Scaling agentic AI introduces significant operational complexity. Enterprises must manage distributed AI infrastructure, GPU-intensive inference workloads, data governance, security, observability, and AI economics across clouds, datacenters, and edge environments. As autonomous agents multiply and interact with enterprise systems, maintaining operational consistency, compliance, and control becomes increasingly difficult.