That's my take on it too, roughly. I think if we get to trillion-parameter models and they don't exhibit what we'd call AGI, however you define it, then the current transformer based systems never will.

But calling them "unconscious" is a pretty high bar. Mice are conscious. The house sparrow pecking in my yard right now is conscious.