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You know, I seriously doubt the quality of AI generated games. Even humans aren't guaranteed to create good games let alone AI.

Unless, you're talking about game clones, with have similar gameplay, similar images, etc , AI might do better there. Not saying I like clones though.

I was talking about self learning AI without human intervention.

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.