Contemporary higher education still relies on a one-instructor-to-many-students model that struggles to serve large, diverse cohorts. The Digital-Twin Teaching Platform proposes to elevate Waterloo’s institutional capability to address this weakness, built on an innovative digital-twin system: a faculty twin that provides real-time, course-specific explanations grounded in Waterloo-owned materials, and a student twin that models each student’s learning capabilities and preferences.