The “general” part of AGI means a system can do things it wasn’t trained to do If a model’s weights are frozen (I assume astra’s still are) then any capability gain has to come from external memory tools it builds for itself I care less about what a model can one shot and more about what it can do through building its own tools given enough time and inference.