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Managed service

Managed Kubernetes.

GPU-aware clusters on bare-metal accelerators — without the control-plane tax. We run the plane, patch the nodes, and keep the scheduler GPU-savvy. You ship pods.

Features

Kubernetes, tuned for GPUs.

GPU-aware scheduling

Topology-aware placement that keeps tensor-parallel buddies on the same fabric — and never overcommits VRAM.

Autoscaling by workload

Scale worker pools on queue depth, latency, or custom metrics. Scale to zero when the eval run finishes.

Managed upgrades

Zero-downtime control-plane and node upgrades, applied on your maintenance window with pre-drain checks.

Multi-cluster fleet

One console across regions and clouds. Move workloads between clusters with GitOps-style declarative configs.

Operator catalog

Pre-installed operators for the tools you actually use: training frameworks, inference servers, and monitoring.

RBAC & SSO

Fine-grained roles with your identity provider — SAML, OIDC, or SCIM — wired into every cluster from day one.

Workflow

From zero to GPU pod in one command.

Create a cluster, set a node pool, and go — the rest is standard Kubernetes you already know.

  • lumengrid k8s create — boot a control plane in ~90 seconds
  • lumengrid pool add — attach H100 through B300 node pools
  • kubectl works as-is; no wrapper required
  • Integrated with our Observability and Security platform services

Ready to push the frontier?

Provision bare-metal GPUs in minutes, scale capacity on demand, and get a real engineer on call — not a ticket queue.