Reinforcement learning has been used extensively to learn the low-level tactical choices during gameplay; however. less effort is invested in the strategic decisions governing the effective engagement of a diverse set of opponents. In this paper. a two-tier reinforcement learning model is created to play competitive games and effectively engage in matches with different opponents to m... https://www.roneverhart.com/SERPENT-CARBON/