Generative AI excels at producing stunning visuals but often fails at creating coherent, engaging stories. Storytelling demands consistency in character, plot, and setting—areas where current models fall short. This workshop explores combining advanced visual models, large language models, and multi-modal AI to generate narratives that are visually consistent and compelling. Our goal is to push generative AI beyond impressive graphics, enabling it to deliver dynamic, cohesive stories and broaden its role in content creation.