Machine Learning is not Scientific.
To fully Understand AI, we need to descend below first levels of Science, to the Zeroth Level of Epistemology.
I am an Experimental AI Epistemologist. I have been researching LLMs since Jan 1, 2001. Not a joke. Before that, I worked on Industrial Strength 20th Century AI for decades.