The outcome

Integrate SambaCloud predictably while containing credential, quota, and output risks.

Step by step

A workflow you can repeat.

  1. 01

    Create separate keys for development and production, store them as secrets, and configure the documented base URL server-side.

  2. 02

    Set explicit model, timeout, output-token, concurrency, and retry settings instead of relying on client defaults.

  3. 03

    Validate structured responses and any tool arguments before downstream use, with clear handling for refusals and partial streams.

  4. 04

    Exercise rate limits, daily quota, invalid keys, unavailable models, timeouts, malformed output, and 5xx responses in staging.

  5. 05

    Log request identifiers, model, latency, tokens, status, and remaining quota safely, then alert before capacity is exhausted.

Working standard

What good use looks like.

  • Separate keys by environment.
  • Use bounded backoff for transient failures.
  • Never treat generated arguments as authorization.

Official references

Check the current product documentation.