The outcome

Serve multiple users without exposing internal protocols, development endpoints, model data, or unbounded GPU capacity.

Step by step

A workflow you can repeat.

  1. 01

    Map public and internal ports, nodes, distributed and KV-cache channels, identities, tenants, models, storage, ingress, egress, secrets, quotas, observability, SLOs, and incident owners.

  2. 02

    Run nodes on an isolated trusted network, restrict host firewalls and security groups, disable development and profiling surfaces, mount models read-only, and use non-root pinned images with scanned dependencies.

  3. 03

    Put TLS, strong client identity, tenant authorization, model allowlists, input and output limits, rate and concurrency quotas, request-size controls, and abuse defenses in a hardened gateway.

  4. 04

    Protect and redact logs, metrics and traces, monitor GPU, queue, cache, errors and spend, and test lateral access, rogue nodes, malformed requests, exhaustion, provider crash, and secret rotation.

  5. 05

    Canary images and models, rehearse node and regional loss, drain safely, retain rollback capacity, delete retired weights and caches, and verify network and credential revocation.

Working standard

What good use looks like.

  • Isolate every internode channel.
  • Do not rely on one static API key.
  • Disable development endpoints in production.

Official references

Check the current product documentation.