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Qianjue Technology unveils Polibrain predictive world model for robot brains

AI summary

At the first 2026 Physical AI and World Models Conference in Nanjing on October 20, Qianjue Technology founder Gao Haichuan released Polibrain, a predictive world model positioned as an embodied-intelligence brain for the real physical world. Rather than generating future frames or reconstructing visual detail, Polibrain predicts task-relevant state changes in a latent representation space, built on the company's polynomial representation architecture and a counterfactual-inference causal memory mechanism, with a loosely coupled design that separates reusable environment understanding from body-specific execution. Qianjue says Polibrain has been adapted to nearly 50 robot configurations, including industrial arms, wheeled bases, dexterous hands and bipedal humanoids, and is being validated in service, logistics, retail and home scenarios; QbitAI reports adaptation work across humanoid, wheeled, single-arm and dual-arm forms and notes that closed-loop reliability in complex scenes still needs fuller real-world test data.

In-depth insight

The launch gives the predictive, non-generative branch of world models — a direction Yann LeCun also pursues — a concrete robot-deployment case, though Polibrain's capability and adaptation claims remain largely vendor-supplied.

LeCun押注的世界模型,中国一家清华系公司已经做进了机器人 – 量子位

< img id="wx_img" src="https://www.qbitai.com/wp-content/uploads/imgs/qbitai-logo-1.png" width="400" height="400">

LeCun押注的世界模型,中国一家清华系公司已经做进了机器人

田, 晏林 2026-10-21 15:15:05 来源:量子位

世界模型赛道新看点:千诀隐变量可辨识性方向的研究,比LeCun相近工作早一年,不堆画面预测,主打物理规律与跨本体复用。

#Qianjue Technology#Polibrain#Tsinghua University#LeJEPA#Effective Degree (ED)

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