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Qianjue Technology released its predictive world model Polibrain at the 2026 Physical AI and World Model Conference. According to QbitAI, the model does not aim to generate complete future frames; instead, it predicts state changes in a task-relevant latent representation space and links environmental perception, action prediction, task decision-making, and feedback adjustment into a continuous decision-making loop. Qianjue adopts a loosely coupled architecture that separates shared representations from the action execution capabilities of specific robots. Polibrain has currently been adapted to robot forms including quadruped, humanoid, wheeled, and dual-arm robots, exploring tasks such as companion services, food service, item organization, and fine manipulation.
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