Qwen 团队发了 UI-Agent，一个模型统一手机、电脑、网页操作，移动端跑分超 Opus 4.8，还能插命令行，挺能打。
Qwen-UI-Agent 是覆盖移动、电脑、网页和 DeepSearch 环境的 GUI 智能体，结合沙盒环境与真实设备移动运行时。其统一动作空间支持 GUI 操作与 CLI 执行交错，并可在单次模型回合中生成批量动作。AutoResearch 数据飞轮用智能体构建任务与环境，在线强化学习支持超过 100 步轨迹，在超过 10,000 个并发环境中训练。在基准测试中，移动端达到 MobileWorld 82.1%、MobileWorld-Real 92.2%、AndroidDaily 97.5%；电脑端 OSWorld-Verified 79.5%、WebArena 73.6%。
Qwen-UI-Agent Technical Report: Toward Next-Generation Real-World Centric Foundation GUI Agents
GUI agents have the potential to become a general purpose executor over existing digital devices. To advance them toward real-world use, we envision agents that operate reliably on real devices, execute workflows across platforms, combine GUI interaction with CLI execution, complete long-horizon tasks, proactively initiate useful services, and autonomously improve their capabilities with minimal human effort. Guided by this vision, we present Qwen-UI-Agent, a real-world centric foundation GUI agent spanning mobile, computer-use, web, and DeepSearch environments. Qwen-UI-Agent combines diverse sandbox environments with a large-scale real-device mobile runtime. Its unified action space interleaves GUI operations with CLI execution and generates batched actions in a single model turn. An AutoResearch-style data flywheel uses agents to construct tasks and environments, diagnose failures, and plan subsequent iterations. Online RL supports training on trajectories exceeding 100 turns, with over 10,000 concurrent environments accelerating rollout. A lightweight harness layer supports proactive service initiation and stateful workflows across mobile and computer. Across a broad suite of evaluations, Qwen-UI-Agent sets state-of-the-art performance on mobile-use benchmarks while delivering competitive performance on computer- and browser-use tasks against frontier models, including Opus 4.8, Gemini 3.1 Pro, and GPT-5.6 Sol. On mobile use, it achieves 82.1% on MobileWorld, 92.2% on MobileWorld-Real, and 97.5% on AndroidDaily. On computer use, it achieves 79.5% on OSWorld-Verified and a 40.0% partial-progress score on OSWorld-v2. On browser use and GUI grounding, it achieves 73.6% on WebArena and 81.5% on ScreenSpot-Pro, respectively.