Introduction Edge AI hardware refers to specialized chips and computing components designed to process artificial intelligence (AI) tasks locally on edge devices—such as sensors, smartphones, cameras, or autonomous vehicles—rather than sending data to a centralized cloud. This localized processing allows for faster responses, reduced bandwidth usage, enhanced privacy, and real-time...