AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems
About
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.
Related benchmarks
| Task | Dataset | Result | Rank | |
|---|---|---|---|---|
| Robot Manipulation | LIBERO | Goal Achievement93.6 | 700 | |
| Robotic Manipulation | LIBERO-Plus | Average Score42.9 | 107 | |
| Robot Manipulation | LIBERO Object | Success Rate97.4 | 70 | |
| Robotic Manipulation | LIBERO Long | Success Rate89.3 | 44 | |
| Robot Manipulation | LIBERO Average | Success Rate94.7 | 26 | |
| Robot Manipulation | LIBERO Spatial | Success Rate96.3 | 21 | |
| Robot Manipulation | LIBERO Goal | Success Rate95.6 | 21 | |
| Robot Manipulation | AgiBot-G1 DrawerStore | Success Rate5.3 | 7 | |
| Robot Manipulation | AgiBot-G1 BottlePlace | Success Rate47.3 | 7 | |
| Robot Manipulation | AgiBot-G1 ShelfSort | Success Rate34 | 7 |