Wizard: Manipulate Any World in Real Time via Agentic Control

Wizard is an agentic game world model that allows real‑time, precise control over character motions while generalizing zero‑shot across new scenes, characters, and actions. It builds on a dataset of 750 scenes and 178 characters, using skeleton and geometry representations as structured proxies to condition a video generation model and an adaptive masking mechanism to improve alignment. The framework explicitly maintains and updates game states, enabling players to freely configure virtual worlds and exercise fine‑grained control while preserving visual quality and gameplay consistency.

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• agents
• diffusion
• safety