Eigenvalues and Eigenvectors: Characteristic Polynomial and Special Matrices

Eigenvalues are the roots of $\det(A-\lambda I)$, and structure pins them down: triangular matrices show them on the diagonal, nilpotents force $0$, and real symmetric matrices have real eigenvalues with orthogonal eigenvectors.