A neurosymbolic perspective on LLMs
-
Updated
Jul 26, 2026 - Python
A neurosymbolic perspective on LLMs
Logic Language for LLMs 🌱🐋🌍 Build Neuro-Symbolic AI for Learning and Reasoning
Domain-Aware Neurosymbolic Agent (Dana), an agent-native programming language
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.
A collection of neuro-symbolic systems, papers and videos
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.
Scalable association rule mining from tabular datasets.
Differentiable probabilistic answer set programming
Sparse Circuits on the GPU (ICLR2025)
Code for the ICLR 2024 paper "How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data"
MCP server for building and exploring OWL 2 ontologies with AI agents.
Official repository for CoTran: An LLM-based code translator for whole-program translation, fine-tuned using feedback from compiler and symbolic execution
Axiomatic intelligence. Doing the right thing, provably.
A Recursive Ontological Framework for Cognitive Design, Neurodivergence Modeling, AI Co-Development, and "Structural AI"
Unleash the fuzz on your C codebase.
🎓 Free course on deterministic AI verification and AISecOps. Learn fail-closed AI architecture, formal verification, audit integrity, MCP security, and trust-boundary engineering with QWED-AI.
An intelligent, multi-agent framework for artificial biome simulation.
Crimson OS — Reality-Guided Intelligence, not AGI: sovereign local OS on your NAS. Agent_Bridge markdown ledger, not RAM. GAS→LIQUID→CRYSTAL gate. Hausdorff F₂↪SO(3) cos θ=⅓. Geometric_Unity_Validation: JHTDB ablation, negative JSON shipped. Beta · Apache-2.0
Add a description, image, and links to the neurosymbolic-ai topic page so that developers can more easily learn about it.
To associate your repository with the neurosymbolic-ai topic, visit your repo's landing page and select "manage topics."