Researchers introduced JointMatch, a unified framework for ride-sharing matching. It combines request pairing and vehicle assignment into a single graph neural network, outperforming existing methods in terms of revenue and speed. This could be useful for developers building or operating AI agents in the ride-sharing or logistics industry.