Hibernate agents at scale: 250 stateful actors multiplexed onto 8 Kubernetes pods
Google has open-sourced Agent Substrate, a low-opinion control plane for running AI agents at high density. It exploits the fact that agents are mostly idle, snapshotting state in volatile RAM so an actor can suspend and resume in under a second onto any free worker. That buys 30x oversubscription, a demo juggles 250 stateful actors across just 8 pods. It runs atop Kubernetes and gVisor, so it hosts agents built on any stack.