Atria Dawn: The Dawn of Agentic Superintelligence
Published 16 Sept 2026arXiv:2609.15818
Updated 12 h ago · first seen 14 Sept 2026
paper_01M2J3WSBGWZ5E5BBYGDR4SQMB
Abstract
As AI agents become participants in the development of their successors, they reshape both the production of intelligence and the role of human researchers. We introduce Atria Dawn Preview, a foundation agentic language model designed for scientific research and engineering workflows, with the goal of expanding the frontier of agent productivity in the real world. This model is trained via a Verifiable Experience Pipeline that connects tool-mediated interactions to executable environments and externally verified outcomes. Across 16 benchmarks spanning real-world research, engineering, and digital work, Atria Dawn Preview is competitive with frontier agents and achieves the highest reported score on five of them. Beyond standalone performance, we examine the real research-and-development process behind this model as a case study of human--AI collaboration, analyzing 769 task records from 56 participants together with agent logs. When asked to evaluate completed tasks under comparable conditions, participants rated about one-third of completed AI-assisted tasks as infeasible without AI. More strikingly, agents frequently propose methods and implement revisions, while humans retain most final decisions and guide exploration through judgment and feedback. These observations indicate a shift from task-level execution to project-level partnership, with human effort concentrating on what is worth pursuing and how evidence should guide research. Progress toward more autonomous AI research must therefore advance both the capacity for discovery and the capacity for meaningful human oversight, preserving accountable human authority over the risks and direction of continued development.
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Atria Dawn: The Dawn of Agentic Superintelligence: published at changed from 2026-09-15T04:00:00+00:00 to 2026-09-16T04:00:00+00:00
Published15 Sept 2026→16 Sept 2026arxivAtria Dawn: The Dawn of Agentic Superintelligence: published at changed from 2026-09-14T00:00:00+00:00 to 2026-09-15T04:00:00+00:00
Published14 Sept 2026→15 Sept 2026arxivAtria Dawn: The Dawn of Agentic Superintelligence: authors changed from ["Alexander Lam", "Chengfeng Zhao", "Chenya Gu", "Ding Ha… to ["Aierpanjiang Simayi", "Alexander Lam", "Bing Shao", "Bi…
AuthorsAlexander Lam, Chengfeng Zhao, Chenya Gu, Ding Han, Feiyang Hao, Guanting Dong, Guoqiang Wang, Haijun Lv, Hao Xiang, Haodong Chen, Haoran Zhao, Haotan He, Honglin Guo, Jiabei Chen, Jiahang Lin, Jiahao Chen, Jiajie Jin, Jiayi Chen, Jie Hou, Junlin Shang, Kun Cai, Lizhi Cui, Qiming Ge, Qisheng Su, Qiye Cai, Rui Wang, Ruojun Zhou, Shihan Dou, Shuhao Xing, Tao Gui, Wanghan Xu, Xiaoyu Xing, Xin Deng, Xinchen Xie, Xinmeng Che, Xinyu Lu, Xinyu Yang, Xu Guo, Yajie Yang, Yanjiang Liu, Yi Dong, Yicheng Chen, Yicheng Zou, Yining Li, Youheng Dai, Yujia Chen, Yunhua Zhou, Yuyang Hu, Zhecan Wang, Zixian Huang→Aierpanjiang Simayi, Alexander Lam, Bing Shao, Binze Hu, Bo Li, Bowen Lai, Chengfeng Zhao, Chengjun Pan, Chenya Gu, Ding Han, Feiyang Hao, Guanting Dong, Guoqiang Wang, Haijun Lv, Hanchen Wang, Hao Xiang, Haodong Chen, Haoran Zhao, Haotan He, Honglin Guo, Houcheng Min, Huayu Sha, Huicheng Jiang, Huijie Lv, Jiabei Chen, Jiahang Lin, Jiahao Chen, Jiahao Kuang, Jiajie Jin, Jianmin Qian, Jiantao Qiu, Jianwen Luo, Jiaqiang Li, Jiaxiang Liu, Jiayang Shi, Jiayi Chen, Jiazhen Jiang, Jie Hou, Jifei Shan, Junhao Huang, Junlin Shang, Kun Cai, Lizhi Cui, Ningsheng Ma, Peng Li, Pengbo Wang, Qilong Li, Qiming Ge, Qisheng Su, Qiye Cai, Qiyuan Peng, Rui Wang, Ruojun Zhou, Shihan Dou, Shuainan Liu, Shufan Jiang, Shuhao Xing, Sirui Song, Tao Gui, Tong Liu, Wanghan Xu, Wanying Ren, Wenhui Tian, Wenzhe Tan, Xiaoxuan Peng, Xiaoyu Xing, Xin Deng, Xinchen Xie, Xinmeng Che, Xinyu Lu, Xinyu Yang, Xu Guo, Yajie Yang, Yang Shu, Yanjiang Liu, Yanyi Luo, Yi Dong, Yi Liu, Yicheng Chen, Yicheng Zou, Yiding Wang, Yining Li, Youheng Dai, Yuhui Wang, Yujia Chen, Yunhua Zhou, Yuxiao Song, Yuyang Hu, Zerun Ma, Zhe Sun, Zhecan Wang, Zhichao Sun, Zhiheng Xi, Zhongbo Tian, Zhonghang Lu, Zhuohui Sheng, Zhuoqun Li, Zijian Hu, Zixian Huang, Zixin ShangarxivNew paper: Atria Dawn: The Dawn of Agentic Superintelligence
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