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To perform a Shark robot vacuum setup, you need to download and install the SharkClean app. The app will guide you through the process of connecting the vacuum to your 2.4 GHz Wi-Fi network. The setup ensures that the robot is properly configured and that you have access to features like scheduling and remote control through the app.