README.md

metadata

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