The MultAI-PASS initiative aims to leverage multimodal AI to support personalized learning pathways by adapting educational content to different learning styles. This project will develop a framework that enables educators to utilize AI tools to transform course materials, ensuring inclusivity and adaptability. Additionally, it will create an individual student passport for personalized access to courses, enhancing engagement, effectiveness, and alignment with diverse learning preferences.