Mobile apps like 'AI Image Upscaler & Enhancer' are bringing sophisticated super-resolution capabilities directly to smartphones, signaling a shift toward edge-based AI processing. This trend raises crucial questions about model optimization, privacy trade-offs, and the future of computational photography.