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fairness

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Ai Ml

ADD for HR: Rubrics as Specs, Calibration as the One Gate

AI screening reads objective and can be quietly biased. ADD makes the calibrated rubric the frozen contract, a gold-set plus counterfactual bias probes the red tests, and adverse-impact tracking the evidence — so a human, never the model alone, owns every decision about a person.

11 min read