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About this paper

Jiarui Yuan, Yuxin Zuo, Xiaoyu Huang, Wenbo Zhang, Kwanyoung Park, Junlin Yang, Tianxiang Zhang, Ruoqu Chen and 20 more

The authors introduce uni-robot-agent, a shared robot-interaction harness that lets adapters translate common tools and execution feedback across models and environments. On RoboDojo, open-weight Qwen3.8-Flash-Next scores 31.39 without privileged simulator inputs, above the published GPT-6 Astra–RoboProbe score of 28.97; this is not a matched comparison, since evaluations used 252 and 2,100 episodes, respectively.

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