📰 News

• 2026-07 — 🎬 Launched the RealMobile Trajectory Viewer — a task-first replay of how all 16 models attempted each of the 100 tasks, step by step on real devices.
• 2026-06 — 🚀 Released the Xiaomi-GUI-0 technical report, code, and evaluation suites.
• 2026-06 — 🧪 Released RealMobile, a real-device benchmark across 14 live apps with sub-goal scoring.
• 2026-06 — 🌐 Launched the project page and the HuggingFace collection.

✨ What Is Xiaomi-GUI-0?

High benchmark scores do not reliably predict performance on real devices, where account states, permission dialogs, payment authentication, and risk-control mechanisms continually reshape the state distribution a GUI agent encounters. To close this gap, Xiaomi-GUI-0 is a native end-to-end multimodal GUI agent for real mobile environments, trained and evaluated within a real-device closed loop:

• 📱 Real-device-dominant infrastructure: hundreds of physical phones, tablets, and in-vehicle cockpits, complemented by sandboxes, so collection, training, and evaluation share one real-deployment distribution.
• 🔁 Error-driven data flywheel: failure trajectories from real rollouts are converted into corrected actions, reflective rationales, and recovery demonstrations.
• 🎯 Progressive three-stage training: SFT → Step RL → Agentic RL incrementally builds basic interface operation, long-horizon planning, and error recovery.
• 🧪 RealMobile benchmark: 100 real-device tasks across 14 live apps, scored by fine-grained sub-goals, with 57% spanning multiple applications.

📊 Main Results

Success: fraction of fully completed tasks; Progress: mean fraction of completed sub-goals per task.

🧪 The RealMobile Benchmark

RealMobile is built from real user traffic, hand-crafted for reproducible evaluation, and executed on physical devices against live applications rather than emulators. Each task is scored through fine-grained sub-goals that award partial credit, and most tasks span multiple applications.

🗂️ Repository Layout

The agent is shipped as a product and evaluated by two complementary benchmarks. Each directory has its own README with full setup and usage.

📚 Reference

If you find the resources in this repository helpful, please cite as:

@misc{cao2026xiaomigui0technicalreport,
      title={Xiaomi-GUI-0 Technical Report}, 
      author={Wanxia Cao and Chengzhen Duan and Pei Fu and Pengzhi Gao and Niu Lian and Fazhan Liu and Hui Liu and Heng Qu and Qinzhuo Wu and Zhehao Yu and Tongbo Chen and Shiqi Cui and Anan Du and Shukai Jia and Yuanfa Li and Wei Liu and Yike Liu and Wenchao Lu and Zhenbo Luo and Haoyuan Sun and Jiatong Sun and Cheng Tan and Yajie Wang and Changqiao Wu and Tao Xiong and Jiahui Yang and Yuxuan Yuan and Ruoceng Zhang and Shaojie Zhang and Jian Zhu and Jian Luan and Cong Zou},
      year={2026},
      eprint={2606.31410},
      archivePrefix={arXiv},
      primaryClass={cs.AI},
      url={https://arxiv.org/abs/2606.31410}, 
}