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This article discusses the use of machine learning techniques, specifically genetic programming, to optimize the friction stir processing of Cu over Al1050 aluminum alloy. The study found that this method can enhance the microstructure and mechanical properties of both aluminum and copper alloys, making it a promising technique for lightweight structures in industries such as aviation and automotive.