Hugging Face, BitRobot Network, EAIC, and DJiafei's MAGIC Lab at NUS are the founding partners behind the initiative, which offers access to 100+ robots—including Unitree G1s, LeRobot SO-101s, i2rt YAMs, Franka arms, and Frodobots Earth Rovers—across 140+ in-the-wild scenes. Two eval tracks cover zero-shot open-world performance and fine-tuned performance on fixed open-source datasets. Across 20,000+ runs, policy rankings varied by task and robot. Five VLAs and three frontier models were tested, with human evaluators judging results. All rollout data, including failures, is open-sourced, and 10,000 free evaluation hours are available to academic labs.

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