Wizard: Manipulate Any World in Real Time via Agentic Control
READ THE ORIGINAL SOURCEOpen original sourcehuggingface.co · Opens in a new tabWizard is presented as an agentic game world model that decouples character animation, scene manipulation, and gameplay logic from visual generation. Agents control articulated skeletons and scene geometry through structured visual proxies. The authors built 50.3 hours of aligned proxy-video pairs across 750 scenes and 178 characters, and report interaction at 24 FPS with zero-shot generalization to unseen scenes, characters, and motions. Code is listed as coming soon.
One primary source; other links are context, not independent corroboration.
- Primary sourceHugging Face Daily Papers
- Discovery linkHugging Face
- Linked in sourceView arXiv page
- Linked in sourceView PDF
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Wizard is presented as an agentic game world model that decouples character animation, scene manipulation, and gameplay logic from visual generation. Agents control articulated skeletons and scene geometry through structured visual proxies. The authors built 50.3 hours of aligned proxy-video pairs across 750 scenes and 178 characters, and report interaction at 24 FPS with zero-shot generalization to unseen scenes, characters, and motions. Code is listed as coming soon.
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Key findings from the stored brief
- The dataset spans 750 scenes and 178 characters, with skeleton and geometry information used as structured representations.
- Structured proxies condition a video generation model, with adaptive masking to improve alignment with generated rollouts.
- The authors report interaction at 24 FPS with zero-shot generalization to unseen scenes, characters, and motions.
- An agentic framework maintains and updates explicit game states to keep gameplay mechanics consistent.
Source claims not independently checked; code is stated as forthcoming, so results cannot yet be reproduced from released artifacts.
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Evidence & sources
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Why this may matter
Player-customizable game worlds need real-time control of articulated character actions, not just locomotion. The work proposes a route to that by separating explicit game logic from visual generation, which could inform future interactive world-model systems.
Limits and open questions
Source claims not independently checked; code is stated as forthcoming, so results cannot yet be reproduced from released artifacts.
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