A new, probabilistic piecewise "mixture of experts" (ME) model for RF power amps allows several submodels to cooperate to produce a more accurate picture. The ME framework theory can be applied to model complex baseband signals and nonlinearities, overcoming the shortcomings of previous piecewise models. The models, confirmed by extensive measurements on a variety of power amps, outperform the state of the art.