‹ back to 2026-07-30

Qwen-UI-Agent Technical Report: Toward Next-Generation Real-World Centric Foundation GUI Agents

arXiv cs.AI LLM Agents Hanzhang Zhou, Panrong Tong, Xu Zhang, Quyu Kong, Chenglin Cai, Tianyu Xia, Gongjie Zhang, Jianan Zhang, Long Li, Long Chen, Lei Wang, Gaole Dai, Pengxiang Li, Liangyu Chen, Yue Wang, Steven Hoi 2026-07-30

TL;DR - Qwen-UI-Agent is a foundation GUI agent designed for long-running, cross-platform workflows spanning mobile, desktop, web, DeepSearch, and CLI tools. It reports state-of-the-art mobile benchmark results and competitive computer- and browser-use performance.

A unified action space interleaves GUI and CLI operations and supports multiple actions per model turn.
An AutoResearch-style data flywheel constructs tasks and environments, diagnoses failures, and plans improvements.
Online reinforcement learning handles trajectories exceeding 100 turns, using more than 10,000 concurrent rollout environments.
Reported scores include 92.2% on MobileWorld-Real, 79.5% on OSWorld-Verified, and 73.6% on WebArena.

view merged work →