in the Python community, from implementing augmented
刘先明：现在 L4 或者自动驾驶已经发生很大的技术范式变化。我们过去看到Waymo还有很多 L4 公司，其实上限很低，大家只能不停往前卷。这带来另外一个问题，就是L4的ODD概念，车辆到底能运行在什么地方，只能取决于铺了多少车、采了多少数据、建了多少地图。所以如果真想泛化性解决整个问题，技术范式就一定要变，这是不可避免的。
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“I think definitely the importance of video has been clear,” Siminoff said. “But I think this is just another example of how important it is to have video at your house, to be able to have systems like Ring. I think it did show the importance of that.”