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RESEARCH28

Help Without Being Asked: A Deployed Proactive Agent System for On-Call Support with Continuous Self-Improvement

arXiv CS.AIΒ·April 14, 2026

This paper introduces Vigil, a novel proactive AI agent system designed to support human analysts during on-call interactions in large-scale cloud service platforms. Unlike reactive agents, Vigil remains engaged throughout the entire resolution life-cycle, learning from unresolved cases and providing continuous assistance to reduce human workload.

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