Which is really a roundabout way of saying a tensor is a multilinear relationship between arbitrary products of vectors and covectors. They're inherently geometric objects that don't depend on a choice of coordinate system. The box of numbers is just one way of looking at a tensor, like a matrix is to a linear transformation on a vector space