Let XN = (X (N) 1 , . . . , X (N) p ) be a family of N × N independent, normalized random matrices from the Gaussian Unitary Ensemble. We state sufficient conditions on matrices YN = (Y (N) 1 , . . . , Y (N) q ), possibly random but independent of XN , for which the operator norm of P (XN ,YN ,Y∗ N) converges almost surely for all polynomials P . Limits are described by operator norms of object...