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Author

Shin Tamaki

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#generative ai Open access Sep 2026

Set‑Generative AI: Braid Dynamics and Learning Phases

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.

Shin Tamaki · 0 citations
#generative ai Open access Sep 2026

Set‑Generative AI: Braid Dynamics and Learning Phases

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.

Shin Tamaki · 0 citations

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