A blind adaptive multi-user detection based on RLS algorithm is presented, and the algorithm's convergence dynamics for suppressing MAI (Multi-Access Interference) is analyzed. These demonstrate that the detection based on this algorithm finally converges to a constraint MMSE detection without training sequence. The simulation results under AWGN-Additive White Gaussian Noise channel and Rayleigh fading channel are presented.