AI RESEARCH

Na\"ive Exposure of Generative AI Capabilities Undermines Deepfake Detection

arXiv CS.AI

ArXi:2603.10504v1 Announce Type: cross Generative AI systems increasingly expose powerful reasoning and image refinement capabilities through user-facing chatbot interfaces. In this work, we show that the na\"ive exposure of such capabilities fundamentally undermines modern deepfake detectors. Rather than proposing a new image manipulation technique, we study a realistic and already-deployed usage scenario in which an adversary uses only benign, policy-compliant prompts and commercial generative AI systems.