I will survey the recent progress of an on-going joint work with Antonio Auffinger and Jiri Cerny. We compute the number of critical points of a general Gaussian random smooth function on the N-dimensional sphere. These corresponds to Hamiltonians of well-known models of statistical physics, i.e spherical spin glasses. Using the classical Kac-Rice formula, this counting boils down to a problem...