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ricci-flow

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The End of Stochastic AI | The Beginning of Geometric Truth This repository contains the official implementation of the Durante Protocol v4.1, a revolutionary AI framework that replaces corporate "probabilistic alignment" (RLHF) with Geometric Invariance and Onto-Exoprotonic Symbiosis.

  • Updated Dec 25, 2025
  • Python

Unified framework combining Riemannian Wave Classification (RWC) and Geometric Wave Learning (GWL). Treats supervised learning as quantum resonance (Breit-Wigner/Lorentzian) on label-driven discrete Ricci-flow manifolds, using holographic radial frequency (HRF) kernels and polychromatic spectral ensembles.

  • Updated Apr 10, 2026
  • Jupyter Notebook

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