His small data, big task approach is interesting. Much more based in our own learning and growth as humans. If you master the ability to learn you'll be able in more novel situations to continue to learn. I do get a sense from current AI that huge data leads to knowledge without wisdom.

It also seems that perfecting the learning with nothing would scale much better with knowledge.

Maybe he will get to AGI first by ignoring all the AI hype.