StoryWeaver is a unified world model designed for knowledge-enhanced story character customization, aiming to visualize both single and multi-character stories. Based on the AAAI 2025 paper, this model processes character customization and visualization within a unified framework, which is significant for natural language processing and artificial intelligence. Key advantages of StoryWeaver include its ability to handle complex storytelling scenarios and its capacity for continuous updates and feature expansions. The product background information indicates that the model will be regularly updated on arXiv, adding more experimental results.