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deterministic-verification-layer

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QWED-AI / qwed-verification

A deterministic verification layer for AI systems. QWED verifies AI outputs using mathematics, symbolic reasoning, and formal methods (Z3, SMT, SymPy), creating an auditable trust boundary for agentic AI. Not generation. Verification.

Python NLP machine-lear... sympy smt-solver formal-verif... ai-safety ai-security hallucinatio... Hallucination code-security ai-accuracy enterprise-ai deterministi... deterministi... llm-verifica... fail-closed

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Updated Jul 21, 2026

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Updated Jul 21, 2026