Claude and Other LLM Agents Made More Efficient Through Combined Policy and World Model Training2. June 20264. July 2026AI Models, Claude AIPaW trains environment models during policy training using the same RL rollouts, consistently improving agent performance without requiring additional simulators or inference costs. Share on: