Making Running Optional: Scaling AI Agents on Kubernetes With Agent Substrate

What if you could multiplex roughly 250 stateful agent sessions across eight Kubernetes worker Pods, then reactivate any one without losing its in-memory or filesystem state? The repository’s demo reports 30x+ actor-to-worker oversubscription for that sample workload, with sub-second activation. It is a demonstration, not a production capacity guarantee.