Created by Onil Gunawardana. How do large language models learn? This AI-generated visualization depicts the mathematical process of backpropagation — gradient descent flowing backward through transformer network layers, adjusting billions of weights to reduce prediction error. A visual exploration of the invisible mathematics behind every conversation with AI.