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> Pearl’s causality stuff is still mind-blowing

Could you link me to where I could learn more about this?

From recollection, I believe, "The Book of Why", https://a.co/d/aYehsnO, is the general audience introduction to Pearl's approach to causality.

"Causality: Models, Reasoning and Inference", https://a.co/d/6b3TKhQ, is the technical and researcher audience book.