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Budget Alarms Warn After the Fact and Do Not Stop Spending

The outcome's cost-predictability clause fails most often not because the estimate was wrong but because nothing enforced it. This node teaches the difference between observing a limit and enforcing one, which is the concept a researcher must hold to trust their own guardrails. It is governance only to the depth of a spend guardrail, staying clear of policy language.