Maximize personal gain in the minority game

In standard minority game, each agent at every time step chooses the highest-score strategy from his limited number of strategies given arbitrarily in the beginning of the game. Suppose one agent is free to choose any strategy at every time step, how can he manage to maximize his personal gain? Based on the behavior of the standard game, we found a strategy for the agent to score more than the others do for most of the cases.