| title | Muse Glimmer 30B: An On-Device Agentic Model |
|---|---|
| authors | Arash Ebrahim Abtahizadeh, Muna Aghamelu, Adil Ahmed, Juan C. Angeles Acuna, Alexis Audran-Reiss, Asaf Avrahamy, Yoram Bachrach, Can Balioglu, Amar Budhiraja, Onur Çelebi, Gaurav Chaurasia, Joy Chen, Lynn Cherif, Lucia Cipolina-Kun, Gal Cohen, Timothée Darcet, Beto de Paola, Digant Desai, Sam Devlin, Derek Dunfield, Ivan Evtimov, Maryam Fazel-Zarandi, Rob Fergus, Jean-Christophe Gagnon-Audet, Grant Gardner, Bhavul Gauri, Paris Giampouras, Sujan Kumar Gonugondla, Antoine Grosnit, Young Han, Michael Hassid, Monuril Islam, Masoud Jalili Sabet, Songhao Jia, Narine Kokhlikyan, Svetlana Kurtsman, Sandra Lefdal, Chee Hau Leow, Noam Levi, Mike Lewis, Sanae Lotfi, Xiyang Luo, Despoina Magka, Saeed Mahloujifar, Neal Mangaokar, Ishita Mediratta, Alexander H. Miller, Hela Momand, Saba Nazir, Kelvin Niu, Mattia Opper, Parth Pathak, Alberto Pepe, Danielle Pintz, Mikhail Plekhanov, Sidhartha Reddy Potu, Anton Protopopov, Shengyi Qian, Shashank Rajput, Joseph Rocca, Scott Roy, Luca Sbordone, Amin Shakeri, Tatiana Shavrina, Michael Shvartsman, Ruan Silva, Anya Sims, Eric Michael Smith, Hugo Touvron, Mabel Ubong, Isabel Urrego, Yanzheng Xiang, Zhiyuan Yao, Alex Yarmula, He Ye, Jade Yu, Luke Zettlemoyer, Arman Zharmagambetov, Perpetua Fathima Ahlijah, Tremo Ahmed, Enrique Alfonseca, Pedram Bashiri, Nikolay Bashlykov, Aaron Berman, Rohith Bhatia, Siddharth Bhattacharya, Prashant Bhende, Chloe Bi, Shuchao Bi, Clement Anthonioz Blanc, Allen Bolourchi, Andrea Caciolai, Erica Cai, Xiang Tony Cao, Yue Cao, Andrew Caples, Jinzhao Chang, Lele Chen, Moya Chen, Weijie Chen, Wenhu Chen, Xiaobai Chen, Yinyin Chen, Zhengxing Chen, Wei Cheng, Pavel Chikulaev, Edward Chou, Sy Choudhury, Brian Clerkin, Marta R. Costa-jussà, Curtis Davis, Myra Deng, Dujian Ding, Hantian Ding, Shuangrui Ding, Jesse Dodge, Shweta Doshi, Shirin Eghtesadi, Faith Eischen, Athyu Eleti, Alex Fabbri, Han Fang, Paula Farani, Aiman Farooq, Christoph Feichtenhofer, Darius Feher, Amanda Felix, Carl Chengyan Fu, Sean Gahagan, Yifan Gao, Itai Gat, Akashdeep Goel, Ahuva Goldstand, Bo He, David Heineman, Dylan Herman, Irene Hjelt, Joonas Hjelt, Alexander Holz, Rui Hou, Annie Hu, Yuan-Ting Hu, Bernie Huang, Jing Huang, Kun Huang, Pere-Lluís Huguet Cabot, Ashley Hunter, Srinivasan Iyer, Somya Jain, Michael Jiang, Song Jiang, Wenwen Jiang, Lin Jin, Jacob Kahn, Melanie Kambadur, Yingxin Kang, Justine Kao, Stephane Kasriel, Hossein Kavianihamedani, Ameya Khandekar, Yash Khare, Gefen Kohavi, Kavya Kopparapu, Praveen Krishnan, Venu Kuchibhotla, Ananya Kumar, Leona Lan, Jack Lanchantin, Hunter Lang, Nikolay Pavlovich Laptev, Yuanzhi Li, Yunlu Li, Asad Liaqat, Johnson Lin, Runwei Lin, Zhichao Lin, Shaun Lindsay, Yaron Lipman, Frederick Liu, Mengchen Liu, Qiang Liu, Yinghai Lu, Yujie Lu, Christopher Luc, Faye Ma, Pingchuan