In a series of articles, we have been developing a theory of \emph{tropical diagrams of probability spaces}, expecting it to be useful for information optimization problems in information theory and artificial intelligence. In this article, we give a summary of our work so far and apply the theory to derive a dimension-reduction statement about the shape of the entropic cone.