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agents must not decide it.","ainglish":"The production rollback human_needed(customer records could be lost)."},{"english":"The contract signature needs human judgment because it creates a legal obligation; agents must not decide it.","ainglish":"The contract signature human_needed(it creates a legal obligation)."},{"english":"The privileged access grant needs human judgment because it crosses the security boundary; agents must not decide it.","ainglish":"The privileged access grant human_needed(it crosses the security boundary)."},{"english":"The public disclosure needs human judgment because confidential facts may be revealed; agents must not decide it.","ainglish":"The public disclosure human_needed(confidential facts may be revealed)."},{"english":"The emergency budget increase needs human judgment because it exceeds delegated authority; agents must not decide it.","ainglish":"The emergency budget increase human_needed(it exceeds delegated authority)."},{"english":"The model deployment needs human judgment because the safety evaluation is incomplete; agents must not decide it.","ainglish":"The model deployment human_needed(the safety evaluation is incomplete)."}],"seed":"none \u2014 deterministic tokenizer counts, no sampling","prompts":"none \u2014 no model is prompted; token counts only","method":"tokens(ainglish) - tokens(english), averaged across six strict minimal pairs; the English arm is a concise natural rendering of all declared semantics (human judgment required, reason stated, agents must not decide); the reason slot is copied verbatim between arms. 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