A lab in Nairobi has a fixed compute budget to train a Swahili and English model. For that budget, the Chinchilla law predicts the loss for every split between model size and training tokens. Then build too big a model, judge only by exact match, or ignore what serving the model will cost. This lesson needs JavaScript.