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Sep 11, 2026 32 min

Stop Making the Video Model Remember the World

from Embodied AI 101 Hosted by Shaoqing Tan

A new world model architecture that decouples world-state evolution from rendering: an agent writes executable rules, a persistent engine tracks entities, and a video model renders the output. This separation enables more controllable and interpretable world simulation for embodied agents. In this episode of Embodied AI 101, we explore "Stop Making the Video Model Remember the World". We break down the research, methodology, and real-world implications for robotics, AI, and physical intelligence. Embodied AI 101 covers the latest research at the intersection of AI and physical intelligence — robotics, manipulation, world models, and the path from digital intelligence to embodied agents.

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A new world model architecture that decouples world-state evolution from rendering: an agent writes executable rules, a persistent engine tracks entities, and a video model renders the output. This separation enables more controllable and interpretable world simulation for embodied agents.

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Stop Making the Video Model Remember the World

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