We know that if is a square matrix which eigenvectors form a basis of the given vector space, then there exists an invertible matrix , which its
columns are eigenvectors of , s.t. is a diagonal matrix whose diagonal elements are precisely the eigenvalues of (all this is classic theory, not
something new). Well, they just did all the process backwards...