清华大学自动化系教授赵明国就认为行业热捧的VLA模型更多是过渡性的技术手段，而非终极方案。他提到，大语言模型的成功，源于人类语言数据的“标准化”与“海量”，但物理世界的视觉、触觉数据“非常不规范”，没办法简单照搬。
2026-03-02 00:00:00:0本报记者 董洪亮 王锦涛 曾亦辰3014297010http://paper.people.com.cn/rmrb/pc/content/202603/02/content_30142970.htmlhttp://paper.people.com.cn/rmrb/pad/content/202603/02/content_30142970.html11921 甘肃以更大勇气和决心扩大开放（“十五五”开好局起好步）
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Context window limits. I like to approach problems holistically so I frequently ask Planners to explore multiple angles, consider edge cases, double check plans against the code, and explain things to me until I understand them. So I burn through context windows fast. I noticed that compaction can drop good context or even the decisions made during planning, so now I checkpoint FD progress often. This adds time to the planning cycle but results in tighter plans.，这一点在体育直播中也有详细论述
Фото: Stephane Mahe / Reuters，这一点在同城约会中也有详细论述