Organizations are evolving their infrastructure to support AI-native workloads, shifting from developer-centric models to systems that handle autonomous agents, GPU provisioning, and embedded FinOps. This shift ensures platforms can scale effectively while maintaining security and cost intelligence in an era dominated by widespread AI integration.