---
title: App
emoji: 🌖
colorFrom: green
colorTo: purple
sdk: gradio
sdk_version: 4.11.0
python_version: 3.11
app_file: app.py
pinned: false
license: mit
---
# Resonance of Reality Framework (RRF Φ5.2)

A spectral-manifold framework for stability, coherence, and graph-based dynamics.

## Features

- Spectral Reciprocity Invariant
- Fiedler-based stability analysis
- Near-Ramanujan manifold generation
- Coherence scoring
- GNN regularization
- Scaling law estimation
- Topological robustness analysis

## Installation

pip install -r requirements.txt

## Example

from rrf.invariants import reciprocity

A = reciprocity(lambda2=0.995675, g_crit=1.004344)
print(A)

## Core Relation

λ₂ · g_crit ≈ 1

## Benchmarks

- Scale invariance verified to N = 100,000
- Near-Ramanujan expansion efficiency
- Robust under rewiring disorder

## Citation

@article{PadillaMorales2026,
 ...
}

Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference