In this paper an Ising model on a random lattice with strongly asymmet
ric couplings inspired by neural networks is studied. We investigate t
he phase space structure and find evidence for an ultrametric, ''multi
valley'' structure as observed in disordered magnetic systems. We have
calculated the size of the basins of attraction.