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.

58 stars 10 forks 58 watchers Python Apache License 2.0
ai-accuracy ai-safety ai-security code-security deterministic-ai deterministic-verification deterministic-verification-layer enterprise-ai formal-verification hallucination hallucination-detection llm-safety llm-verification machine-learning neurosymbolic-ai nlp python smt-solver sympy z3-prover
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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
#ai-accuracy#ai-safety#ai-security#code-security#deterministic-ai#deterministic-verification#deterministic-verification-layer#enterprise-ai#formal-verification#hallucination#hallucination-detection#llm-safety#llm-verification#machine-learning#neurosymbolic-ai#nlp#python#smt-solver#sympy#z3-prover
documentation enhancement good first issue

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
#ai-accuracy#ai-safety#ai-security#code-security#deterministic-ai#deterministic-verification#deterministic-verification-layer#enterprise-ai#formal-verification#hallucination#hallucination-detection#llm-safety#llm-verification#machine-learning#neurosymbolic-ai#nlp#python#smt-solver#sympy#z3-prover
enhancement help wanted

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
#ai-accuracy#ai-safety#ai-security#code-security#deterministic-ai#deterministic-verification#deterministic-verification-layer#enterprise-ai#formal-verification#hallucination#hallucination-detection#llm-safety#llm-verification#machine-learning#neurosymbolic-ai#nlp#python#smt-solver#sympy#z3-prover