The smartphone industry has entered the era of AI large models, with chip manufacturers becoming key drivers. Mobile edge large models must tackle challenges of over 1 billion parameters, testing chip performance. MediaTek and Qualcomm have become the focus in the mobile chip sector, driving competition in AI capabilities. The slowing of Moore's Law has turned breaking performance bottlenecks into an innovative challenge for chip manufacturers. Smartphone users expect a more intelligent and personalized experience, fueling the demand for large model integration.