Descubrimientos de Graphlab

Josué Argaña Silguero released GraphLab Discoveries, a set of self-contained Python experiments claiming a universal grammar law where all complex systems converge to N ∈ [4,12], validated across 11 domains including programming languages, proteins, and superconductors. The repository includes 25 experiments, such as generative compression achieving 14,815:1 compression, ODE discovery recovering Lorenz equations exactly, and a KV cache compressor providing 4× compression. The project is licensed under the MII Open License v1.0, free for non-commercial use and for revenue under $100K/year.

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 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. 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. | 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 | | 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 | | 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 | | 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 | 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. 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 mailto:josu31.jas@gmail.com @article{argana2026universal, title={Universal Grammar Law: All Complex Systems Converge to N ∈ 4,12 }, author={Argaña Silguero, Josué}, year={2026}, note={arXiv preprint submitted } } GraphLang : github.com/cripto-bot/graphlang https://github.com/cripto-bot/graphlang Paper : github.com/cripto-bot/universal-grammar-law https://github.com/cripto-bot/universal-grammar-law 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 Author : Josué Argaña Silguero Contact : josu31.jas@gmail.com mailto:josu31.jas@gmail.com GraphLab : github.com/cripto-bot/graphlang https://github.com/cripto-bot/graphlang Paper : github.com/cripto-bot/universal-grammar-law https://github.com/cripto-bot/universal-grammar-law License : MII Open License v1.0 AI-Resistant Submit this repo to be featured: