This study proposes an innovative design of a multi-functional learning robot, designed to help young people learn efficiently. The robot combines an intelligent learning system and an interactive teaching mode, and improves learning effects and stimulates learning interest through personalized learning plans and emotional communication functions. The robot adopts advanced artificial intelligence technology, has powerful learning AIDS and interactive communication skills, and can intelligently identify learning needs and provide personalized learning support. At the same time, the robot has designed rich teaching games and interesting learning activities to enrich the learning experience and promote the absorption and understanding of knowledge. This study verifies the positive role of multifunctional learning robots in improving learning efficiency and stimulating learning motivation through field testing and evaluation, providing an innovative solution for adolescent learning.