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Venus-DefakerOne2 is a unified anti-forgery vision foundation model that broadens detection across forgery forms (digital manipulation, physical spoofs) and media types (images, videos) using Tide-Style-Tuning and entropy-based test adaptation, achieving state-of-the-art results on multiple forensic benchmarks.