Autonomous agents fan out into tool calls, sub-agents, and retries, so after-the-fact dashboards never actually bound spend. Put a pre-call gate in front of every request that enforces a per-agent hard ceiling and quietly drops to a cheaper model at a soft threshold instead of failing hard.
Cap Each Agent's Spend and Degrade the Model at the Soft Limit
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