This research project enables fine-grained control over AI image generation by leveraging formatting information from rich text documents. It extends Stable Diffusion and SD-XL with capabilities for explicit token reweighting, precise color rendering, local style control, and detailed region synthesis. The project includes a HuggingFace demo and an Automatic1111 WebUI extension for practical use.