I am an undergraduate researcher majoring in Semiconductor Engineering and Systems Management Engineering, with a focus on efficient and elastic AI systems. My research explores how to make large AI models more cost-efficient and adaptively deployable across diverse hardware and resource constraints. In particular, I am interested in elastic quantization and inference acceleration techniques that dynamically adjust precision, memory usage, and computation to enable efficient AI deployment.