pith:5TJKCSB7

Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale

Ang Li, Ben Liu, BinBin Hu, Bing Li, Bin Han, Bin Hu, Bin Jing, Cai Chen, Caizhi Tang, Changxin Tian, Chao Huang, Chao Zhang, Chengfu Tang, Chengyao Wen, Chen Liang, Chen Qian, Chilin Fu, Chunwei Wu, Cong Zhang, Cunyin Peng, Daixin Wang, Dalong Zhang, Deng Zhao, Dingnan Jin, Dingyuan Zhu, Donghao Zhang, Fangzheng Zhao, Fan Yuan, Fanzhuang Meng, Feifan Wu, Fengbin Fang, Feng Xu, Gangshan Wang, Guodong Yang, Hailin Zhao, Haitao Wang, Haitao Zhang, Hanxiao Zhang, Hanzi Wang, Hao Dai, Hao Liu, Hao Qian, Hao Wu, Haoxiong Liu, Haoyu Xu, Heng Zhang, Hongliang Zhang, Hong Liu, Hongrui Liu, Hongxun Li, Hongzhi Ruan, Huaidong Xiong, Huihuang Zheng, Huikang Tang, Jia Guo, Jia Li, Jia Liu, Jiameng Wang, Jiaming Liu, Jiannan Shi, Jianping Wei, Jiaolong Yang, Jiapeng Wang, Jie Gao, Jie Wang, Jiewei Wu, Jinjing Huang, Jinjin Li, Jinquan Sun, Jin Yang, Jinyao Chen, Juanhui Tu, Junjie Ou, Jun Liu, Jun Mei, Junnan Sipan, Junpeng Fang, Jun Xu, Jun Zhou, Kaihong Zhang, Kaiqin Hu, Ke Shi, Kuan Xu, Kunlong Chen, Kun Tang, Lanyin Mei, Lei Chen, Lei Liang, Lei Xu, Liangcheng Fu, Liang Jiang, Lihui Zhang, Linfeng Shi, Lintao Ma, Li Tang, Liyuan Liu, Longfei Li, Longfei Zheng, Lu Liu, Lu Yu, Man Li, Meiqi Zhu, Mengjie Gao, Meng Li, Mengshu Sun, Mingming Yin, Mingyang Zhang, Mingyuan Fan, Nuo Xu, Pan Tang, Peijie Jiang, Peilong Zhao, Peng Lin, Pingping Liu, Qiang Cheng, Qianggang Cao, Qian Zhao, Qiaoben Bao, Qing Cui, Qingyuan Yang, Qitao Shi, Qiyin Huang, Qizheng Zhou, Qi Zuo, Quan Wan, Runyuan Zhao, Shaomian Zheng, Shaowei Wei, Shengnan Zhang, Shuaicheng Li, Shujie Li, Shuo Zhang, Sikang Bian, Tianchu Yao, Tiange Xu, Tianshu Wang, Ting Guo, Tinghao Wang, Tingwei Huang, Tongkai Yang, Tong Zhao, Wang Hong, Wanli Gu, Weichang Wu, Weiguang Han, Wei Lu, Weiquan Li, Wenbo Shen, Wenjing Fang, Wenzhi Tang, Xiang Shu, Xiaodong Yan, Xiaolu Zhang, Xiaopei Wan, Xiao Shi, Xiaqing Sun, Xingyu Lu, Xinxing Yang, Xinyao Tang, Xinyu Kong, Xinyu Liu, Xin Zhao, Xiong Xu, Xuan Sun, Xudong Han, Xudong Wang, Xujie Shen, Yalin Zhang, Yangyang Hou, Yankun Ren, Yao Zhao, Ye Chen, Yeyang Chen, Yibo Cao, Yifan Zuo, Yijie Chen, Yingjie Song, Ying Li, Yingxue Li, Yiqi Wang, Yixuan Sun, Yizhu Xiao, Yongfei Xu, Yuchen Fang, Yue Gao, Yue Yu, Yue Zhang, Yu Liu, Yuqi Zhang, Yuxiao He, Yuxiao Lu, Yuxin Tian, Yuxuan Li, Yuzhuo Fu, Zhankai Xu, Zhaoxin Huan, Zhenduo Zhang, Zhengke Gui, Zhengyu Huang, Zhenjun Ma, Zhenxuan Pan, Zheping Qu, Zhibo Zhu, Zhidong Fan, Zhigang Huangfu, Zhihao Wang, Zhiqiang Zhang, Zhizhen Liu, Zhuyan Zhou, Zibin Lin, Zihang Zeng, Zihao Wang, Zilong Wang, Ziqi Liu, Zitao Xuan, Zixuan Cheng, Zujie Wen, Zuoli Tang

arxiv:2606.15079 v1 · 2026-06-13 · cs.CL · cs.AI

\usepackage{pith}
\pithnumber{5TJKCSB7AHZFR2BUVZ2ZM5TUN7}Copy

Record completeness

curl -sH 'Accept: application/ld+json' https://pith.science/pith/5TJKCSB7AHZFR2BUVZ2ZM5TUN7 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: ecd2a1483f01f258e834ae759676746fc9d8cf930a6b65aa5f12262100e70297

{
  "metadata": {
    "abstract_canon_sha256": "313a097af0dc7423f2b8e6a9a01cf8a80920a3c649222efd45679c77fbd4b3c9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-13T03:21:49Z",
    "title_canon_sha256": "911be3bb8de3334734f296b55cc306cb1915f145e01e37ac6ca33ff0bc7f7808"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.15079",
    "kind": "arxiv",
    "version": 1
  }
}