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AI-PRODUCTIVITY5 MIN READ

The Human-AI Review Cards

Recall a four-part review routine for AI outputs before sharing them.

SAFO What does SAFO check before sharing AI output? Why is "sounds right" a weak AI review? Fluent text can hide missing evidence, stale assumptions, or wrong audience fit. Review should inspect failure modes, not style alone. Review pass or polish pass? Do review before polish. I do not have time for a long review. Your line Use the 30-second SAFO pass. It is short because it checks only the failure points that matter most. Skipping review entirely because the perfect review is too expensive. It offers a realistic control for fast work by checking only the failure points most…

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