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UI-Venus-2: A multimodal GUI agent for real-world digital automation

By PulseAugur Editorial · [2 sources] ·

Researchers have introduced UI-Venus-2, a novel multimodal GUI agent designed for digital task automation across mobile, web, and desktop platforms. This agent utilizes a unified closed-loop reasoning-action framework to overcome challenges in real-world deployment, such as limited environment coverage and unreliable reward verification. UI-Venus-2 expands its capabilities by increasing environment coverage to over 170 multilingual apps and native desktop operating systems, employing a deep-research pipeline for task instruction generation, and implementing robust trace-level and sample-level verification methods. The project also incorporates safety mechanisms for controlled action execution, aiming to provide a generalizable, verifiable, and open-source foundation for advanced agents. AI

IMPACT This development could lead to more capable and reliable digital automation tools across various platforms.

RANK_REASON The cluster describes a technical report published on arXiv detailing a new multimodal GUI agent.

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

UI-Venus-2: A multimodal GUI agent for real-world digital automation

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The cluster describes a technical report published on arXiv detailing a new multimodal GUI agent.
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COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Venus Team, Zhuohan Cai, Haoxing Chen, Jiaxuan Chen, Weizhi Chen, Changlong Gao, Zhangxuan Gu, Yuan Guo, Yusong Hu, Jianrong Jiang, Jianguo Li, Runze Li, Jinzhen Lin, Zhenyu Ma, Changhua Meng, Han Peng, Xinyu Qiu, Shuheng Shen, Zhongyi Shui, Weiqiang Wan… ·

    UI-Venus-2 Technical Report

    arXiv:2609.00028v1 Announce Type: new Abstract: Multimodal GUI agents have emerged as a promising paradigm for digital task automation, yet transitioning from benchmark-oriented models to dependable real-world applications remains challenging due to limited environment coverage, …

  2. Hugging Face Daily Papers TIER_1 English(EN) ·

    UI-Venus-2 Technical Report

    UI-Venus-2 is a general-purpose multimodal GUI agent that uses unified reasoning-action loops, expanded environment coverage, and robust verification to enable reliable real-world digital automation.

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