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README.md

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+# 🌀 ProSavantEngine Φ9.3 — Resonance Analyzer Space
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+**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.
+
+---
+
+## 🚀 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**.
+
+---
+
+## ⚙️ 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.
+
+---
+
+## 💡 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.
+
+---
+
+## 🧩 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
+
+---
+
+## 🧰 Requirements
+
+torch
+transformers
+scipy
+gradio
+
+yaml
+Copy code
+
+---
+
+## 📜 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)