Punishment strategies refer to actions taken by players in a game to deter non-cooperative behavior among competitors, especially in the context of collusion or cartel formation. These strategies are essential for maintaining cooperation, as they impose costs on those who deviate from agreed-upon actions, thereby reinforcing the benefits of sticking to the cooperative path. The effectiveness of these strategies can influence the sustainability of cartels and the overall dynamics within oligopolistic markets.