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This technology provides a general mathematical model for real-time high-capacity ride-sharing that 1) scales to large numbers of passengers and trips, and 2) dynamically generates optimal routes with respect to online demand and vehicle locations. It can be used to analyze different transportation options for a city and to operate a dispatcher of shared vehicles, with real-time performance in applications including vehicle routing, multi-vehicle/task assignment, vehicle ride-sharing and package delivery.