A specialized image captioning model that combines Florence 2's vision understanding with Stable Diffusion 3's text conditioning style. It produces detailed, structured captions optimized for use as SD3 prompts rather than natural language descriptions — think comma-separated attributes and style tags rather than flowing prose. Particularly tuned for describing visual elements in ways that generative models can act on.