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cs.SE2026
Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills
Chuan Xiao, Zhengbo Jiao, Shaobo Wang +5
LLM-driven software engineering agents have become a central testbed for real-world language-model capability, yet their training remains limited by the availability of high-qualit…
cs.SE2026
SWE-CI: Evaluating Agent Capabilities in Maintaining Codebases via Continuous Integration
Jialong Chen, Xander Xu, Hu Wei +2
Large language model (LLM)-powered agents have demonstrated strong capabilities in automating software engineering tasks such as static bug fixing. However, in the real world, the…