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Classroom seating arrangements in Indian schools have traditionally reflected silent academic and social hierarchies that influence visibility, participation, confidence, and student engagement. The distinction between “front benchers” and “backbenchers” often shapes educational identity and classroom interaction. This paper examines the growing shift toward flexible seating models such as U-shaped, cluster-based, and collaborative layouts, exploring their role in promoting educational equity and learner-centered pedagogy. Drawing from classroom psychology, inclusive education practices, and participative learning theory, the article argues that classroom architecture itself functions as pedagogy. Flexible seating encourages collaboration, improves visibility, and supports inclusive participation, particularly for quieter learners. The paper also discusses implementation challenges and highlights the need to recognize classroom spatial design as an important component of equitable and experiential education aligned with the National Education Policy 2020.