Future trends in notebook CPU development include advancements in process technology to achieve higher efficiency and performance, increasing focus on energy efficiency to prolong battery life, and the integration of AI accelerators to enhance machine learning and AI-related tasks. These trends aim to deliver improved computing power and enhanced user experiences in future notebook CPUs.