Why probabilistic AI fails for VAT compliance
Accounting software relying on probabilistic AI models risks VAT return errors; deterministic approaches needed for tax accuracy.
Research proposes Cognitive Core framework for governed AI in institutional d...
arXiv paper introduces Cognitive Core, a decision substrate designed to prevent silent errors in AI systems handling regulatory compliance and institutional decisions like clinical triage and appeals.
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