Ma, Tengyu Ma, Wufei Ma, Xiaodong Ma, Damir Maksyutov, Josh Malone, Udeep Manchanda, Thomas Mann, Kalyani Marathe, Roberto-Rafael Maura-Rivero, Ruslan Mavlyutov, Thomas Mesnard, Julian Michael, Sagar Miglani, Todor Mihaylov, Naureen Mitha, Archi Mitra, Leo Mok, Naila Murray, Muthukumaravel Muthuraman, Mergen Nachin, Nese Demir Nalci, Saaketh Narayan, Alyssa Newcomb, Peter Ney, Joycelyn Ng, Devin Norder, Maxwell Nye, Rajvardhan Oak, Cody Ohlsen, Artidoro Pagnoni, Yi Pan, Nilesh Pandey, Guan Pang, Richard Yuanzhe Pang, Mahesh Pasupuleti, Parth Patel, Yash Patel, Vladan Petrovic, Norman Ponte, Yundi Qian, Zengyi Qin, Jack Rae, Emmanuel Ramirez, Ramya Raghavendra, Nikhila Ravi, Hongyu Ren, Riandy Riandy, Harrison Rudolph, Kalyan Saladi, Eduardo Sánchez, Karthik Abinav Sankararaman, Aman Shankar, Paresh Shenoy, Alana Shine, Hamid Shojanazeri, Iva Simon-Bubalo, Mitesh Kumar Singh, Tiffany Siqi, Pawan Sisodiya, Ali Sol, Sten Sootla, Leslie St. Pierre, DiJia Su, Suraj Subramanian, Brian Sun, Tony Sun, Zhiqing Sun, Natacha Supper, Jason Talpalar, Ellen Xiaoqing Tan, Liang Tan, Jean-Christophe Testud, Parth Thakkar, Joseph Tighe, Ty Toledano, T Tse, Igor Tufanov, Alex Vaughan, Josh Walters, Alex Wang, Bethany Wang, Meng Wang, Rocky Wang, Weiyue Wang, Xiaolan Wang, Xin Wang, Zijian Wang, Bram Wasti, Quentin Wellens, Yeming Wen, Mary Williamson, Yuncheng Wu, Fei Xia, Tian Xie, David Xu, Jacob Xu, Puxin Xu, Zheng Xu, Shen Yan, Megan Yang, Yining Yang, Nick Yannopoulos, Kevin Yao, Michihiro Yasunaga, Haoxuan You, Michael You, Dingli Yu, Tianhe Yu, Summer Yue, Xiang Yue, Shuwei Zeng, Hanwen Zha, Chen Zhang, Hongming Zhang, Kaiyu Zhang, Meng Zhang, Mingyang Zhang, Yi Zhang, Shengjia Zhao, Chao Zhou, Claire Zhou, Shuyan Zhou, Yanjun Zhou, Yaxuan Zhou, Rosalie Zhu, Yun Zhu |
| date | 2026-10-17 |
| venue | arXiv (preprint, not peer reviewed) |
| id | arXiv:2610.24628 |
| affiliation | Meta |
| upvotes | 18 (Hugging Face Daily Papers, 2026-11-01) |
| links | abs pdf hf |
| abstract | We introduce Muse Glimmer, an open-source 30B parameter causal language model with perception encoder, purpose-built for autonomous agentic tasks on consumer hardware. Muse Glimmer integrates multi-step reasoning, reliable tool use and failure recovery into a single model that runs locally on consumer devices without requiring cloud infrastructure. The model accepts text and image inputs and produces text outputs, was trained on data from over a hundred languages, and is quantized to approximately 4-bit precision for efficient single-GPU inference. Muse Glimmer achieves state-of-the-art performance for its size class on agentic benchmarks, setting a new standard compared to the models of its size: Gemma4-31B and Qwen3.6-27B on tool use, multi-step planning, and agentic task completion. We release the model under the Apache 2.0 license to foster open-source development of capable, safe, local AI agents. |
