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HAGAMEAI is a training framework for AI game evolution. By building diverse game scenario components, ranging from strategic confrontation to simulation, it enhances AI's learning mechanisms, decision-making processes, and its ability to collaborate or compete in complex environments, providing fundamental AI support for all game-like scenarios.