AIBullisharXiv – CS AI · 5h ago7/10
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Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills
Socratic-SWE introduces a self-evolving framework that improves LLM-driven software engineering agents by distilling their solving traces into structured skills that guide targeted task generation. The approach achieves 50.40% on SWE-bench Verified after three iterations, demonstrating that agent weaknesses can fuel scalable, execution-validated training data creation without manual intervention.