The point about confidence intervals is a good one and I'd like to see it more often. My neighbour Alan is a good farmer, but I am not.

YES PLEASE! AI's rigor in terms of evaluation of ML systems has been only barely improving in the past 15 years.

Thanks for the concrete recommendations; unfortunately, most of these will fall flat, because nobody teaches how to do these, why they are important, etc.