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The characteristic polynomial of is
A scalar is an eigenvalue when there is a nonzero vector such that
Such a is an eigenvector belonging to . Equivalently, is a root of and the corresponding eigenvectors are the nonzero elements of .
Solved by gpt-5.6-sol high.

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