FutureWorld: A Live Environment for Training Predictive Agents with Real-World Outcome Rewards

ArXi:2604.26733v1 Announce Type: new Live future prediction refers to the task of making predictions about real-world events before they unfold. This task is increasingly studied using large language model-based agent systems, and it is important for building agents that can continually learn from real-world. Just as interactive environments have often driven progress in agents, advancing live future prediction naturally motivates viewing it as a learning environment.