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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

H. Huynh

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Preprint Sep 2026

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.

H. Huynh, Patanamon Thongtanunam, Michael Fu et al. · 0 citations

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