PaperBananaFX is a JavaFX desktop orchestration demo for a real-time AI workflow. It targets a specific bottleneck in the "AI scientist" workflow: converting method text and figure captions into publication-ready illustrations with semantic fidelity to the method and stylistic conformity to modern research-paper aesthetics.