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MAI-Gym scales GUI agent evaluation and RL training to 20,000 environments

huggingface.co by Panrong Tong et al. Editor score 8/10

MAI-Gym unifies GUI evaluation, data collection, and online RL across mobile, computer, and web environments, supporting 20,000 parallel instances. Its 9B agent scores 78.4% on MobileWorld and 76.2% on OSWorld-Verified, making the platform and results useful for teams building GUI agents.

What
MAI-Gym is an open platform for GUI agent evaluation, data collection, and online RL training across mobile, computer, and web environments.
Method
A shared rollout pipeline supports consistent agent behavior across evaluation and training; the platform scales to 20,000 parallel environment instances.
Why it matters
The platform supports reproducible GUI-agent development with synthesized applications and tasks; its mocked train-ticketing app training also transferred to a real phone.
rollouts rollouts shared rolloutpipeline GUI agentevaluation online RLtraining
A shared rollout pipeline supports GUI agent evaluation and online RL training. Sketched from the article's own text.

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