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HUMAN-IN-THE-LOOP5 MIN READ

Build the intake gate

Design an intake gate that routes AI outputs based on confidence, consequence, and policy novelty.

The overloaded gate Legal ops reviews every AI contract summary, yet risky clauses still wait too long. If everything enters review, the queue stops expressing risk. Routing model Uncertainty, consequence, novelty The intake gate decides whether the model can act, a reviewer should inspect, or a specialist must own the decision. Everything to review Feels safe, creates backlog. Route only the cases where human judgment changes risk. Human attention is a scarce control; allocate it by risk. 01 Confidence 02 Consequence 03 Novelty Confidence gate Step 1

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