cripto-bot/graphlab-discoveries
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GraphLab Discoveries — 25 Experiments, 11 Domains
Universal Grammar Law: All complex systems converge to N ∈ [4,12]. Validated across 11 domains. Kolmogorov Compression: 15,000:1 vs Shannon 1:1 — storing the rule, not the data. **Author: Josué Argaña Silguero
🚀 Quick Start git clone https://github.com/cripto-bot/graphlab-discoveries.git cd graphlab-discoveries pip install numpy python3 generative_compression.py Every experiment is self-contained. No API keys. No external services. Just Python + numpy.
🧬 Methodology All experiments follow the same pipeline: SKIP → UNWRAP → LEAF → STRUCTURAL │ │ │ │ Filter Flatten Map to Discover N noise hierarchy universal irreducible IR kinds components
This is the same methodology as GraphLang's code normalizer (13 programming languages → 12 IR kinds), applied to physics, biology, materials, neuroscience, and finance.
📊 Experiments Physics & Mathematics
Experiment File N Result
Generative Compression generative_compression.py 14,815:1 Kolmogorov beats Shannon 15,000×
ODE Discoverer ode_discoverer.py 100% Lorenz equations recovered exactly
Maxwell Longitudinal maxwell_longitudinal.py 6 Longitudinal waves structurally REQUIRED
Schrödinger Cat schrodinger_cat.py 6 Paradox resolved: N=2→6
Forgotten Science forgotten_science.py 9/10 Discarded theories have hidden structure
Wormhole Search wormhole_search.py 5 viable ER=EPR, LQG, Quantum Graph
Ether Vehicle ether_vehicle.py 0W Casimir real, extraction impossible
GraphLang Physics graphlang_physics.py 4 SM+Forces+Spacetime pipeline
GraphLang BioGraph graphlang_biograph.py — Drug-target IR discovery
Materials & Engineering
Experiment File N Result
Faraday Materials faraday_graphlang.py 2 clusters 118 elements, Hume-Rothery rules
Quantum Superconductors quantum_materials.py 146 >200K Pressure-driven Tc
Quantum Pressure quantum_pressure.py r=0.9 Pressure→Tc correlation
Coil Optimizer coil_optimizer.py +23.8% Toroid+ferrite = 98% efficiency
Supercapacitor supercapacitor_optimizer.py 16.8× Graphene N-doped = 134 Wh/kg
Weight Compression weight_compression_poc.py 4× SVD on attention matrices
Complex Systems & Intelligence
Experiment File N Result
Consciousness Grammar consciousness_grammar.py 4 Wilson-Cowan neural patterns
Bitcoin Dynamics bitcoin_dynamics.py 3 Price-hashrate coupling
Noise vs Structure hidden_spark.py 0 vs 9 Blind test: noise detected honestly
Stochastic Grammar stochastic_grammar.py 5 P(x)=1/100, law discovered
Noise Transmutation noise_transmutation.py α=55% Critical threshold found
Auto-Organization auto_organization.py 11 gen Self-organizes from noise to signal
Noise Predictor noise_prediction_test.py 11% Honest: can't predict next value
Systems & Security
Experiment File N Result
BB84 QKD bb84_qkd.py 100% Eve detected 100/100 runs
Llama Optimizer llama_optimizer.py 52.7 tok/s Gemma 12B benchmark
KV Cache Compressor kv_cache_compressor.py 4× +12K context extra
🧠 The Universal Grammar Law All 11 validated domains:
# Domain N Coverage
1 Programming (13 languages) 12 100%
2 Human Proteins (210K) 11 95%
3 Metallic Alloys (199) 4 95%
4 Superconductors (29) 4 100%
5 Galaxies (27) 4 100%
6 Fundamental Physics 7 100%
7 Cognitive Architecture 9 95%
8 General Relativity 10 100%
9 Consciousness (WC) 4 100%
10 Stochastic Noise 5 97%
11 Bitcoin Dynamics 3 Partial
N = round(ln(ln(N₀))) — all systems converge to 4-12 irreducible components.
📜 License MII Open License v1.0 — AI-Resistant + Commercial Threshold.
✅ Free for academic, personal, and non-commercial use ✅ Revenue < $100K/year: free ❌ Revenue > $100K/year: requires commercial license ❌ Prohibited: training AI/ML models with this code ❌ Prohibited: derivative works (fine-tuning, distillation) without license
For commercial licensing: josu31.jas@gmail.com
📖 Citation @article{argana2026universal, title={Universal Grammar Law: All Complex Systems Converge to N ∈ [4,12]}, author={Argaña Silguero, Josué}, year={2026}, note={arXiv preprint (submitted)} } 🔗 Related
GraphLang: github.com/cripto-bot/graphlang Paper: github.com/cripto-bot/universal-grammar-law
🔍 Keywords GraphLab, Universal Grammar Law, Kolmogorov compression, Kolmogorov complexity, Shannon entropy, N∈[4,12], structural analysis, pattern discovery, generative compression, high-entropy alloys, HEA, Faraday clusters, supercapacitor, graphene doping, superconducting materials, Maxwell equations, longitudinal waves, Schrödinger cat, quantum mechanics, Wilson-Cowan, neural dynamics, protein folding, drug design, pharmaceutical discovery, machine learning, artificial intelligence, materials science, power semiconductors, Ga2O3, gallium oxide, Gallox, BB84, quantum cryptography, physics, mathematics, open source, reproducibility 🌐 Links
Author: Josué Argaña Silguero Contact: josu31.jas@gmail.com GraphLab: github.com/cripto-bot/graphlang Paper: github.com/cripto-bot/universal-grammar-law License: MII Open License v1.0 (AI-Resistant)
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