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Toy joint-sequence DDPM on 1-D 'videos' with per-frame sinusoidal time position. Coherent (0.61 avg delta) vs flicker (1.23) baseline. 2026 landscape: Sora, Veo 3, Kling 2.1, Runway Gen-3, open (HunyuanVideo, WAN 2.2, Mochi-1).