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llm-verification

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qwed-verification

QWED-AI / qwed-verification

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Star 49

Deterministic verification layer for AI. QWED verifies LLM outputs using math, logic, and symbolic execution — creating an auditable trust boundary for agentic AI systems. Not generation. Verification.

python nlp machine-learning sympy smt-solver formal-verification ai-safety ai-security hallucination code-security ai-accuracy generative-ai langchain enterprise-ai neurosymbolic-ai llm-safety hallucination-detection z3-prover deterministic-ai llm-verification
  • Updated Mar 23, 2026
  • Python
qwed-learning

QWED-AI / qwed-learning

Sponsor
Star 7

🎓 Free course on deterministic AI verification. Learn how to mathematically prove LLM output correctness using formal methods. From theory to production workflows with QWED-AI.

python machine-learning jupyter-notebook artificial-intelligence sympy formal-verification ai-safety free-course ai-accuracy developer-education llm-security neurosymbolic-ai hallucination-detection ai-verification z3-prover ai-course deterministic-ai llm-verification qwed-ai ai-safety-course
  • Updated Mar 23, 2026
  • Python

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