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The purpose of utilizing the Abstract Factory design pattern is to provide an interface for creating families of related or dependent objects without specifying their concrete classes. It allows the client code to create objects without knowing the specific implementation details, which makes the code more flexible and easy to maintain. The Abstract Factory pattern also encapsulates object creation and hides the details of object creation logic from the client. This helps in promoting the modularity, flexibility, and scalability of the application.