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---
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