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When researchers stripped the safety constraints from a bounded autonomy system, they expected faster task completion. Instead, they got worse. The bounded version completed 23 of 25 tasks; the unconstrained baseline completed 17—and produced wrong-entity mutations that silently corrupted a different customer's data. The guardrails weren't slowing the system down, they were actually making it smarter.