The Cayley-Hamilton Theorem states that every square matrix satisfies its own characteristic polynomial. This means if you take a matrix and find its characteristic polynomial, substituting the matrix itself into that polynomial will yield the zero matrix. This theorem is crucial for understanding the properties of matrices and their eigenvalues, linking directly to concepts like eigenvalue-eigenvector equations and applications in differential equations.
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