To address the implicit nature of mental map construction in junior high geography, this study explores an AI-empowered teaching model using a campus mapping project. Through four stages -cognitive visualization, humanAI calibration,verification, and application-the model transforms vague spatial perceptions into precise cartographic representations. Practice shows that this approach fosters students' geographical key competencies and cultivates critical thinking towards AI, while maintaining human agency in the learning process.