Disagree with Sean Carroll. The property that Judea Pearl defines in "Causality" is a central part of the character of physical law.

I'd have to strongly disagree with that. It's certainly why we're interested in physical law, and how we test our understanding of physical law. But the central character of physical law admits no interventions when describing things at the lowest level.