Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills 事件

Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills arXiv:2606.07412v1 Announce Type: cross Abstract: 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-quality SWE tasks. Existing synthetic data methods typically create tasks through fixed mutation or bug-injection procedures, making the resulting distributions largely independent of the agent's own we