The outcome

Produce validated application data and safe tool use within explicit request, token, call, timeout, retry, and concurrency budgets.

Step by step

A workflow you can repeat.

  1. 01

    Define typed dependencies, input and output models, invariants, users, tenant scope, tools, permissions, model, quality, safety, budgets, timeouts, retries, and failure behavior.

  2. 02

    Create the agent with narrow instructions and output type, inject authenticated dependencies at runtime, and expose only tools that validate arguments and authorize against current server state.

  3. 03

    Apply usage limits for requests, input and output tokens, and tool calls plus tool timeouts and shared concurrency limits, keeping write operations idempotent and approval-gated.

  4. 04

    Test valid, malformed, adversarial, oversized, unauthorized, cross-tenant, looping, parallel-tool, timeout, provider-error, schema-retry, cancellation, and duplicate-write cases.

  5. 05

    Evaluate outputs and trajectories, inspect redacted traces and costs, pin models and dependencies, canary deployment, and retain a deterministic non-agent fallback for critical paths.

Working standard

What good use looks like.

  • Types constrain shape, not authority.
  • Set usage and concurrency limits.
  • Keep writes idempotent and approval-gated.

Official references

Check the current product documentation.