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H3-World: Turning Language Understanding into World Control

arXiv · AI, language, vision and robotics · article · Sep 1, 2026 · UTC

We present H3-World, an efficient framework that turns the 33B MiniMax-H3 video generator into an interactive world model. Our key finding is that, as large video generators become more capable, language is emerging as a natural interface for control. MiniMax-H3, for example, already supports zero-shot control of character behavior and camera motion through natural-language instructions. Building on this, H3-World turns this coarse language interface into precise, temporally grounded world control, without introducing dedicated action modules. Specifically, we represent each action as a struct

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First collected: 2026-09-21T06:01:56.170Z. This is not the publication date.