Platform as a Service  ·  PaaS

The layer
above the
metal

Managed Kubernetes, serverless inference endpoints, a model registry and a job scheduler. Run them, or don't: the infrastructure underneath works either way.

Architecture

How the stack
fits together

YOUR WORKLOADTraining jobs · Inference services · Databases · PipelinesMSL PLATFORM SERVICESManaged KubernetesServerless endpointsModel registryBatch scheduler (Slurm)GPUaaSH200 · H100 · L40S · MI300XPODS / METAL / CLUSTERSCaaSEPYC 9004 · Xeon 6VM / DEDICATED / METALStaaSBlock · Object · Archive · FSZERO EGRESSMSL DATACENTER FABRIC400G InfiniBand · 100G Ethernet · Tier III power & cooling · BOM1 PNQ1 MAA1 DEL1

Managed services

Things you'd
rather not run

MSL Kubernetes

Conformant, GPU-aware

Upstream Kubernetes with the NVIDIA operator, MIG partitioning, cluster autoscaling and the CSI drivers for our block and file tiers already wired in. We patch the control plane; you keep the kubeconfig.

Endpoints

Serverless inference

Push a container, get an HTTPS endpoint that scales from zero to hundreds of replicas on queue depth. Cold start on a warm pool is under four seconds, and idle costs nothing.

Registry

Models and images

An OCI registry and a versioned model store in-region, so pulls happen over the internal fabric instead of the public internet. Signing and vulnerability scanning included.

Scheduler

Batch and queues

Slurm or Kueue on your reserved capacity, with fair-share across teams, priority pre-emption and per-project accounting that maps to your chargeback model.

Getting on

A typical
onboarding

This is the actual sequence, not a marketing funnel. Most teams are running real work in week two.

STEP 01

Scoping

An engineer walks through your workload, current spend and residency constraints. You get a sizing and a written quote, usually within three working days.

STEP 02

Landing zone

We build the VPC, projects, IAM roles and quotas, connect your SSO, and run a benchmark on the exact shape you'll be using.

STEP 03

Cutover

Data seeding over direct connect or a shipped appliance, a parallel run against your current provider, then a scheduled switch.