AI risk management

AI治理最重要的能力：缺乏证据支持时懂得暂停

The most valuable AI governance capability is to pause when evidence is insufficient and clearly state what is missing, rather than rushing to completion. This institutionalizes caution, allowing intermediate states and requiring proof before advancing, preventing premature conclusions and large-scale rework.