Operating at scale
Watch usage, work, cost, and team activity.
As more agents run, the API gives you a few control surfaces for operations.
What to monitor
Session fields to watch
statusfor completion or failure.cost_usdfor model spend.usagefor token totals.contextfor live context occupancy.tagsfor reporting and workflow grouping.
Team hygiene
- Use service users for machines.
- Use narrow scopes.
- Rotate keys that leave your control.
- Apply tag policy when reports depend on tags.
- Review audit logs for sensitive changes.