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A Mathematical Framework for Legacy, Governance, and Decision Integrity in Enterprise AI

arXiv · AI, language, vision and robotics · article · Sep 1, 2026 · UTC

Enterprise artificial intelligence is increasingly embedded in decisions that must remain lawful, explainable, adaptable, and accountable despite personnel turnover, model replacement, regulatory change, and shifting organizational incentives. Existing governance frameworks provide important principles but do not by themselves supply a compact mathematical language for evaluating whether an institution can preserve sound judgment over time. This paper develops a design-science framework for institutional legacy: the durable capacity of a decision system to continue producing beneficial, lawful

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First collected: 2026-09-21T06:21:59.299Z. This is not the publication date.