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deterministic-verification-layer

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qwed-verification

QWED-AI / qwed-verification

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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-learning sympy smt-solver formal-verification ai-safety ai-security hallucination code-security ai-accuracy enterprise-ai neurosymbolic-ai llm-safety hallucination-detection z3-prover deterministic-ai llm-verification deterministic-verification deterministic-verification-layer
  • Updated Jun 19, 2026
  • Python

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