Cooperative learning has long been recognized as an effective pedagogical strategy, yet the development of innovative techniques tailored to modern educational demands remains a challenge. This study introduces the Curriculum Concept Constellation Technique (CCCT), a novel cooperative learning technique developed with the support of artificial intelligence (AI). The CCCT employs a metaphorical and visual approach, wherein students collaboratively map key curriculum concepts into visual ‘constellations,’ (Throughout this manuscript, references to ‘constellations’ should be understood as a pedagogical metaphor for conceptual relationships, not as an astronomical or literal representation)—a metaphor representing how individual ideas (like stars) interconnect to form meaningful patterns. This approach fosters deeper conceptual understanding through creativity, role-based collaboration, and peer interaction.