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Main Authors:	GLM-5-Team, :, Zeng, Aohan, Lv, Xin, Hou, Zhenyu, Du, Zhengxiao, Zheng, Qinkai, Chen, Bin, Yin, Da, Ge, Chendi, Huang, Chenghua, Xie, Chengxing, Zhu, Chenzheng, Yin, Congfeng, Wang, Cunxiang, Pan, Gengzheng, Zeng, Hao, Zhang, Haoke, Wang, Haoran, Chen, Huilong, Zhang, Jiajie, Jiao, Jian, Guo, Jiaqi, Wang, Jingsen, Du, Jingzhao, Wu, Jinzhu, Wang, Kedong, Li, Lei, Fan, Lin, Zhong, Lucen, Liu, Mingdao, Zhao, Mingming, Du, Pengfan, Dong, Qian, Lu, Rui, Shuang-Li, Cao, Shulin, Liu, Song, Jiang, Ting, Chen, Xiaodong, Zhang, Xiaohan, Huang, Xuancheng, Dong, Xuezhen, Xu, Yabo, Wei, Yao, An, Yifan, Niu, Yilin, Zhu, Yitong, Wen, Yuanhao, Cen, Yukuo, Bai, Yushi, Qiao, Zhongpei, Wang, Zihan, Wang, Zikang, Zhu, Zilin, Liu, Ziqiang, Li, Zixuan, Wang, Bojie, Wen, Bosi, Huang, Can, Cai, Changpeng, Yu, Chao, Li, Chen, Hu, Chengwei, Zhang, Chenhui, Zhang, Dan, Lin, Daoyan, Yang, Dayong, Wang, Di, Ai, Ding, Zhu, Erle, Yi, Fangzhou, Chen, Feiyu, Wen, Guohong, Sun, Hailong, Zhao, Haisha, Hu, Haiyi, Zhang, Hanchen, Liu, Hanrui, Zhang, Hanyu, Peng, Hao, Tai, Hao, Zhang, Haobo, Liu, He, Wang, Hongwei, Yan, Hongxi, Ge, Hongyu, Liu, Huan, Chu, Huanpeng, Zhao, Jia'ni, Wang, Jiachen, Zhao, Jiajing, Ren, Jiamin, Wang, Jiapeng, Zhang, Jiaxin, Gui, Jiayi, Zhao, Jiayue, Li, Jijie, An, Jing, Li, Jing, Yuan, Jingwei, Du, Jinhua, Liu, Jinxin, Zhi, Junkai, Duan, Junwen, Zhou, Kaiyue, Wei, Kangjian, Wang, Ke, Luo, Keyun, Zhang, Laiqiang, Sha, Leigang, Xu, Liang, Wu, Lindong, Ding, Lintao, Chen, Lu, Li, Minghao, Lin, Nianyi, Ta, Pan, Zou, Qiang, Song, Rongjun, Yang, Ruiqi, Tu, Shangqing, Yang, Shangtong, Wu, Shaoxiang, Zhang, Shengyan, Li, Shijie, Li, Shuang, Fan, Shuyi, Qin, Wei, Tian, Wei, Zhang, Weining, Yu, Wenbo, Liang, Wenjie, Kuang, Xiang, Cheng, Xiangmeng, Li, Xiangyang, Yan, Xiaoquan, Hu, Xiaowei, Ling, Xiaoying, Fan, Xing, Xia, Xingye, Zhang, Xinyuan, Zhang, Xinze, Pan, Xirui, Zou, Xu, Zhang, Xunkai, Liu, Yadi, Wu, Yandong, Li, Yanfu, Wang, Yidong, Zhu, Yifan, Tan, Yijun, Zhou, Yilin, Pan, Yiming, Zhang, Ying, Su, Yinpei, Geng, Yipeng, Yan, Yong, Tan, Yonglin, Bi, Yuean, Shen, Yuhan, Yang, Yuhao, Li, Yujiang, Liu, Yunan, Wang, Yunqing, Li, Yuntao, Wu, Yurong, Zhang, Yutao, Duan, Yuxi, Zhang, Yuxuan, Liu, Zezhen, Jiang, Zhengtao, Yan, Zhenhe, Zhang, Zheyu, Wei, Zhixiang, Chen, Zhuo, Feng, Zhuoer, Yao, Zijun, Chai, Ziwei, Wang, Ziyuan, Zhang, Zuzhou, Xu, Bin, Huang, Minlie, Wang, Hongning, Li, Juanzi, Dong, Yuxiao, Tang, Jie
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Computation and Language
Online Access:	https://arxiv.org/abs/2602.15763
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_version_	1866910031007449088
