Of the 900 million people who use ChatGPT each week, college-age adults are the biggest adopters among age groups. How they learn to use AI will increasingly shape their future opportunities, and education systems are uniquely positioned to help. Much of modern education was built to help students get ready for existing systems of work. But those systems are changing fast. Studies(opens in a new window) predict nearly 40% of the core skills workers rely on will change, largely because of AI. To thrive in this Intelligence Age, students need to build agency: the ability to learn continuously, solve hard problems, and create new economic opportunities for themselves with AI.