Agent Substrate replaces always-on Kubernetes pods for kagent agents

The author argues that running AI agents as always-on Kubernetes pods is inefficient and financially unsustainable because agents spend most of their time waiting. Always-on pods reserve constant CPU and memory resources regardless of activity. As an alternative, the author presents Agent Substrate, a system using a worker pool and snapshot-backed actors to suspend idle agents into object storage. Open article →