Before revision:  We discuss the conditions for which non-linear synthesis outperforms linear combinations, and its implications for developing further strategies .
After revision:  We discuss the conditions for which non-linear BPS (as in McAlinn and West, 2019) produces exact minimax predictive distributions for Kullback-Leibler risk and, under certain conditions, quadratic risk .