Look at recent output from leading edge humanoid robotics projects like 1X/Neo, Figure 03, Skild AI. Also see open published work like MimicDroid, HDMI, GenMimic, Humanoid-Union Dataset, RoboMirror, Being-H0
Figure 03:
https://www.youtube.com/watch?v=e-31-KBBuXM
https://www.youtube.com/watch?v=ZUTzuhkDG3w
1X Neo:
https://www.youtube.com/watch?v=lS_z60kjVEk
Skild AI
https://www.youtube.com/watch?v=YRmjBdKKLsc (Learning by Watching Human Videos)
Mimic
https://youtu.be/_LkBFL5m1WU?si=Qvgb7vkpG_KCAJdN
There is a ton of very useful recent progress with imitation learning and related datasets. There is also some work on learning from large scale video like Youtube.
We are months away from the ChatGPT moment in humanoid robotics where a project launch or demo makes people finally realize that they are general purpose.
The only way we could have AI proof careers is if humanoid robotics were to completely stop progressing. Since it's been advancing very rapidly, that makes no sense.