PhoneWorld: From Real-App Trajectories to Dynamic and Verifiable Environments for Phone-Use Agents

PhoneWorld is a reusable pipeline that converts real phone usage data into controllable environments for training and evaluation of phone-use agents. It recovers app structures from screenshots, builds mock apps with realistic state, and generates executable tasks and verifiers automatically. This shifts focus from building single benchmarks to scaling verifiable environments.

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