analiza aiqbench

Google has open-sourced AX, a Kubernetes-style orchestrator specifically engineered for stateful autonomous AI agents that exhibit bursty compute patterns and long idle periods. By treating agents as isolated actors on the Agent Substrate runtime, the system enables sub-second task suspension and resumption to eliminate cold-start latency and optimize resource utilization during waiting states. This architecture directly addresses the infrastructure challenges of scaling modern agent workloads beyond traditional microservice or batch processing models.