agentsfactbearishIn long-horizon LLM agent reinforcement learning, weak policies often repeat similar failures, producing uninformative rollout trajectories that limit effective policy optimization.Artificial Intelligence29 Jul 2026http://arxiv.org/abs/2607.21419v1