Researchers studied the impact of planning and release control on the performance of stateful LLM agents in retail and airline experiments. They found that prewritten plans improve success by 7.17 percentage points and reduce erroneous acceptance by 61%, with the planning component dominating at low liability and the verifier's benefits dominating at high liability.