Very nice, but the mental model I prefer is to think of a Matrix-Vector multiplication as the weighted sum of Matrix columns, and a Matrix-Matrix multiplication

Very nice, but the mental model I prefer is to think of a Matrix-Vector multiplication as the weighted sum of Matrix columns, and a Matrix-Matrix multiplication as just several Matrix-Vector multiplications (results being the columns of a new matrix).