OpenHands: An Open Platform for AI Software Developers as Generalist Agents
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arXiv
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| Autori principali: | , , , , , , , , , , , , , , , , , , , , , , , |
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| Natura: | Preprint |
| Pubblicazione: |
2024
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| _version_ | 1866913799571767296 |
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| author | Wang, Xingyao Li, Boxuan Song, Yufan Xu, Frank F. Tang, Xiangru Zhuge, Mingchen Pan, Jiayi Song, Yueqi Li, Bowen Singh, Jaskirat Tran, Hoang H. Li, Fuqiang Ma, Ren Zheng, Mingzhang Qian, Bill Shao, Yanjun Muennighoff, Niklas Zhang, Yizhe Hui, Binyuan Lin, Junyang Brennan, Robert Peng, Hao Ji, Heng Neubig, Graham |
| author_facet | Wang, Xingyao Li, Boxuan Song, Yufan Xu, Frank F. Tang, Xiangru Zhuge, Mingchen Pan, Jiayi Song, Yueqi Li, Bowen Singh, Jaskirat Tran, Hoang H. Li, Fuqiang Ma, Ren Zheng, Mingzhang Qian, Bill Shao, Yanjun Muennighoff, Niklas Zhang, Yizhe Hui, Binyuan Lin, Junyang Brennan, Robert Peng, Hao Ji, Heng Neubig, Graham |
| contents | Software is one of the most powerful tools that we humans have at our disposal; it allows a skilled programmer to interact with the world in complex and profound ways. At the same time, thanks to improvements in large language models (LLMs), there has also been a rapid development in AI agents that interact with and affect change in their surrounding environments. In this paper, we introduce OpenHands (f.k.a. OpenDevin), a platform for the development of powerful and flexible AI agents that interact with the world in similar ways to those of a human developer: by writing code, interacting with a command line, and browsing the web. We describe how the platform allows for the implementation of new agents, safe interaction with sandboxed environments for code execution, coordination between multiple agents, and incorporation of evaluation benchmarks. Based on our currently incorporated benchmarks, we perform an evaluation of agents over 15 challenging tasks, including software engineering (e.g., SWE-BENCH) and web browsing (e.g., WEBARENA), among others. Released under the permissive MIT license, OpenHands is a community project spanning academia and industry with more than 2.1K contributions from over 188 contributors. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2407_16741 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | OpenHands: An Open Platform for AI Software Developers as Generalist Agents Wang, Xingyao Li, Boxuan Song, Yufan Xu, Frank F. Tang, Xiangru Zhuge, Mingchen Pan, Jiayi Song, Yueqi Li, Bowen Singh, Jaskirat Tran, Hoang H. Li, Fuqiang Ma, Ren Zheng, Mingzhang Qian, Bill Shao, Yanjun Muennighoff, Niklas Zhang, Yizhe Hui, Binyuan Lin, Junyang Brennan, Robert Peng, Hao Ji, Heng Neubig, Graham Software Engineering Artificial Intelligence Computation and Language Software is one of the most powerful tools that we humans have at our disposal; it allows a skilled programmer to interact with the world in complex and profound ways. At the same time, thanks to improvements in large language models (LLMs), there has also been a rapid development in AI agents that interact with and affect change in their surrounding environments. In this paper, we introduce OpenHands (f.k.a. OpenDevin), a platform for the development of powerful and flexible AI agents that interact with the world in similar ways to those of a human developer: by writing code, interacting with a command line, and browsing the web. We describe how the platform allows for the implementation of new agents, safe interaction with sandboxed environments for code execution, coordination between multiple agents, and incorporation of evaluation benchmarks. Based on our currently incorporated benchmarks, we perform an evaluation of agents over 15 challenging tasks, including software engineering (e.g., SWE-BENCH) and web browsing (e.g., WEBARENA), among others. Released under the permissive MIT license, OpenHands is a community project spanning academia and industry with more than 2.1K contributions from over 188 contributors. |
| title | OpenHands: An Open Platform for AI Software Developers as Generalist Agents |
| topic | Software Engineering Artificial Intelligence Computation and Language |
| url | https://arxiv.org/abs/2407.16741 |