Open Source Knowledge Systems

Evidence-checked knowledge bases and interactive research tools

Community-contributed knowledge validated against primary sources. Interactive visualizations that make complex systems navigable.

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The Texas Assembly, Annotated
Research
Claim ↔ Counterargument
The State-Assembly / "American State National" framework reproduced faithfully — every claim, method, and recruitment step set beside the controlling law that contradicts it. A two-pane study artifact, not an endorsement. Status correction, "common law courts," GFG/AFD banking, parallel sheriffs — each paired with statute and case law.
Legal Analysis Sovereign-Citizen Counterargument
compare both sides →
Algorithm Catalog
Live
Interactive Visualization
64 procedural and strategic algorithms for high-conflict litigation. Scored across 14 factor dimensions, joined to a 282K-row statutory vocabulary DB, rendered as explorer / vocabulary map / force-directed network. Universal, case-portable, abstract — audit-gated to contain no personal markers.
Legal Game Theory D3 Public
open catalog →
🌎
Earth Observation
Building
Quantitative Research
Satellite data for trading, GPS/PNT authentication for fraud prevention, and space-based data processing. Where earth observation meets embedding dimensionality and the information advantage.
Satellite GPS/PNT Edge Compute
explore earth observation →
The Dimensionality Illusion
Research
Quantitative Research
Recent papers claim embeddings compress to 16 dimensions without loss. They're measuring the wrong thing. PCA variance ≠ semantic information. 2M+ vectors, dictionary collapse analysis, and the DCRP metric that catches what MTEB misses.
Embeddings PCA arXiv In Progress
explore the illusion →
3D
Embedding Explorer
Live
Interactive Visualization
6,265 legal terms from Bouvier's Law Dictionary (1856) in 3D. Toggle UMAP and PCA projections, click terms to see nearest neighbors, watch structural holes appear where cross-jurisdictional concepts have no English equivalent.
Plotly.js 768-dim UMAP Interactive
explore embeddings →
RP
Research Papers
21 Papers
Quantitative Research
14 papers on embedding analysis, coherence detection, and domain applications. Plus 7 bridge papers converting esoteric traditions to testable science. 196 pages, 470 references, 56 figures.
arXiv Coherence Embeddings In Progress
research papers →
KS
Knowledge Systems
Live
Exploratory Framework
Interactive D3.js force graph mapping 9 traditional healing systems through 7 modern science bridges into a 21-paper research portfolio. How qi became bioelectricity, how prana became HRV, and where the evidence stands.
9 Traditions D3.js 21 Papers Biophysics
explore knowledge systems →
KE
KG Emergence
Design
Exploratory Framework
A knowledge graph that ingests contested claims as noisy observations, then tests whether recurring structural patterns ("graphlets") emerge across independent traditions and eras — and uses them to predict missing evidence. Source-as-observation, anti-overfit by design, Qdrant + Neo4j.
Qdrant + Neo4j Anti-overfit Graphlets Epistemics
read the design →
F1
F1 2026 Stats
Live
Quantitative Research
23-page F1 analysis site. Championship standings, Monte Carlo projections, Elo ratings, Shannon entropy, Δ.72 coherence analysis, driver psych profiles, Polymarket edge detection, physics, and weekly auto-regeneration from live API data.
F1 Coherence Monte Carlo Polymarket
f1 2026 stats →
HF
HFT Reference
Live
Quantitative Research
High-frequency trading from 1969 to 2026. 18 firms (Citadel, Virtu, Jane Street, Renaissance), 6 microwave routes tower by tower, the full latency stack (fiber → FPGA → ASIC), and the economics of microseconds.
Market Microstructure FPGA Microwave
hft reference →
HL
Trade Fill Archive
Live
Quantitative Research
Cross-exchange trade data from Hyperliquid L1 and Binance. 1.1TB tick-level fills, L2 book snapshots, microstructure analysis, TimescaleDB charts, and smart money tracking.
TimescaleDB Python Vast.ai Canvas
trade fill archive →
EB
Excitatory Brain
Live
Evidence-Checked Tool
Interactive neuroscience resource mapping GABAergic homeostasis, glutamate storms, and the alcohol misattribution problem. D3.js pathway diagrams, Plotly.js mechanism plots, source-linked throughout.
Neuroscience D3.js Plotly.js
excitatory brain →
BD
BulldogDerm
Live
Evidence-Checked Tool
Evidence-checked knowledge base for bulldog skin health. 20-chapter handbook, AI-powered community submission validation, and 6 interactive clinical visualizations.
Veterinary Claude API Canvas2D
bulldogderm →
MP
Morpheme Page
Live
Research Prototype
Interactive word decomposition and linguistic analysis. Prefix-root-suffix parsing, negation detection, and a 720-word basis set visualization across jurisdictional domains.
Linguistics D3.js Canvas2D
morpheme-page.pages.dev →
QG
Quantum Grammar
Live
Research Prototype
Parse-syntax analysis tools for legal and contractual language. Sentence scoring, DOG-LATIN detection, jurisdiction classification, and document structural auditing.
Legal Three.js Python
quantum grammar tools →
Positions
Live
Research Prototype
Comparative taxonomy of 133 historical positions across 5 civilizations (Japan, India, China, Arabia, Greco-Roman). Equivalence classes, cosine similarity, UPGMA phylogenetics, Shannon entropy, and graph-theoretic analysis.
Anthropology Python Math
positions taxonomy →
CM
Contact Manager
Private
Private Architecture
Unified contact management system. Semantic search, birthday calendar, and interactive dashboard.
Python Qdrant SVG
contacts dashboard →
Δ
Δ.72 Coherence
Private
Exploratory Framework
Coherence engine physics, resonance mathematics, dimensional codex, field node algorithm, and economic applications. Presented as exploratory framework, not settled scientific claims.
