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UI-Venus-2 Technical Report

A source-linked brief with the contributions attached to it.

UI-Venus-2 Technical Report

The report introduces UI-Venus-2, a foundation GUI agent capable of handling mobile, web, and desktop tasks through a closed-loop reasoning-action loop. It expands environmental coverage to over 170 multilingual apps and native OSs, and uses a deep-research pipeline to generate function-grounded instructions.

For verification, the approach employs trace-level and sample-level evaluators with visual keypoints and multi-model voting to provide reliable RL signals. Safety-aware mechanisms are integrated to ensure controlled execution of consequential actions, aiming for deployable, verifiable performance.

Why it matters: By broadening environments and refining verification, UI-Venus-2 moves toward more reliable real-world GUI automation. The safety and open-source emphasis support practical deployment and community-driven improvement.

Primary source: cs.AI updates on arXiv.orgOpen source ↗

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