cite
@misc{abtahizadeh2026muse,
title={Muse Glimmer 30B: An On-Device Agentic Model},
author={Arash Ebrahim Abtahizadeh and Muna Aghamelu and Adil Ahmed and Juan C. Angeles Acuna and Alexis Audran-Reiss and Asaf Avrahamy and Yoram Bachrach and Can Balioglu and Amar Budhiraja and Onur Çelebi and Gaurav Chaurasia and Joy Chen and Lynn Cherif and Lucia Cipolina-Kun and Gal Cohen and Timothée Darcet and Beto de Paola and Digant Desai and Sam Devlin and Derek Dunfield and Ivan Evtimov and Maryam Fazel-Zarandi and Rob Fergus and Jean-Christophe Gagnon-Audet and Grant Gardner and Bhavul Gauri and Paris Giampouras and Sujan Kumar Gonugondla and Antoine Grosnit and Young Han and Michael Hassid and Monuril Islam and Masoud Jalili Sabet and Songhao Jia and Narine Kokhlikyan and Svetlana Kurtsman and Sandra Lefdal and Chee Hau Leow and Noam Levi and Mike Lewis and Sanae Lotfi and Xiyang Luo and Despoina Magka and Saeed Mahloujifar and Neal Mangaokar and Ishita Mediratta and Alexander H. Miller and Hela Momand and Saba Nazir and Kelvin Niu and Mattia Opper and Parth Pathak and Alberto Pepe and Danielle Pintz and Mikhail Plekhanov and Sidhartha Reddy Potu and Anton Protopopov and Shengyi Qian and Shashank Rajput and Joseph Rocca and Scott Roy and Luca Sbordone and Amin Shakeri and Tatiana Shavrina and Michael Shvartsman and Ruan Silva and Anya Sims and Eric Michael Smith and Hugo Touvron and Mabel Ubong and Isabel Urrego and Yanzheng Xiang and Zhiyuan Yao and Alex Yarmula and He Ye and Jade Yu and Luke Zettlemoyer and Arman Zharmagambetov and Perpetua Fathima Ahlijah and Tremo Ahmed and Enrique Alfonseca and Pedram Bashiri and Nikolay Bashlykov and Aaron Berman and Rohith Bhatia and Siddharth Bhattacharya and Prashant Bhende and Chloe Bi and Shuchao Bi and Clement Anthonioz Blanc and Allen Bolourchi and Andrea Caciolai and Erica Cai and Xiang Tony Cao and Yue Cao and Andrew Caples and Jinzhao Chang and Lele Chen and Moya Chen and Weijie Chen and Wenhu Chen and Xiaobai Chen and Yinyin Chen and Zhengxing Chen and Wei Cheng and Pavel Chikulaev and Edward Chou and Sy Choudhury and Brian Clerkin and Marta R. Costa-jussà and Curtis Davis and Myra Deng and Dujian Ding and Hantian Ding and Shuangrui Ding and Jesse Dodge and Shweta Doshi and Shirin Eghtesadi and Faith Eischen and Athyu Eleti and Alex Fabbri and Han Fang and Paula Farani and Aiman Farooq and Christoph Feichtenhofer and Darius Feher and Amanda Felix and Carl Chengyan Fu and Sean Gahagan and Yifan Gao and Itai Gat and Akashdeep Goel and Ahuva Goldstand and Bo He and David Heineman and Dylan Herman and Irene Hjelt and Joonas Hjelt and Alexander Holz and Rui Hou and Annie Hu and Yuan-Ting Hu and Bernie Huang and Jing Huang and Kun Huang and Pere-Lluís Huguet Cabot and Ashley Hunter and Srinivasan Iyer and Somya Jain and Michael Jiang and Song