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

arXiv:2604.09579v1 Announce Type: new Abstract: In largescale cloud service platforms, thousands of customer tickets are generated daily and are typically handled through oncall dialogues. This high volume of oncall interactions imposes a substantial workload on human support analysts.