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Over time, ULM-30 itself changed. The engineers introduced a layer of constraint they called "hesitation"—an algorithmic pause that extended decision simulations and required human managers to justify high-impact edits in writing. The pause reduced hasty Anchors and forced additional counseling resources to be offered. Zip rolled the change into policy as a feature: humane guardrails.

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