System design

Architecture built for the data plane

Deterministic scheduling, signed artifacts, and bare-metal isolation—wired through the same tactile command surfaces as the home experience.

Layered planes

Separate control and data paths so policy updates never block inference hot paths.

Hardware-aware scheduler

Queues respect GPU memory topology, KV affinity, and preemption tiers per model.

Trust boundaries

Enclaves, attested boot chains, and per-tenant crypto domains across regions.

Topology

Mesh control

SYNC

Regional coordinators gossip desired state; workers pull signed bundles and converge without a single choke point.

  • Canary routes with automatic rollback on SLO breach
  • Durable checkpoints streamed to object storage

Fabric

RDMA-ready paths

LOW-RTT

High-radix NICs and NVSwitch meshes keep tensor parallel shards in lockstep without oversubscribing host memory.

  • Adaptive fragmentation for micro-batches
  • Rack-local caches warmed from registry manifests

Explore the live pipeline on the home page or jump to pricing.