This document describes a horse chasing algorithm for reinsurance portfolio optimization. It begins with an outline of the problem setting, approach, and conclusions. The problem setting section defines the objective as maximizing expected profit subject to risk measure constraints. The approach section describes the horse chasing algorithm and search strategy to continuously improve the objective function. It concludes that the simpler goal is robust but limitations include potential for human judgment to outperform.