AI can stream videos that stay sharp and coherent for minutes.

Meet Rolling Forcing—a new technique for long-horizon video generation that slashes error accumulation.

It denoises multiple frames jointly, anchors long-term context via an attention sink, and trains efficiently… pic.twitter.com/E7QitWyGrD

— 机器之心 JIQIZHIXIN (@jiqizhixin) 9 novembre 2025

AI can stream videos that stay sharp and coherent for minutes. Meet Rolling Forcing—a new technique for long-horizon video generation that slashes error accumulation. It denoises multiple frames jointly, anchors long-term context via an attention sink, and trains efficiently

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