传统的AI界面代理通常采用端到端的学习方式，试图直接从屏幕截图预测操作指令，但这种方法忽略了人类认知过程的层次性结构。就像试图让机器人直接模仿人类走路的表面动作，而不理解平衡、协调、预判等内在机制一样，这种方法很难达到人类水平的灵活性和鲁棒性。

Moe enjoys making technical content digestible and fun. As a writer and editor for over a decade, he has bylines at MakeUseOf, WhistleOut, TechBeacon, DZone, Tech Up Your Life, and Electromaker. When ...

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