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neurosymbolic-ai

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qwed-verification

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.

  • Updated Mar 23, 2026
  • Python

Web knowledge is fragmented — duplicated across fonts, embeddings, metadata, and renderings. Humans see pixels, AI sees tokens, neither shares the source. Knowledge3D: a sovereign GPU-native reference implementation for W3C PM-KR, where humans and AI consume the same procedural knowledge from one source.

  • Updated Mar 22, 2026
  • Python
qwed-learning

🎓 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.

  • Updated Mar 13, 2026
  • Python

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