Abstract
Augmented reality (AR) is a discipline having less cognizance but it is the door to new advance technologies. Accustomed games doesn't facilitate user to physically interact with the surroundings which resulted into reduced learning capabilities. Our objective is to develop AR based first person shooter game empowering reinforcement learning. This act as a building block to capacitate users to interact with the physical environment. Non-player characterswill be able to learn and adopt strategy more wisely after each move to capacitate players. Game is played by hundred users at different stages. Reported results are summarized in experiment section.