A maths tutoring service in Accra asks a reasoning model to solve a problem with many cases. Hogwild inference runs several copies of the model on one shared memory cache, and they divide the cases among themselves with no one assigning them. Then give each worker its own cache, use a model that does not plan, or send eight workers to a short problem. This lesson needs JavaScript.