That's because we are already VERY pretrained on very similar tasks. You should look into transfer learning and one shot learning for examples of techniques that in practice do something very similar.
Yes, I have heard of transfer learning and used them in practice. Very powerful but still primitive.
One-shot learning techniques are still to mature but I agree with you that technologies like these will reduce our reliance on datasets and make the AI algorithms learn in more human like way.