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We audited a student-aid model that copied a biased committee, removed its regional penalty, and replaced it with one transparent rule: fair across regions, more accurate, and monitored in production.
A sourced memory for taking over NOVA: every fact traced to a file and locator, contradictions resolved by authority, and new information added without erasing the baseline
