OpenAutoCoder
1 Tool
OpenAutoCoder is a GitHub organization built around academic research on automated software-engineering agents from Lingming Zhang's software-engineering lab at the University of Illinois Urbana-Champaign. Its work, co-authored by researchers including Chunqiu Steven Xia, Yinlin Deng, and Soren Dunn, has been peer-reviewed and published in the Proceedings of the ACM on Software Engineering. The group's research centers on using large language models to automatically localize, repair, and validate fixes for real-world software issues.
Tools
Agentless is a research framework that automatically fixes software issues without using an autonomous agent loop, instead following a fixed three-phase pipeline of fault localization, patch generation, and validation. It achieved 27.3% resolve rate on SWE-bench Lite at roughly $0.34 per issue, outperforming several agent-based baselines, and later reached 40.7-50.8% when paired with Claude 3.5 Sonnet.