Qwen-CUA: Native Computer Use for (almost) Everything
- Published
- Source
- arXiv
- Paper number
- 812
- Field
- Machine Learning
- arXiv ID
- 2608.02352
Key points
- We trained a native computer-use agent that controls the keyboard and mouse from screenshots only, using a 397B-A17B MoE.
- It keeps up to 20 screenshots and groups older ones into blocks to improve KV-cache efficiency.
- We ran large-scale reinforcement learning with about 100,000 vCPUs, 40,000 verified tasks, and tens of thousands of concurrent environments.
- It consistently outperformed Qwen3.7 across eight benchmarks, with 86.2% on OSWorld-Verified.
- It also improved safety by reducing attack success rate from 36.6% to 16.4%.
Paper links
External research summaries. These are not HDATF publications or measured product results.