A set of weights siting on your hard disk don’t evolve to get smarter on their own. AGI does however require the ability to learn new skills in new domains; if you kept exposing it I don’t see why it wouldn’t be similar. But fundamental capacities in how good it is a reasoning / planning don’t have to exceed any given human to be considered AGI.