long-horizon tasks

Complex tasks that require a model to plan continuously across dozens to hundreds of steps, invoke tools, remember intermediate states, and correct errors. They test context management, self-checking, and task decomposition, and serve as a core metric for assessing the practical deployment capability of model agents.