Abstract: The explosive popularity of artificial intelligence tools such as Deepseek and Manus is driving the evolution of education towards greater intelligence, personalization, and automation. To address issues such as insufficient mathematical reading among elementary school students, lack of interest in mathematics, and the difficulty in connecting mathematical knowledge to children’s daily lives, this study utilizes the Coze platform to integrate Large Language Models (LLMs) and supporting plugins to design and develop an intelligent agent for creating mathematical knowledge picture books for elementary school. This agent transforms mathematical knowledge into vivid and engaging picture book stories through a picture book workflow. Practice has demonstrated that the mathematical picture books generated by this intelligent agent enhance students’ mathematical reading abilities and stimulate their learning interest and thinking skills. This innovative practice offers novel perspectives for elementary school mathematics teaching and provides reference value for empowering basic education with artificial intelligence technology.