Education has a structural problem. It was designed to develop analytical capacity in students at the exact moment AI is making analytical capacity abundant. AI is not just changing how students learn. It is changing what education is for.
Education has to develop students for a world where analytical capacity is abundant.
Work asks three things: physical, analytical, and relational. AI is absorbing the analytical layer. The career question is what human capacity you develop around it.
What the guide gives you
A clear map of the work AI is likely to absorb, the human work that becomes more valuable, and the roles or behaviors that become safer, stronger, and more durable.
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