The Cayley-Hamilton theorem states that every square matrix satisfies its own characteristic equation. Specifically, if f(λ) is the characteristic polynomial of a matrix A, then f(A) is the zero matrix. This allows any power of a matrix to be expressed in terms of lower powers. The theorem has applications in calculating functions of matrices and in fields like control systems and electrical circuits.