Way too shallow; was expecting a lot more meat here...
Fair, this is intentionally introductory. It's the first article in a series aimed at people who are new to the space, so it starts from the absolute ground up. It gets more technical from here.
engineering requires the application of math and science. "AI Engineering" ain't either.