author	GLM-5-Team : Zeng, Aohan Lv, Xin Hou, Zhenyu Du, Zhengxiao Zheng, Qinkai Chen, Bin Yin, Da Ge, Chendi Huang, Chenghua Xie, Chengxing Zhu, Chenzheng Yin, Congfeng Wang, Cunxiang Pan, Gengzheng Zeng, Hao Zhang, Haoke Wang, Haoran Chen, Huilong Zhang, Jiajie Jiao, Jian Guo, Jiaqi Wang, Jingsen Du, Jingzhao Wu, Jinzhu Wang, Kedong Li, Lei Fan, Lin Zhong, Lucen Liu, Mingdao Zhao, Mingming Du, Pengfan Dong, Qian Lu, Rui Shuang-Li Cao, Shulin Liu, Song Jiang, Ting Chen, Xiaodong Zhang, Xiaohan Huang, Xuancheng Dong, Xuezhen Xu, Yabo Wei, Yao An, Yifan Niu, Yilin Zhu, Yitong Wen, Yuanhao Cen, Yukuo Bai, Yushi Qiao, Zhongpei Wang, Zihan Wang, Zikang Zhu, Zilin Liu, Ziqiang Li, Zixuan Wang, Bojie Wen, Bosi Huang, Can Cai, Changpeng Yu, Chao Li, Chen Hu, Chengwei Zhang, Chenhui Zhang, Dan Lin, Daoyan Yang, Dayong Wang, Di Ai, Ding Zhu, Erle Yi, Fangzhou Chen, Feiyu Wen, Guohong Sun, Hailong Zhao, Haisha Hu, Haiyi Zhang, Hanchen Liu, Hanrui Zhang, Hanyu Peng, Hao Tai, Hao Zhang, Haobo Liu, He Wang, Hongwei Yan, Hongxi Ge, Hongyu Liu, Huan Chu, Huanpeng Zhao, Jia'ni Wang, Jiachen Zhao, Jiajing Ren, Jiamin Wang, Jiapeng Zhang, Jiaxin Gui, Jiayi Zhao, Jiayue Li, Jijie An, Jing Li, Jing Yuan, Jingwei Du, Jinhua Liu, Jinxin Zhi, Junkai Duan, Junwen Zhou, Kaiyue Wei, Kangjian Wang, Ke Luo, Keyun Zhang, Laiqiang Sha, Leigang Xu, Liang Wu, Lindong Ding, Lintao Chen, Lu Li, Minghao Lin, Nianyi Ta, Pan Zou, Qiang Song, Rongjun Yang, Ruiqi Tu, Shangqing Yang, Shangtong Wu, Shaoxiang Zhang, Shengyan Li, Shijie Li, Shuang Fan, Shuyi Qin, Wei Tian, Wei Zhang, Weining Yu, Wenbo Liang, Wenjie Kuang, Xiang Cheng, Xiangmeng Li, Xiangyang Yan, Xiaoquan Hu, Xiaowei Ling, Xiaoying Fan, Xing Xia, Xingye Zhang, Xinyuan Zhang, Xinze Pan, Xirui Zou, Xu Zhang, Xunkai Liu, Yadi Wu, Yandong Li, Yanfu Wang, Yidong Zhu, Yifan Tan, Yijun Zhou, Yilin Pan, Yiming Zhang, Ying Su, Yinpei Geng, Yipeng Yan, Yong Tan, Yonglin Bi, Yuean Shen, Yuhan Yang, Yuhao Li, Yujiang Liu, Yunan Wang, Yunqing Li, Yuntao Wu, Yurong Zhang, Yutao Duan, Yuxi Zhang, Yuxuan Liu, Zezhen Jiang, Zhengtao Yan, Zhenhe Zhang, Zheyu Wei, Zhixiang Chen, Zhuo Feng, Zhuoer Yao, Zijun Chai, Ziwei Wang, Ziyuan Zhang, Zuzhou Xu, Bin Huang, Minlie Wang, Hongning Li, Juanzi Dong, Yuxiao Tang, Jie
author_facet	GLM-5-Team : Zeng, Aohan Lv, Xin Hou, Zhenyu Du, Zhengxiao Zheng, Qinkai Chen, Bin Yin, Da Ge, Chendi Huang, Chenghua Xie, Chengxing Zhu, Chenzheng Yin, Congfeng Wang, Cunxiang Pan, Gengzheng Zeng, Hao Zhang, Haoke Wang, Haoran Chen, Huilong Zhang, Jiajie Jiao, Jian Guo, Jiaqi Wang, Jingsen Du, Jingzhao Wu, Jinzhu Wang, Kedong Li, Lei Fan, Lin Zhong, Lucen Liu, Mingdao Zhao, Mingming Du, Pengfan Dong, Qian Lu, Rui Shuang-Li Cao, Shulin Liu, Song Jiang, Ting Chen, Xiaodong Zhang, Xiaohan Huang, Xuancheng Dong, Xuezhen Xu, Yabo Wei, Yao An, Yifan Niu, Yilin