← All IntelIntel / article 
MultiFixer: A Coordinator-Proposer Based Multi-Agent Framework For Fixing Multi-Hunk Bugs
- Source
- arxiv.org
- Author
- Haichuan Hu, Chunrong Fang, Ye Shang, Jiawei Liu, Weifeng Sun, Guoqing Xie, Chenxing Zhong, Quanjun Zhang
- Date
Why it matters
Bugs needing coordinated edits across several locations are where coding agents still fail. A coordinator that schedules repair order over hunk-level proposers reaches 420 Defects4J fixes, and also repairs real CVEs.
Terms in this piece · Glossary
- multi-agent — Using several AI agents on one problem — splitting work in parallel, checking each other, or filling different roles like planner and reviewer.
- context window — The maximum amount of text a model can consider at once — its working memory for the current conversation or task.
Read the source arxiv.org
Recommended reads
articleCausalRepair: Bridging the Causality Gap in Large Language Model-Based Automated Program Repair via Dual-SlicingLinhao Wu, Yizhou Chen, Zhen Yang, Pengyu Xue, Dan Hao
articleUnderstanding Bugs in Modern Agentic Frameworks: A Study of Symptoms, Root Causes, and Triggering ConditionsXiaowen Zhang, Hannuo Zhang, Shin Hwei Tan
articleRethinking Automated Program Repair: The Impact of Bug Complexity, Fault Localization, and LLM Cost-efficiencyJunchi Liu, Ali Bigdeli, Roya Daneshi, Atu Ambala, Sudipto Ghosh, Fabio Santos
Comments
Checking sign-in…
Loading comments…