Indian classrooms require a strategic shift in pedagogy to prevent AI from degrading learning outcomes. Educators must act as social architects, guiding students through the transition to machine-assisted study. This approach prioritizes human-centric design over simple tool deployment. Practitioners should focus on pedagogical frameworks that maintain critical thinking while integrating artificial intelligence into the National Education Policy.