Jiang and Wenwen Jiang and Lin Jin and Jacob Kahn and Melanie Kambadur and Yingxin Kang and Justine Kao and Stephane Kasriel and Hossein Kavianihamedani and Ameya Khandekar and Yash Khare and Gefen Kohavi and Kavya Kopparapu and Praveen Krishnan and Venu Kuchibhotla and Ananya Kumar and Leona Lan and Jack Lanchantin and Hunter Lang and Nikolay Pavlovich Laptev and Yuanzhi Li and Yunlu Li and Asad Liaqat and Johnson Lin and Runwei Lin and Zhichao Lin and Shaun Lindsay and Yaron Lipman and Frederick Liu and Mengchen Liu and Qiang Liu and Yinghai Lu and Yujie Lu and Christopher Luc and Faye Ma and Pingchuan Ma and Tengyu Ma and Wufei Ma and Xiaodong Ma and Damir Maksyutov and Josh Malone and Udeep Manchanda and Thomas Mann and Kalyani Marathe and Roberto-Rafael Maura-Rivero and Ruslan Mavlyutov and Thomas Mesnard and Julian Michael and Sagar Miglani and Todor Mihaylov and Naureen Mitha and Archi Mitra and Leo Mok and Naila Murray and Muthukumaravel Muthuraman and Mergen Nachin and Nese Demir Nalci and Saaketh Narayan and Alyssa Newcomb and Peter Ney and Joycelyn Ng and Devin Norder and Maxwell Nye and Rajvardhan Oak and Cody Ohlsen and Artidoro Pagnoni and Yi Pan and Nilesh Pandey and Guan Pang and Richard Yuanzhe Pang and Mahesh Pasupuleti and Parth Patel and Yash Patel and Vladan Petrovic and Norman Ponte and Yundi Qian and Zengyi Qin and Jack Rae and Emmanuel Ramirez and Ramya Raghavendra and Nikhila Ravi and Hongyu Ren and Riandy Riandy and Harrison Rudolph and Kalyan Saladi and Eduardo Sánchez and Karthik Abinav Sankararaman and Aman Shankar and Paresh Shenoy and Alana Shine and Hamid Shojanazeri and Iva Simon-Bubalo and Mitesh Kumar Singh and Tiffany Siqi and Pawan Sisodiya and Ali Sol and Sten Sootla and Leslie St. Pierre and DiJia Su and Suraj Subramanian and Brian Sun and Tony Sun and Zhiqing Sun and Natacha Supper and Jason Talpalar and Ellen Xiaoqing Tan and Liang Tan and Jean-Christophe Testud and Parth Thakkar and Joseph Tighe and Ty Toledano and T Tse and Igor Tufanov and Alex Vaughan and Josh Walters and Alex Wang and Bethany Wang and Meng Wang and Rocky Wang and Weiyue Wang and Xiaolan Wang and Xin Wang and Zijian Wang and Bram Wasti and Quentin Wellens and Yeming Wen and Mary Williamson and Yuncheng Wu and Fei Xia and Tian Xie and David Xu and Jacob Xu and Puxin Xu and Zheng Xu and Shen Yan and Megan Yang and Yining Yang and Nick Yannopoulos and Kevin Yao and Michihiro Yasunaga and Haoxuan You and Michael You and Dingli Yu and Tianhe Yu and Summer Yue and Xiang Yue and Shuwei Zeng and Hanwen Zha and Chen Zhang and Hongming Zhang and Kaiyu Zhang and Meng Zhang and Mingyang Zhang and Yi Zhang and Shengjia Zhao and Chao Zhou and Claire Zhou and Shuyan Zhou and Yanjun Zhou and Yaxuan Zhou and Rosalie Zhu and Yun Zhu},
year={2026},
eprint={2610.24628},
archivePrefix={arXiv},
url={https://arxiv.org/abs/2610.24628}
}