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cs.SE2026
Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production
Arun Malik
AI agents deployed for IT operations are typically permanent cost centers because every execution requires full LLM inference, even for previously solved problems. This paper intro…
cs.SE2026
Autonomous Incident Resolution at Hyperscale: An Agentic AI Architecture for Network Operations
Arun Malik
Cloud network infrastructure at hyperscale presents unique operational challenges where traditional human-driven incident response cannot keep pace with the volume, velocity, and c…