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Valkyrie uses standard HTTP status codes. The table below covers the cases you’re most likely to hit and what to do about them.

Handling a stopped deployment

If a deployment is stopped, inference calls will fail until it’s resumed. Resume it from the Models screen (or with the MCP tools), then retry.

Debugging

  • Verify the base URL and model/slug are correct.
  • Confirm the API key is valid for this environment (keys are environment-specific).
  • Check the deployment’s health if inference calls fail intermittently.
  • For fine-tuning issues, stream the job logs to see where a run stopped.
Build retries with exponential backoff and jitter for 429 and 5xx. Treat 4xx responses other than 429 as caller errors, retrying won’t help until you fix the request.