1) The document considers a multi-user MIMO system with M single-antenna users and N transmit antennas. It aims to transmit constant envelope signals from each antenna to facilitate the use of power-efficient RF amplifiers. 2) Analytical and numerical results show that under certain channel conditions, an array gain can be achieved even with the stringent per-antenna constant envelope constraint, such that the total transmit power can be reduced as N increases while maintaining a fixed information rate to each user. 3) Simulations for i.i.d. Rayleigh fading channels show the total transmit power can be reduced linearly with increasing N, representing an O(N) array gain. A near-optimal