A school-book publisher in Lusaka wants one model that writes a caption and paints the picture. One transformer predicts text token by token and denoises image patches, with a mask that is causal for text and two-way inside the image. Then make the image mask causal, use only four denoising steps, or squeeze patches into a codebook. This lesson needs JavaScript.