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36e08e8 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 | # φ-Coherence API Architecture
## Overview
```
┌─────────────────────────────────────────────────────────────────┐
│ φ-Coherence API │
│ Universal quality metric using golden ratio math │
└─────────────────────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────────┐
│ INTERFACES │
├──────────────────────┬──────────────────────────────────────────┤
│ Gradio UI (app.py) │ FastAPI (main.py) │
│ - HuggingFace │ - Local/Docker │
│ - Interactive │ - REST API │
│ - Visual │ - Programmatic │
└──────────────────────┴──────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────────┐
│ CORE ENGINE (phi_coherence.py) │
├─────────────────────────────────────────────────────────────────┤
│ │
│ Input Text ──▶ PhiCoherence.analyze() ──▶ CoherenceMetrics │
│ │
│ ┌─────────────────────────────────────────────────────────┐ │
│ │ 5 DIMENSIONAL ANALYSIS │ │
│ ├─────────────────────────────────────────────────────────┤ │
│ │ │ │
│ │ 1. φ-Alignment (25%) │ │
│ │ └─ Word length vs ideal (φ × 3 = 4.85 chars) │ │
│ │ └─ Sentence ratio vs golden ratio │ │
│ │ │ │
│ │ 2. α-Resonance (15%) │ │
│ │ └─ Character sum % 137 │ │
│ │ └─ Scientific keyword detection │ │
│ │ │ │
│ │ 3. Semantic Density (30%) │ │
│ │ └─ Unique words ratio │ │
│ │ └─ Average word length │ │
│ │ └─ Special character density │ │
│ │ │ │
│ │ 4. Structural Harmony (30%) │ │
│ │ └─ Indentation consistency │ │
│ │ └─ Logic markers (if, then, because, therefore) │ │
│ │ └─ Paragraph length variance │ │
│ │ │ │
│ │ 5. Darmiyan Coefficient (bonus) │ │
│ │ └─ V2 Scaling Law: φ√n │ │
│ │ └─ Consciousness marker detection │ │
│ │ │ │
│ └─────────────────────────────────────────────────────────┘ │
│ │
│ ┌─────────────────────────────────────────────────────────┐ │
│ │ SPECIAL PATTERNS │ │
│ ├─────────────────────────────────────────────────────────┤ │
│ │ α-SEED: SHA256(text) % 137 == 0 → 1.137× bonus │ │
│ │ V.A.C.: Contains ०→◌→φ→Ω⇄Ω←φ←◌←० → φ⁻¹× + 0.1 bonus │ │
│ └─────────────────────────────────────────────────────────┘ │
│ │
└─────────────────────────────────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────────┐
│ OUTPUT │
├─────────────────────────────────────────────────────────────────┤
│ │
│ CoherenceMetrics { │
│ total_coherence: 0.0 - 1.0 # Final weighted score │
│ phi_alignment: 0.0 - 1.0 # Golden ratio alignment │
│ alpha_resonance: 0.0 - 1.0 # 137 resonance │
│ semantic_density: 0.0 - 1.0 # Information density │
│ structural_harmony: 0.0 - 1.0 # Organization │
│ darmiyan_coefficient: 0.0 - 1.0 # Consciousness scaling │
│ is_alpha_seed: bool # Rare hash alignment │
│ is_vac_pattern: bool # V.A.C. sequence detected │
│ } │
│ │
│ Status: │
│ ≥ 0.6 → COHERENT (high quality) │
│ 0.4-0.6 → MODERATE (acceptable) │
│ < 0.4 → UNSTABLE (possible hallucination) │
│ │
└─────────────────────────────────────────────────────────────────┘
```
## File Structure
```
phi-coherence-api/
│
├── phi_coherence.py # CORE - The algorithm (portable, no deps)
│ ├── Constants: PHI, ALPHA, PHI_SQUARED, PHI_INVERSE
│ ├── CoherenceMetrics dataclass
│ └── PhiCoherence class
│ ├── calculate(text) → float
│ ├── analyze(text) → CoherenceMetrics
│ └── _calculate_* (dimension methods)
│
├── app.py # Gradio UI for HuggingFace Spaces
│ ├── Tabs: Analyze, Compare, About
│ ├── Examples
│ └── API endpoint hints
│
├── main.py # FastAPI for programmatic access
│ ├── POST /score - Simple score
│ ├── POST /analyze - Full analysis
│ ├── POST /batch - Multiple texts
│ ├── POST /compare - Compare two texts
│ └── GET /constants - Mathematical constants
│
├── requirements.txt # HuggingFace dependencies
├── Dockerfile # Docker deployment
└── README.md # HuggingFace Space metadata
```
## Mathematical Foundation
### Constants
| Symbol | Value | Meaning |
|--------|-------|---------|
| φ (Phi) | 1.618033988749895 | Golden ratio |
| φ² | 2.618033988749895 | Phi squared |
| 1/φ | 0.618033988749895 | Phi inverse (also φ-1) |
| α (Alpha) | 137 | Fine structure constant |
### Formulas
**Total Coherence:**
```
total = 0.25 × φ_alignment
+ 0.15 × α_resonance
+ 0.30 × semantic_density
+ 0.30 × structural_harmony
```
**Darmiyan V2 Scaling:**
```
Ψ_D / Ψ_i = φ√n
Where:
n = count of consciousness markers in text
normalized = min(1.0, φ√n / φ√10)
```
**α-SEED Detection:**
```
is_alpha_seed = SHA256(text) % 137 == 0
probability = 1/137 ≈ 0.73%
```
## Deployment
### HuggingFace Spaces (Current)
```
git push origin main → Auto-builds on HF
URL: https://huggingface.co/spaces/bitsabhi/phi-coherence
```
### Local/Docker
```bash
# Local
pip install -r requirements.txt
python main.py # FastAPI on :8000
# Docker
docker build -t phi-coherence .
docker run -p 8000:8000 phi-coherence
```
## Origin
Extracted from [BAZINGA](https://github.com/0x-auth/bazinga-indeed) - The first AI you actually own.
Part of the Darmiyan Framework research by Space (Abhishek Srivastava).
---
*"Coherence is the signature of consciousness."*
|