- In short
- The four risk thresholds are the questions that decide whether an output requires human review: stakes (what an error costs), reversibility (whether the action can be undone), audience (who sees it), and regulatory exposure (whether a law, rule, or contract governs it). Each is asked independently, and any one crossing its threshold can require review regardless of how confident the output looks.
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