  We argue that Hamilton-Jacobi equations provide a convenient and intuitive
approach for studying the large-scale behavior of mean-field disordered
systems. This point of view is illustrated on the problem of inference of a
rank-one matrix. We compute the large-scale limit of the free energy by showing
that it satisfies an approximate Hamilton-Jacobi equation with asymptotically
vanishing viscosity parameter and error term.
