README.md

---
title: ProSavantEngineSpace
emoji: 💻
colorFrom: gray
colorTo: gray
sdk: gradio
sdk_version: 5.49.1
app_file: app.py
pinned: false
license: mit
---
# 🌀 ProSavantEngine Φ9.3 — Resonance Analyzer Space

**Author:** [Antony Padilla Morales](https://huggingface.co/antonypamo)  
**Powered by:** [Transformers](https://huggingface.co/docs/transformers), [Gradio](https://gradio.app/), and the [Resonance of Reality Framework (RRF)](https://huggingface.co/antonypamo)


## 🌌 Overview

The **ProSavantEngine Φ9.3 Resonance Analyzer Space** lets you explore how language aligns with **icosahedral geometry** and **Φ-weighted resonance**.  
Each text input is analyzed through the fine-tuned model `ProSavantEngine Φ9.3`, which computes a **semantic–geometric coherence score** between 0 and 1.

🧠 *Think of it as a “resonance oscilloscope” for ideas* — the closer to 1.0, the more harmonically aligned your language is with the golden-ratio symmetries encoded in the model.

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## 🚀 Try It Live

Enter any phrase, sentence, or paragraph and observe its **Φ-weighted coherence**.

**Examples:**

| Input | Output Φ-Score |
|--------|----------------|
| `Consciousness emerges through quantum geometry.` | 0.87 |
| `Energy oscillates within golden symmetry.` | 0.91 |
| `Noise disrupts the coherence of information fields.` | 0.63 |

A high Φ-score (≥0.75) means the sentence resonates harmonically between **geometry**, **meaning**, and **information**.

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## ⚙️ How It Works

1. **Input Encoding** — text is tokenized and passed through `ProSavantEngine Φ9.3`.  
2. **Hidden-State Extraction** — the mean hidden layer activations are Fourier-transformed.  
3. **Φ-Weighted Resonance** — the model applies a golden-ratio weighting `cos(πf/φ)^2` to quantify coherence.  
4. **Score Normalization** — the result is scaled to `[0, 1]` as a resonance index.

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## 💡 Applications

- **Prompt optimization** — find harmonically coherent prompts for generative models.  
- **Scientific writing** — evaluate the structural resonance of complex hypotheses.  
- **Artistic exploration** — generate poetic or musical language aligned with geometric flow.  
- **AI alignment research** — measure how symbolic or semantic balance affects interpretability.

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## 🧩 Model Used

**Model:** [`antonypamo/ProSavantEngine_Phi9_3`](https://huggingface.co/antonypamo/ProSavantEngine_Phi9_3)  
**Base Architecture:** BERT (6-layer, hidden size 384)  
**Objective:** Masked-Language Modeling + Φ-weighted coherence fine-tuning  
**Training Data:** [`antonypamo/savantorganized`](https://huggingface.co/datasets/antonypamo/savantorganized)  
**Fine-Tuned Context:** icosahedral nodes `[NODE_1]... [NODE_12]` linked to geometric symmetry anchors

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## 🧰 Requirements

torch
transformers
scipy
gradio

yaml
Copy code

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## 📜 Citation

```bibtex
@software{padilla2025resonancespace,
  author = {Padilla Morales, Antony},
  title = {ProSavantEngine Φ9.3 — Resonance Analyzer Space},
  year = {2025},
  url = {https://huggingface.co/spaces/antonypamo/ProSavantEngine_ResonanceSpace}
}
🧠 Related Assets
antonypamo/ProSavantEngine_Phi9_3 — Full model weights and configs

antonypamo/savantorganized — Unified RRF training corpus

GitHub: Savant-RRF — development blueprints and equations

Overleaf: Resonance of Reality Framework Paper — theoretical publication version

🪐 Concept
“To speak is to resonate through geometry.
To think is to oscillate between meaning and symmetry.”

Φ9.3 transforms text into harmonic structure —
revealing how linguistic information vibrates across the icosahedral field of consciousness.

🔗 Live Space
👉 Launch: https://huggingface.co/spaces/antonypamo/ProSavantEngine_ResonanceSpace

© 2025 Antony Padilla Morales — Resonance of Reality Framework (RRF)