Zhu, Yitong Wen, Yuanhao Cen, Yukuo Bai, Yushi Qiao, Zhongpei Wang, Zihan Wang, Zikang Zhu, Zilin Liu, Ziqiang Li, Zixuan Wang, Bojie Wen, Bosi Huang, Can Cai, Changpeng Yu, Chao Li, Chen Hu, Chengwei Zhang, Chenhui Zhang, Dan Lin, Daoyan Yang, Dayong Wang, Di Ai, Ding Zhu, Erle Yi, Fangzhou Chen, Feiyu Wen, Guohong Sun, Hailong Zhao, Haisha Hu, Haiyi Zhang, Hanchen Liu, Hanrui Zhang, Hanyu Peng, Hao Tai, Hao Zhang, Haobo Liu, He Wang, Hongwei Yan, Hongxi Ge, Hongyu Liu, Huan Chu, Huanpeng Zhao, Jia'ni Wang, Jiachen Zhao, Jiajing Ren, Jiamin Wang, Jiapeng Zhang, Jiaxin Gui, Jiayi Zhao, Jiayue Li, Jijie An, Jing Li, Jing Yuan, Jingwei Du, Jinhua Liu, Jinxin Zhi, Junkai Duan, Junwen Zhou, Kaiyue Wei, Kangjian Wang, Ke Luo, Keyun Zhang, Laiqiang Sha, Leigang Xu, Liang Wu, Lindong Ding, Lintao Chen, Lu Li, Minghao Lin, Nianyi Ta, Pan Zou, Qiang Song, Rongjun Yang, Ruiqi Tu, Shangqing Yang, Shangtong Wu, Shaoxiang Zhang, Shengyan Li, Shijie Li, Shuang Fan, Shuyi Qin, Wei Tian, Wei Zhang, Weining Yu, Wenbo Liang, Wenjie Kuang, Xiang Cheng, Xiangmeng Li, Xiangyang Yan, Xiaoquan Hu, Xiaowei Ling, Xiaoying Fan, Xing Xia, Xingye Zhang, Xinyuan Zhang, Xinze Pan, Xirui Zou, Xu Zhang, Xunkai Liu, Yadi Wu, Yandong Li, Yanfu Wang, Yidong Zhu, Yifan Tan, Yijun Zhou, Yilin Pan, Yiming Zhang, Ying Su, Yinpei Geng, Yipeng Yan, Yong Tan, Yonglin Bi, Yuean Shen, Yuhan Yang, Yuhao Li, Yujiang Liu, Yunan Wang, Yunqing Li, Yuntao Wu, Yurong Zhang, Yutao Duan, Yuxi Zhang, Yuxuan Liu, Zezhen Jiang, Zhengtao Yan, Zhenhe Zhang, Zheyu Wei, Zhixiang Chen, Zhuo Feng, Zhuoer Yao, Zijun Chai, Ziwei Wang, Ziyuan Zhang, Zuzhou Xu, Bin Huang, Minlie Wang, Hongning Li, Juanzi Dong, Yuxiao Tang, Jie
contents	We present GLM-5, a next-generation foundation model designed to transition the paradigm of vibe coding to agentic engineering. Building upon the agentic, reasoning, and coding (ARC) capabilities of its predecessor, GLM-5 adopts DSA to significantly reduce training and inference costs while maintaining long-context fidelity. To advance model alignment and autonomy, we implement a new asynchronous reinforcement learning infrastructure that drastically improves post-training efficiency by decoupling generation from training. Furthermore, we propose novel asynchronous agent RL algorithms that further improve RL quality, enabling the model to learn from complex, long-horizon interactions more effectively. Through these innovations, GLM-5 achieves state-of-the-art performance on major open benchmarks. Most critically, GLM-5 demonstrates unprecedented capability in real-world coding tasks, surpassing previous baselines in handling end-to-end software engineering challenges. Code, models, and more information are available at https://github.com/zai-org/GLM-5.
