Build and own cloud and edge infrastructure for AI-powered robotics. Design and operate AWS-based Kubernetes (EKS) platform, IaC with Pulumi/TypeScript, GitOps with GitHub/ArgoCD, networking with Tailscale/Istio, and observability using Prometheus/Grafana. Troubleshoot production incidents across cloud, Kubernetes, networking, and robotics, influence architecture, and automate operational workflows to scale reliability and performance.