The Cayley-Hamilton Theorem states that every square matrix satisfies its own characteristic equation, meaning a matrix can be used to solve its characteristic polynomial. This theorem bridges linear algebra and polynomial equations, offering a powerful tool for understanding matrix behavior and simplifying computations.