An agent should separate planning from execution by establishing a distinct deliberative phase where it constructs a sequence of actions or a strategy to achieve its goals, considering its world model. This separation enhances system robustness and efficiency, allowing the agent to handle unexpected environmental changes or execution failures without constant re-planning. Typically, planning occurs at a higher, more abstract level, outlining the general steps, while execution involves the fine-grained, real-time control and interaction with the environment. During execution, the agent must continuously monitor progress and environmental feedback to detect deviations from the planned trajectory or unexpected events. If significant discrepancies arise, the execution phase can then trigger a re-planning phase, adjusting the original strategy or generating a new one to adapt effectively. This dynamic interplay ensures both strategic foresight and adaptive responsiveness in complex environments. By segregating these processes, agents can achieve greater modularity and improve their capacity for learning and error recovery. More details: https://www.kyslinger.info/0/go.php?url=https://infoguide.com.ua