Triton AI Docs
Developer API

Production checklist

Prepare a Developer API integration for production use.

Use this checklist before an application sends production traffic.

Access and keys

  • Keep the API key in a server-side secret store.
  • Use a separate key for each application when the access process permits it.
  • Make sure that the authenticated model list contains every required alias.
  • Remove a key from logs, traces, screenshots, and error reports.
  • Stop traffic and contact support if a key is exposed.

Requests

  • Set a connection timeout and a total timeout.
  • Retry only the failures listed in Errors and retries.
  • Limit application concurrency below the key and model limits.
  • Check optional parameters against the live model catalog.
  • Test streaming disconnects and partial output.
  • Check every tool argument before your application runs the tool.

Models

  • Measure quality, latency, and cost with representative inputs.
  • Store the selected model alias in application configuration.
  • Keep a tested replacement model for important workloads.
  • Rebuild vector indexes after an embedding model or vector-size change.
  • Read the model catalog before each planned release.

Data

  • Select UC San Diego-hosted or enterprise-cloud routes for the approved data class.
  • Remove data that the model does not need.
  • Do not put secrets in prompts or tool results.
  • Keep application logs separate from model inputs and outputs.
  • Apply the required privacy and safety checks before the main model request.

Read the Triton AI trust, privacy, and hosting guidance before you send protected data.

Monitoring

  • Record latency, status, model alias, token usage, and retry count.
  • Record x-litellm-call-id for failed requests.
  • Alert on 401, 403, 429, and repeated 5xx errors.
  • Track input and output usage against the approved budget.
  • Exclude request content from metrics by default.

Release and support

  • Run a small production smoke test after each client or model change.
  • Keep an application rollback path.
  • Give operators the support address and required diagnostic fields.
  • Record the model alias and client version in each release.

Email tritonai@ucsd.edu for Developer API support.

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