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A simulation platform that stress-tests learning content against synthetic learner populations before launch. Accepts curriculum content, assessments, and learner-profile settings, then returns risk diagnostics, confusion points, concept bottlenecks, drop-off forecasts, and revision recommendations - so curriculum teams catch problems in simulation