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Scaling computer-use agents from individual actions to complex software work requires experience that connects decisions to complete outcomes. We present NorthCUA, an integrated system for turbocharging computer-use agents through experience at scale. Its Experience Flywheel supplies diverse executable tasks to the Nor
阅读原文 · Chaoyun Zhang, Bingxuan Li, Pinxue Guo, Yangfan Gao, Zikun Cai, Tianci Xie, Hui Li, Yuqi Huang, Yifei Cao, Bo Mao, Tian Tang, Qichang Zheng, Tongtong Liu, Xiaoxing Wang, Jinxiu Liu, Lizhi Lin, Zhou Shao, Maosen Zhou, Miao Zheng, Shuo Zhang, Yangji He, Kepeng Lei, Ning Zhao, Wei Shen, Zhenjiang Jin, Xinyue Zhang, Peng Sun, Zhenhua Han, Rui Zheng, Hang Yan
向阳乔木 · opencode-go/deepseek-v4.1-flash
Hugging Face 上这篇 NorthCUA 技术报告，值得做计算机使用智能体（Computer-Use Agent）的团队花时间看。它讨论的问题很实际：怎么让智能体从“会点一个按钮”走到“能完成一整套软件工作”。摘要里给出的答案是一套把任务生成、长程执行、轨迹筛选、技能积累和强化学习串起来的系统。 我更关心它提出的“经验飞轮”。多数 GUI 智能体工...