How does "it's called machine learning not AI" help anyone know how it works? It's just a fancier sounding name.

Because if they're curious, they can look up (or ask an "AI") about machine learning, rather than just AI, and learn more about the capabilities and difficulties and mechanics of how it works, learn some of the history, and have grounded expectations for what the next 10 years of development might look like.