# LOLPlay: Benchmarking Real-Time Visual Agents in League of Legends > Source: > Published: 2026-11-04 03:33:46+00:00 Visual agents need to coordinate reasoning and action while their environment evolves during inference. We introduce LOLPlay, a benchmark in native League of Legends with 36 champion-specific tasks spanning resource management, combat, cooperation, and objectives. Agents interact through screenshots