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2026-04-06originGLOBAL

The Deterministic Shift: Beyond Probabilistic Compliance

Probabilistic AI models possess an inherent 'Hallucination Gap' when applied to regulatory compliance. Why Certainty at Scale requires logic, not probability.

Statutory Citations

D-TUL StandardsV5-Aristotle

The foundational mandate for logic-first regulatory engineering.