Bayesian predictions made from (100% certain) information set {N}U{M} are always more accurate than those made from {N} alone

If you've ever done a jigsaw puzzle, you can probably think of a counterexample to this.

You've never done a jigsaw puzzle using optimal Bayesian methods.