If you have ever deployed a Large Language Model (LLM) or a complex computer vision model to an Android device, you have likely encountered the "Performance Paradox." On your high-end development workstation, the model runs with lightning speed. But on a user's mid-range device, the frame rate stutters, the device becomes uncomfortably warm, and...