Container layer (AWS Tokyo, kubeadm v1.37, flannel): control plane ip-10-10-0-10 (10.10.0.10, API 6443), workers ip-10-10-10-11, ip-10-10-10-12, ip-10-10-11-11. Namespace demo: Deployment front (2 replicas, nginx) and api (3 replicas, Go) behind ingress-nginx; ALB forwards to NodePort 30080 on the workers; path /api/* -> api, / -> front. Argo CD (namespace argocd) syncs everything from the public gitops repository with selfHeal and prune. Chaos Mesh in namespace chaos-mesh injects faults during campaigns. VM layer (GCP Tokyo, subnet 10.20.0.0/20): observability VM selfheal-obs 10.20.0.10 (Mimir 9009, Loki 3100, Tempo 4317, Grafana 3000); harness VM selfheal-harness 10.20.0.11 (runner 8080, blackbox probes, k6 load); AI VM selfheal-ai 10.20.0.12 (this agent); PostgreSQL primary selfheal-db-primary 10.20.0.20 and streaming replica selfheal-db-replica 10.20.0.21 (role app, database app, table app.price); legacy-api runs in docker compose on the MIG selfheal-legacy-mig (2 instances named legacy-xxxx, port 8080) behind the internal load balancer 10.20.0.100:8080 with autohealing. Request path: client -> ALB -> ingress-nginx -> api pod -> (VPN) -> ILB 10.20.0.100 -> legacy-api -> db-primary. The two clouds are joined by an HA VPN (4 tunnels, BGP); AWS 10.10.0.0/16 <-> GCP 10.20.0.0/20. Synthetic probes (blackbox on the harness, every 15 s): target=alb (GET http:///api/orders), target=db-primary (TCP 10.20.0.20:5432).