Physics Numerology Research
coherence framework →
LC
Legal Case
Private
Private Architecture
Case management hub with filing strategy, legal guide, ARDC report, case timeline, and roadmap. Document index with court filings, motions, and certificates of service.
Legal Qdrant Python
case filings →
QW
QWL Analysis
Private
Research Prototype
Quantum Word Logic analysis suite. Parse syntax trees, basis constellation maps, domain decomposition, Justinian timeline, maritime box flow, and VCC negation space tools.
Legal Linguistics Analysis
qwl tools →
CM
Conformal Maps
Live
Built System
Visual artwork exploring mathematical transformations and conformal geometry. Complex analysis rendered as image, where abstract structure becomes visual form.
Mathematics Visualization Art
conformalmaps.com →
MC
Marriage Counselling
Live
Evidence-Checked Tool
Communication pattern library for couples. Evidence-based guides to DARVO, Four Horsemen, pursue-withdraw cycles, financial control, triangulation, and gaslighting. Prevention-focused — pattern identification, not diagnosis.
Psychology Prevention EFT / Gottman
pattern library →
TX
Energy Texas
Private
Research Prototype
Texas energy market analysis — iron-air battery storage in ERCOT, UNA structure, bond financing, solar partnerships, co-located data centers.
Energy Finance ERCOT
energy research →
Magnus Farmerdrop
Analysis
Quantitative Research
Physical-backed honey token economics. Chain comparison (Base wins at $0.005/cycle), Arrhenius HMF degradation, P2P transfer radar, seasonal supply modeling, and arbitrage bounds for a 1:1 commodity token.
Crypto Physics Chart.js Supply Model
farmerdrop analysis →
FT
Food Value Trust
Private
Exploratory Framework
Decentralized honey-backed commodity exchange. 98 Trust + UNA legal framework, coherence-measured quality scoring, sovereign digital twins for agricultural producers.
Agriculture Crypto Legal
food value trust →
Δ
Coherence Engine
Live
Exploratory Framework
Operational coherence platform. Real-time measurement of multi-domain order parameters with arbitration-based optimization. See operational problems earlier.
Platform Operations AI w/ Allison Hensgen
coherenceengine.org →
EX
GPU Experiments
Live
Validated Results
Δ.72 coherence validation suite. 6 synthetic experiments, 1,000-trial Monte Carlo on 2×A40 GPU. 100% detection rate vs 3.2% for variance. 406-step mean lead time before failure.
GPU Monte Carlo Python w/ Allison Hensgen
experiment results →
RW
RootWell & Star
Live
Exploratory Framework
Natural healing gateway. Practitioner network integrating coherence-based health assessment with traditional and modern natural medicine approaches.
Health Practitioners Healing
rootwellstar.com →
MM
Millennium Math
Live
Speculative Manuscript
The Δ.72 Coherence Framework applied to unsolved problems. Operator-language proposals, not presented as conventional proofs or accepted mathematical results.
Mathematics Physics Research
millenniummathsolutions.org →
RM
Recover Margins
Live
Built System
Margin erosion detection tool. Identifies hidden losses in business margins before they escalate. Coherence-based analysis for profitability optimization.
Finance Business Analytics
recovermargins.com →
7A
Agent Simulator
Live
Research Prototype
Monte Carlo coherence simulator for multi-agent architectures. Score trajectories, integrity stability, risk assessment, and AI-generated optimization recommendations.
Simulation AI Agents Monte Carlo
agent simulator →
FC
Food Coherence
Source
Exploratory Framework
Coherence framework applied to nutrition and food systems. Measuring and optimizing nutritional alignment through harmonic analysis of dietary patterns.
Nutrition Health GitHub w/ Iulia Koplik
github · source →
Things That Cannot Be Said
Live
Research Prototype
One sentence translated into 42 languages reveals 10 latent dimensions of meaning that English refuses to specify. Evidentiality, clusivity, moral precision, substance vs process — what your grammar hides from you.
42 Languages 10 Dimensions Operator Theory
explore the unsayable →
§
Tax Code as Grammar Patch
Live
Research Prototype
The IRC is 10 million words because English grammar refuses to be precise. Every “for purposes of this section” is a prosthesis for a missing grammatical feature. Definition overhead ratio, growth curve, game theory of complexity.
Tax Law 10M Words Information Theory
the grammar patch →
What English Cannot Say
Live
Evidence-Checked Tool
Six specific things English grammar cannot encode: evidentiality (hearsay rules as grammar patch), clusivity (contract ambiguity), moral precision (akushala vs böse), process vs substance (IP law only works because English treats ideas as things).
Legal Philosophy Quechua
the six unsayables →
7K
7,168 Languages
Live
Research Prototype
Density, extinction curve, and English’s cognitive prison. Every language that dies takes its unsayables with it. The Shannon entropy of the language distribution is decreasing — cognitive diversity loss measured in bits.
Extinction Zipf Entropy
language extinction →
Integrating the Unsayable
Live
Evidence-Checked Tool
Six metacognitive practices for English speakers. Evidentiality tagging, clusivity awareness, process recasting, moral precision. Critical period neuroscience, dreaming-in-L2 as acquisition signal, tiered integration timeline.
Neuroscience Practice Sapir-Whorf
integration guide →
Mathematics of Untranslatability
Live
Research Prototype
Operator kernels, min-cut on rank-correlation graphs, Tucker tensors, Sinkhorn optimal transport, persistent homology. The 12-stage pipeline corrected for PCA blindness via the Dimensionality Illusion framework.
Operators Min-Cut Tucker
the mathematics →