A deterministic pre-execution enforcement layer for AI decisions in consequential domains. Evaluates every decision against a formal constraint set before execution. Invalid decisions are blocked and never returned. Three formal invariants verified using TLA+ model checking. Demonstrated with a lending scenario producing a verifiable audit record. Reference implementation of Article VII of the Constitutional Protocol for AI and Technology.
Ana Margarida Ferreira Vila Chã Esteves (Mon,) studied this question.
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