Dev.to
7/11/2026

Live Actor Migration in Agent Substrate: Moving State Across Workers
Short summary
This tutorial demonstrates live actor migration in Agent Substrate, showing how AI agent state can be suspended, checkpointed to object storage, and resumed on a different Kubernetes worker with full context preserved. It covers multi-tenant actor isolation using actorspaces, cost reduction via suspend/resume (up to 90%), and cold-boot optimization from minutes to seconds. The hands-on walkthrough uses kubectl commands on GKE or kind to prove that agent state travels with the actor rather than being tied to any specific pod.
- •Agent Substrate suspends idle actors to cut costs by up to 90% and reduce startup from minutes to seconds
- •Actor state is checkpointed to object storage and restored on any free worker, proving pods are cattle while actor state persists
- •Multi-tenant isolation via actorspaces keeps same-ID actors completely separate across tenants
Generated with AI, which can make mistakes.
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