AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems

AgiBot-World-Contributors, null, Bu, Qingwen, Cai, Jisong, Chen, Li, Cui, Xiuqi, Ding, Yan, Feng, Siyuan, Gao, Shenyuan, He, Xindong, Huang, Xu, Jiang, Shu, Jiang, Yuxin, Jing, Cheng, Li, Hongyang, Li, Jialu, Liu, Chiming, Liu, Yi, Lu, Yuxiang, Luo, Jianlan, Luo, Ping, Mu, Yao, Niu, Yuehan, Pan, Yixuan, Pang, Jiangmiao, Qiao, Yu, Ren, Guanghui, Ruan, Cheng, Shan, Jiaqi, Shen, Yongjian, Shi, Chengshi, Shi, Mingkang, Shi, Modi, Sima, Chonghao, Song, Jianheng, Wang, Huijie, Wang, Wenhao, Wei, Dafeng, Xie, Chengen, Xu, Guo, Yan, Junchi, Yang, Cunbiao, Yang, Lei, Yang, Shukai, Yao, Maoqing, Zeng, Jia, Zhang, Chi, Zhang, Qinglin, Zhao, Bin, Zhao, Chengyue, Zhao, Jiaqi, Zhu, Jianchao

arXiv.org Artificial Intelligence 

We explore how scalable robot data can address real-world challenges for generalized robotic manipulation. Introducing AgiBot World, a large-scale platform comprising over 1 million trajectories across 217 tasks in five deployment scenarios, we achieve an order-of-magnitude increase in data scale compared to existing datasets. Accelerated by a standardized collection pipeline with human-in-the-loop verification, AgiBot World guarantees high-quality and diverse data distribution. It is extensible from grippers to dexterous hands and visuo-tactile sensors for fine-grained skill acquisition. Building on top of data, we introduce Genie Operator-1 (GO-1), a novel generalist policy that leverages latent action representations to maximize data utilization, demonstrating predictable performance scaling with increased data volume. Policies pre-trained on our dataset achieve an average performance improvement of 30% over those trained on Open X-Embodiment, both in in-domain and out-of-distribution scenarios. GO-1 exhibits exceptional capability in real-world dexterous and long-horizon tasks, achieving over 60% success rate on complex tasks and outperforming prior RDT approach by 32%. By open-sourcing the dataset, tools, and models, we aim to democratize access to large-scale, high-quality robot data, advancing the pursuit of scalable and general-purpose intelligence.

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