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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

H. Song

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Review Open access Jul 2026

Neuro-Symbolic pathways to AGI: compositional reasoning and trustworthy deployment

The Neural-Symbolic-Verification (NSV) Loop is introduced–a functional decomposition framework–and it is used to systematically survey neuro-symbolic integration as a principled pathway toward artificial general intelligence.

Safayat Bin Hakim, Kanchon Gharami, H. Wang et al. · 0 citations
#artificial intelligence Review Sep 2026

Ranked by the Matcher: A Reproducibility Audit of Knowledge Graph Extraction from Threat Reports

To separate component effects from matcher rewards, CTIForge is built, whose deterministic validation layer can vary while extraction is held byte-identical, and which coincides with a roughly 2.8-fold increase in actions explicitly disputing entity type.

Safayat Bin Hakim, H. Song · 0 citations

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