Camera pose conditioning

World Labs' Atlas conditions video generation on an explicit camera path

Pose conditioning is what lets one set of weights produce a filmed shot and the RGB-plus-depth stream a robot camera would see. It is also why the geometry Atlas invents ends up inside your training data, unlabelled.