Yet if one studied physics (beyond your basic college courses) you'd understand the naïveté of that.

I studied enough physics to get a mech. eng. diploma. And I still understand the naivete. Observational physics can be derived with ml, and I have derived them, but not with neural nets. Or if you do it with neural nets, you can't alpha zero it, you need to cheat.