Set‑Generative AI: Braid Dynamics and Learning Phases

Abstract

This paper presents a set‑generative AI model where braid dynamics on four‑component states produce distinct learning phases. The framework integrates double figure‑eight generation, non‑commutative propagation, and spectral regimes enabling coordination, pruning, exploration, and chaotic behavior.