We consider the Kac particle system for the space-homogeneous Landau equation with hard potentials. We show that the propagation of exponential moments holds at the particle level. The moments bound ensures the uniqueness of weak solutions of the Landau infinite hierarchy, which implies propagation of chaos. We also introduce some open questions on the Lagrangian structure of infinite hierarchies.