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H. K. Pathak

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#artificial intelligence Preprint Oct 2026

TRACE: A Governance Framework for Measuring Explainability Debt in Production AI Systems

Production AI systems deployed in high-stakes domains accumulate a governance liability that existing monitoring frameworks fail to detect: the progressive inability to explain individual decisions when regulators, auditors, or affected individuals demand accountability. We introduce TRACE (Transparency, Risk, Accounta...

H. K. Pathak · 0 citations

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