This research addresses critical issues in Design education, specifically within Graphic Design at the higher education level, aiming to enhance pedagogical practices through active methodologies and visual thinking tools. The study is grounded in the theoretical framework of Meaningful Learning Theory, emphasizing the integration of prior knowledge with new information to foster deeper understanding and application skills among students. Methodologically, the research employs a qualitative approach to explore and refine pedagogical strategies that support meaningful learning experiences in Graphic Design education. Central to this investigation is the exploration of visual synthesis tools, particularly semantic panels, as innovative pedagogical instruments. Semantic panels facilitate the translation of abstract concepts into visually compelling narratives, enhancing students’ ability to articulate design intent and aesthetic direction effectively. By employing structured methodologies for creating semantic panels, educators aim to enrich students’ visual and conceptual comprehension, bridging the gap between theoretical knowledge and practical application in design projects. The study underscores the significance of integrating active methodologies and visual thinking tools in Design education to nurture critical thinking, creativity, and problem-solving skills essential for professional practice. By advancing research in this area, the research contributes to the ongoing evolution of Graphic Design education, ensuring its responsiveness to the dynamic demands of the field and preparing students to innovate and excel in diverse design contexts.