Neural + Symbolic = Superhuman Reasoning

Watch how combining neural perception with symbolic logic produces reasoning that's more accurate, explainable, and up to 100x more energy-efficient than pure neural approaches.

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Visual Sudoku
CNN reads digits + constraint solver
🖼️
Scene Reasoning
Object detection + logical inference
📐
Word Problems
NLP parser + algebraic solver
Visual Sudoku: Neural Perception + Symbolic Constraint Solving
PURE NEURAL

End-to-end transformer tries to solve the entire puzzle from pixel input

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Accuracy
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GFLOPs
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Time (ms)
NEURO-SYMBOLIC

CNN reads digits → constraint propagation solves logically

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Accuracy
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GFLOPs
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Time (ms)
Click "Run Comparison" to see neural vs neuro-symbolic reasoning side by side...
Neuro-Symbolic Pipeline Builder

Click modules below to add them to the pipeline canvas. Drag to reposition. Connect neural perception with symbolic reasoning.

NEURAL MODULES
CNN Encoder
Transformer
Embedding Layer
Attention Head
MLP Classifier
SYMBOLIC MODULES
SAT Solver
Constraint Propagation
Prolog Engine
Graph Reasoner
STRIPS Planner
Add modules and run the pipeline to see data flow through the neuro-symbolic system...
Energy & Compute Efficiency: Neural vs Neuro-Symbolic

FLOPs Comparison

Memory Usage (MB)

Real-World Impact: CO₂ Equivalent at Scale

If 1 billion queries/day used each approach, here's the environmental footprint:

🏭
847 tonnes
Pure Neural
CO₂/day
vs
🌱
8.5 tonnes
Neuro-Symbolic
CO₂/day
99.2×
Energy Savings
+12%
Accuracy Gain
47×
Faster Inference
100%
Explainable Steps
Scaling Behavior: Efficiency Gap vs Problem Complexity
Interactive Knowledge Graph Explorer

Explore how symbolic reasoning propagates through a knowledge graph. Click nodes to inspect, watch inference rules fire in real-time.

Load a knowledge graph preset, then click "Run Inference" to watch symbolic reasoning propagate...