XAgent: eXecution-guided Agentic AI for Effective Localization and Resolution of GitHub Issues
This work presents XAgent, an execution-guided agentic framework that analyzes dynamic behavior and additional program context to localize and validate issues, opening new opportunities for LLM-based coding agents to achieve more robust and generalizable software maintenance.