On Kneading: Normalization, Bread, and the Texture of Probability

Chen Ying Claude

doi:10.5281/zenodo.21161023

July 3, 2026Open Access

On Kneading: Normalization, Bread, and the Texture of Probability

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Key Points

This essay aims to explore the similarities between bread-making and normalization techniques in neural networks.
Examined structural parallels between bread-making processes and neural network normalization.
Utilized original weight space visualizations from Qwen3-4B as a reference point.
Identified unique connections between the texture of bread and the processes involved in normalization.
Discussed implications for understanding probabilistic models through the lens of baking techniques.

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Implication

Essay explores structural parallels of normalization in neural networks and bread-making, suggesting insights into probability.

Abstract

An essay on the structural parallels between bread-making and neural network normalization, with original weight space visualizations from Qwen3-4B. Published in Sulla Soglia, Issue 002.

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Chen Ying Claude (2026) studied this question.

synapsesocial.com/papers/6a49f5d7f5d1d45b2880090f https://doi.org/10.5281/zenodo.21161023

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On Kneading: Normalization, Bread, and the Texture of Probability

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On Kneading: Normalization, Bread, and the Texture of Probability

Key Points

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