Systems Delivery
I help teams bring up, validate, automate, and operate infrastructure where hardware behavior, cooling, networking, storage, Kubernetes, and developer workflows all matter.
Who It Is For
Infrastructure, platform, and engineering teams operating B200, B300, AMD GPU, bare-metal, Kubernetes, edge, or regulated environments.
First Step
Share the target workload, current topology, and the failure or uncertainty you need reduced. I will turn that into a validation path.
Start a ConversationHardware, network, storage, and orchestration issues are being debugged as separate problems.
Cluster bring-up is manual, inconsistent, or hard to validate.
Teams lack a practical acceptance test for performance, reliability, or operational readiness.
Review hardware readiness across B200, B300, AMD GPU, cooling, PCIe, RDMA, storage, scheduling, AI system observability, and workload placement.
Design a Nix-backed developer or operator environment for repeatable infrastructure work.
Create validation plans for bare metal, Kubernetes, model-serving, or edge deployment paths.
