Assumption is that the AGI can solve any problem humans can - including learning from the environment if that is what is needed.
But I think you're missing the point of my post. I don't want to devolve this topic into yet another argument centered around "but AI can't be AGI or can't do what humans can do because so and so".
I often see this misconception that compute alone will lead us to surpass human level. No doubt it is inspired by the "scaling laws" we heard so much about. People forget that imitation is not sufficient to surpass human level.
But I think you're missing the point of my post. I don't want to devolve this topic into yet another argument centered around "but AI can't be AGI or can't do what humans can do because so and so".