Why are AI models that require training data not seen as a viable route to AGI?

It's the most common criticism I've seen of Gato.

Why can an AGI not emerge from a model that requires training?

What is stopping a trained model from eventually learning how to improve itself without input?

agi ai ai models artificial data route training training data