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black-hole-entropy-spiral
Snapkitty/black-hole-entropy-spiral
black-hole-entropy-spiral is a machine learning model from Snapkitty. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as agpl-3.0.
Source: github.com/SNAPKITTYWEST/black-hole-entropy-spiral
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Updated Oct 7, 2026
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At a glance
- License
- agpl-3.0
- Access
- Public
- Created
- Sep 8, 2026
- Updated
- Oct 7, 2026
- SHA
- e85628f8
Model card
From the Hugging Face model README
black-hole-entropy-spiral
對數螺旋偵測於合成黑洞熵矩陣 (كشف اللولب اللوغاريتمي في مصفوفات إنتروبيا الثقب الأسود)
Logarithmic Spiral Detection in Synthetic Black-Hole Entropy Matrices — a multi-language computational research framework.
Authors: Ahmad Ali Parr, Jessica L. Williams (SNAPKITTYWEST)
Abstract
A computational experiment testing whether a mathematically defined black-hole entropy matrix (Bekenstein-Hawking, Kerr geometry) contains statistically detectable logarithmic spiral structure — r(θ) = a exp(b θ).
All data is synthetic. No observational astrophysical input is used. Any detected spiral is a property of the mathematical representation, not evidence of physical structure inside an astrophysical black hole.
Repository Structure (25 files, 1,224 lines)
black-hole-entropy-spiral/
├── matlab/ MATLAB numerical core
│ ├── entropy_model.m Bekenstein-Hawking + Kerr entropy grid
│ ├── spiral_detector.m WLS regression + 100-perm nulls + bootstrap CIs + SPIRAL_SCORE
│ ├── null_models.m NULL-1..NULL-7 synthetic null matrices
│ ├── spectral_analysis.m Radial/angular FFT PSD + autocorrelation
│ └── run_experiment.m 10-case harness + CSV export
├── simulink/ Pipeline architecture
│ ├── entropy_spiral_pipeline.md Block pipeline specification
│ └── block_specification.md Per-block I/O specification
├── sas/ Independent statistical verification
│ ├── process_signal_residuals.sas Rolling residual + energy statistics
│ ├── detect_spiral_structure.sas Independent PROC REG spiral fit
│ └── statistical_validation.sas Cross-language MATLAB↔SAS comparison
├── quipper/ Quantum circuit (Haskell-embedded)
│ ├── entropy_spiral.qp Register encoding circuit
│ ├── spiral_oracle.qp H0/H1 oracle
│ └── measurement.qp Measurement aggregation
├── silq/ Quantum circuit (garbage-aware)
│ ├── entropy_spiral.slq Register encoding
│ ├── spiral_predicate.slq Spiral predicate + hypothesis test
│ └── measurement.slq Measurement loop
├── data/ Canonical data
│ ├── schema.csv 12-field cross-language schema
│ └── test_vectors.csv Placeholder until run
├── docs/ Scientific documentation
│ ├── scientific_basis.md Physics, math, statistical framework
│ ├── assumptions.md Data, physical, statistical, quantum assumptions
│ └── reproducibility.md Seeds, schema, manifest, environment
├── experiments/
│ └── experiment_manifest.json EXP-LOG-SPIRAL-001 metadata
└── validation/
├── null_model_spec.md NULL-1..NULL-7 specification
└── cross_language_validation.md MATLAB vs SAS comparison protocol
Languages and Roles
| Language | Role | 角色 (الدور) |
|---|---|---|
| MATLAB | Primary numerical engine — entropy grids, spiral regression, null models, spectral analysis | 主計算引擎 (المحرك الحسابي الرئيسي) |
| Simulink | Pipeline architecture specification | 管線架構規格 (مواصفات خط الأنابيب) |
| SAS | Independent statistical verification — PROC REG spiral fit, cross-language validation | 獨立統計驗證 (التحقق الإحصائي المستقل) |
| Quipper | Quantum register encoding + H0/H1 oracle | 量子寄存器編碼 (ترميز السجل الكمومي) |
| Silq | Garbage-aware quantum encoding + spiral predicate | 垃圾感知量子編碼 (الترميز الكمومي الواعي للمخلفات) |
Quick Start
% MATLAB — run full experiment
run_experiment()
% → writes data/test_vectors.csv + experiment manifest
/* SAS — independent verification */
%include 'sas/statistical_validation.sas';
Spiral Score
SPIRAL_SCORE = (R² + (1 - fpProb) + betaStab_normalized) / 3
| Component | Meaning | 意義 (المعنى) |
|---|---|---|
| R² | Weighted regression fit quality | 加權回歸擬合品質 (جودة ملاءمة الانحدار المرجح) |
| 1 - fpProb | Separation from permutation null distribution | 與排列零分佈之距離 (الفصل عن التوزيع الصفري) |
| betaStab | Normalized inverse bootstrap CI width for β | β 自助法信賴區間穩定度 (استقرار فترة الثقة) |
Null Models
| ID | Construction | Purpose |
|---|---|---|
| NULL-1 | Uniform random | Baseline noise |
| NULL-2 | Shuffled real matrix | Preserves marginals |
| NULL-3 | Radial symmetric | No angular structure |
| NULL-4 | Angular banded | No radial structure |
| NULL-5 | Arithmetic spiral | Wrong spiral class |
| NULL-6 | Power-law radial | Non-exponential decay |
| NULL-7 | Random phase Fourier | Same PSD, broken phase |
Evidence Boundary
| Claim | Status |
|---|---|
| Mathematical spiral detectable in synthetic entropy matrix | Testable — see TEST-003 |
| Physical spiral exists inside real black holes | NOT claimed — out of scope |
| Quantum advantage demonstrated | NOT demonstrated — circuits are conceptual |
License
This project is released under a trilicense model. You may choose any one of the following:
| License | SPDX | Link |
|---|---|---|
| Boost Software License 1.0 | BSL-1.1 | LICENSE-BSL |
| GNU Affero General Public License v3 | AGPL-3.0 | LICENSE-AGPL |
| Mozilla Public License 2.0 | MPL-2.0 | LICENSE-MPL |
Unauthorized cloud SaaS redistribution without source disclosure is prohibited under all three licenses.
SnapKitty West / SNAPKITTYWEST — Evidence or Silence — 2026
💼 Commercial License
Snapkitty code is free and open under AGPL-3.0 for open-source use. Building a commercial product or service? A proprietary commercial license from Snapkitty Collective LLC lets you ship this code without the AGPL's source-sharing and network-use obligations.
- License
- agpl-3.0
- Created
- Sep 8, 2026
- Updated
- Oct 7, 2026