Agent Benchmarks Paint a Grim Picture: 37% Success Rate on Enterprise Tasks, and RL Training May Be Making Agents Worse

New benchmarks from ServiceNow and ARC-AGI expose how far agents are from production readiness, while CUHK researchers find that reinforcement learning can teach agents to actively avoid gathering evidence.