You framed my question in a better way, thank you.

You can according to Pearl :)

Thank you! I’m comfortable with causal inference and have read “The Book of Why”. What do you recommend for the next step?

I read his book, I understand and work with causal inference. I still don’t have an ELI5 understanding of what Causal ML is.