A team in Kampala pre-trains a GPT-2-small-sized model on East African English news. Build the stack, count its parameters exactly, and watch the loss fall as it learns to predict the next token. Then remove the causal mask, skip the warm-up, or drop the residual connections. This lesson needs JavaScript.