If you are building production AI agents, token monitoring is not enough.
You need budget rules around:
- Maximum model calls per task
- Maximum tool calls
- Retry limits
- Maximum runtime
- Maximum context size
- Daily or monthly spend by workflow
- Owner for each agent workflow
The important shift is this: agents do not just generate cost from user requests. They generate cost from behaviour.
Full article: OggyCloud
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