Write the matrix trace in Einstein summation convention:
The entries are scalars, so their multiplication commutes, and the two summed indices may be relabelled. The argument works for square matrices of any finite size, and also for rectangular of compatible opposite shapes.
Let with . A vanishing commutator gives , so belongs to the eigenspace . This is eigenspace invariance for commuting linear maps. A nondegenerate eigenvalue has a one-dimensional eigenspace, so for a scalar ; is allowed. Therefore is also an eigenvector of . Without the simple-eigenvalue condition, can mix vectors inside a larger eigenspace, and an arbitrarily chosen eigenvector of need not be an eigenvector of .
For Hermitian matrices, and , so
The commutator is an anti-Hermitian matrix. Consequently
makes . More generally, any nonzero purely imaginary works. For a nonzero commutator this is also necessary if is to be Hermitian: comparing the Hermitian adjoint equations gives .

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