Infrastructure & Deployment
mobile apps
Mobile apps are software applications designed specifically to run on portable devices such as smartphones and tablets. In the context of artificial intelligence, they serve as the primary interface for delivering AI-driven features, ranging from personalized recommendations to real-time image processing and voice assistants.
Explanation
Mobile apps represent a critical frontier for AI deployment, categorized into two main architectures: cloud-based and on-device (Edge AI). Cloud-based apps send data to remote servers for processing, allowing for massive models like LLMs to function on hardware with limited resources. Conversely, on-device AI leverages mobile hardware—specifically Neural Processing Units (NPUs) and mobile GPUs—to run optimized, compressed models locally. This technical shift is significant because it enables low-latency responses, works offline, and enhances user privacy by keeping data on the device. Developers use specialized frameworks to adapt heavy AI models for the mobile environment, balancing computational performance with battery life and memory constraints.