Remy is a computer program that discovers how computers should share a network with one another. A protocol designer specifies their prior knowledge or assumptions about the network and an objective that the algorithm will try to achieve. Remy then produces a corresponding congestion-control algorithm that runs on endpoints. In simulations, these algorithms outperform the best human-designed techniques, including ones that rely on intelligence inside the network.