format	Preprint
id	arxiv_https___arxiv_org_abs_2602_15763
institution	arXiv
publishDate	2026
record_format	arxiv
spellingShingle	GLM-5: from Vibe Coding to Agentic Engineering GLM-5-Team : Zeng, Aohan Lv, Xin Hou, Zhenyu Du, Zhengxiao Zheng, Qinkai Chen, Bin Yin, Da Ge, Chendi Huang, Chenghua Xie, Chengxing Zhu, Chenzheng Yin, Congfeng Wang, Cunxiang Pan, Gengzheng Zeng, Hao Zhang, Haoke Wang, Haoran Chen, Huilong Zhang, Jiajie Jiao, Jian Guo, Jiaqi Wang, Jingsen Du, Jingzhao Wu, Jinzhu Wang, Kedong Li, Lei Fan, Lin Zhong, Lucen Liu, Mingdao Zhao, Mingming Du, Pengfan Dong, Qian Lu, Rui Shuang-Li Cao, Shulin Liu, Song Jiang, Ting Chen, Xiaodong Zhang, Xiaohan Huang, Xuancheng Dong, Xuezhen Xu, Yabo Wei, Yao An, Yifan Niu, Yilin Zhu, Yitong Wen, Yuanhao Cen, Yukuo Bai, Yushi Qiao, Zhongpei Wang, Zihan Wang, Zikang Zhu, Zilin Liu, Ziqiang Li, Zixuan Wang, Bojie Wen, Bosi Huang, Can Cai, Changpeng Yu, Chao Li, Chen Hu, Chengwei Zhang, Chenhui Zhang, Dan Lin, Daoyan Yang, Dayong Wang, Di Ai, Ding Zhu, Erle Yi, Fangzhou Chen, Feiyu Wen, Guohong Sun, Hailong Zhao, Haisha Hu, Haiyi Zhang, Hanchen Liu, Hanrui Zhang, Hanyu Peng, Hao Tai, Hao Zhang, Haobo Liu, He Wang, Hongwei Yan, Hongxi Ge, Hongyu Liu, Huan Chu, Huanpeng Zhao, Jia'ni Wang, Jiachen Zhao, Jiajing Ren, Jiamin Wang, Jiapeng Zhang, Jiaxin Gui, Jiayi Zhao, Jiayue Li, Jijie An, Jing Li, Jing Yuan, Jingwei Du, Jinhua Liu, Jinxin Zhi, Junkai Duan, Junwen Zhou, Kaiyue Wei, Kangjian Wang, Ke Luo, Keyun Zhang, Laiqiang Sha, Leigang Xu, Liang Wu, Lindong Ding, Lintao Chen, Lu Li, Minghao Lin, Nianyi Ta, Pan Zou, Qiang Song, Rongjun Yang, Ruiqi Tu, Shangqing Yang, Shangtong Wu, Shaoxiang Zhang, Shengyan Li, Shijie Li, Shuang Fan, Shuyi Qin, Wei Tian, Wei Zhang, Weining Yu, Wenbo Liang, Wenjie Kuang, Xiang Cheng, Xiangmeng Li, Xiangyang Yan, Xiaoquan Hu, Xiaowei Ling, Xiaoying Fan, Xing Xia, Xingye Zhang, Xinyuan Zhang, Xinze Pan, Xirui Zou, Xu Zhang, Xunkai Liu, Yadi Wu, Yandong Li, Yanfu Wang, Yidong Zhu, Yifan Tan, Yijun Zhou, Yilin Pan, Yiming Zhang, Ying Su, Yinpei Geng, Yipeng Yan, Yong Tan, Yonglin Bi, Yuean Shen, Yuhan Yang, Yuhao Li, Yujiang Liu, Yunan Wang, Yunqing Li, Yuntao Wu, Yurong Zhang, Yutao Duan, Yuxi Zhang, Yuxuan Liu, Zezhen Jiang, Zhengtao Yan, Zhenhe Zhang, Zheyu Wei, Zhixiang Chen, Zhuo Feng, Zhuoer Yao, Zijun Chai, Ziwei Wang, Ziyuan Zhang, Zuzhou Xu, Bin Huang, Minlie Wang, Hongning Li, Juanzi Dong, Yuxiao Tang, Jie Machine Learning Computation and Language We present GLM-5, a next-generation foundation model designed to transition the paradigm of vibe coding to agentic engineering. Building upon the agentic, reasoning, and coding (ARC) capabilities of its predecessor, GLM-5 adopts DSA to significantly reduce training and inference costs while maintaining long-context fidelity. To advance model alignment and autonomy, we implement a new asynchronous reinforcement learning infrastructure that drastically improves post-training efficiency by decoupling generation from training. Furthermore, we propose novel asynchronous agent RL algorithms that further improve RL quality, enabling the model to learn from complex, long-horizon interactions more effectively. Through these innovations, GLM-5 achieves state-of-the-art performance on major open benchmarks. Most critically, GLM-5 demonstrates unprecedented capability in real-world coding tasks, surpassing previous baselines in handling end-to-end software engineering challenges. Code, models, and more information are available at https://github.com/zai-org/GLM-5.
title	GLM-5: from Vibe Coding to Agentic Engineering
topic	Machine Learning Computation and Language
url	https://arxiv.org/abs/2602.15763

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