Artificial intelligence is becoming an increasingly important part of modern society, but current computer hardware faces challenges as AI systems become more advanced. To continue improving AI technology, researchers are exploring new hardware designs such as analog AI chips and neuromorphic computing. This year, I will investigate how these technologies could transform the future of computing by examining their design, advantages, applications, and limitations.