Google Cloud Run excels at deploying containers but is not optimally designed for AI agent workloads that need persistent environments with interactive terminals, file systems, and stateful sessions. The question for agent infrastructure changes from “Where should I deploy this container?” to “What computer should my agent use?” — and Freestyle VMs offer hardware-virtualized machines running real Linux with persistent storage better suited for long-running agents.