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How do you enforce a hard per-task budget so an agent stops before it overruns?

Everyone says 'cap the budget'. The signal is the enforcement mechanism: a budget object that travels with the run, checked before each call rather than after, with reserved headroom for a final answer and correct accounting across sub-agents.

Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.

Everyone says 'cap the budget'. The signal is the enforcement mechanism: a budget object that travels with the run, checked before each call rather than after, with reserved headroom for a final answer and correct accounting across sub-agents.

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