  We compute the quenched free energy in the Gaussian random matrix model by
directly evaluating the matrix integral without using the replica trick. We
find that the quenched free energy is a monotonic function of the temperature
and the entropy approaches $\log N$ at high temperature and vanishes at zero
temperature.
