakes-architecting-a-3-layer-defense-system-119l", "published": "2026-08-10T17:20:46+00:00", "accessed": "2026-08-10", "id": "why-one-ai-model-can-t-stop-deepfakes-architecting-a-3-layer-defense-system"}