This paper deduces exponential matrix concentration from a Poincaré inequality via short, conceptual argument. Among other examples, this theory applies to matrix-valued functions of uniformly log-concave random vector. The proof relies on the subadditivity inequalities and chain rule for trace Dirichlet form. It also uses symmetrization technique avoid difficulties associated with direct exten...