The LARP framework is an innovative technology designed to enhance the interaction experience between users and language agents in open-world games. By leveraging a robust cognitive architecture, environmental interaction modules, and personalized post-processing alignment, it optimizes the interactions between agents and users within the game. Additionally, it holds significant potential for applications in entertainment, education, and other fields.