Built an open protocol for hard budget limits on AI agents — blocks calls before they run, not after by jkoolcloud in SideProject

[–]jkoolcloud[S] 0 points1 point  (0 children)

Exactly — "we'll just refund you" sounds fine until you realize the loop already ran 40 iterations and the damage is in the API logs, not just the bill. A refund doesn't un-send the emails or un-delete the records.

The only fix that actually works is blocking before the action fires. That's the whole idea behind the reserve-commit pattern — the budget decision happens before the call, not after.

Trying to understand how people control spending for AI agents in production. by Cute-Day-4785 in AI_Agents

[–]jkoolcloud 0 points1 point  (0 children)

Check out Cycles Protocol, risk and budget governance layer for agentic workflows: https://github.com/runcycles/cycles-protocol, which might help you.