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My point is what will the AI learn during its self learning process? even human needs trial n error to find perfect balance for game. That's my main concern about the AI.

It depends on the creator of that AI. They could add different levels of trainers to guide their AI. It’s always about trial n error for humans and AI but once they use trainers they get better at it until they have mastered it and move onto another skill or task.