I agree it has very minimal metacognition. That’s partially addressed through prompt chaining—ie, having it reflect critically on its own reasoning. But I agree that it lacks self-awareness.
I think artifacts can easily reflect the understanding of the designer (Socrates claims an etymology of Technology from Echo-Nous [1])
But for an artifact to understand — this is entirely dependent on how you operationalize and measure it. Same as with people—we don’t expect people to understand things unless we assess them.
And, obviously we need to assess the understanding of machines. It is vitally important to have an assessment of how well it performs on different evals of understanding in different domains.
But I have a really interesting supposition about AI understanding that involves it’s ability to access the Platonic world of mathematical forms.
I recently read a popular 2016 article on the philosophy of scientific progress. They define scientific progress as increased understanding — and call it the “noetic account.” [2] Thats a bit of theoretical support for the idea that human understanding consists of our ability to conceptualize the world in terms of the Platonic forms.
Plato ftw!
[1] see his dialogue Cratylus
[2] Dellsén, F. (2016). Scientific progress: Knowledge versus understanding. Studies in History and Philosophy of Science Part A, 56, 72-83.