We propose a new method for conducting Bayesian prediction that delivers accurate predictions without correctly specifying the unknown true data generating process. A prior is defined over class of plausible predictive models. After observing data, we update to posterior these models, via criterion captures user-specified measure accuracy. Under regularity, this yields concentration onto elemen...