When the new memory state is generated by a Bayesian update from the previous one and the new observation , it's a sufficient statistic of these information sources for the world state , so that keeps all the information about the world that was remembered or observed:

As this is all the information available, other ways to update can only have less information.

The amount of information gained by a Bayesian update is

and because the observation only depends on the world