What AI changes in how people learn, teach, and build education systems.
The industrial model of education rests on scarce knowledge, comprehensive expertise, and individual self-sufficiency. AI is changing all three assumptions—and how human capability is valued.
If AI surpassed us in every cognitive task, education would become a social choice. Until then, people need to learn to substantiate their work—and schools need to make that ability credible.
Campus Skills and back-to-school campaigns offer a way to examine the industry logic of general-purpose agents entering education.
When AI can complete assignments and solve problems, what is the value of students learning for themselves?
If an excellent assignment no longer proves a student has learned, how should courses and assessment change?
OpenMAIC's evolution shows how an AI course can become an object that is generated, run, edited, and revisited.
I thought I knew words like check, charge, and over. A teacher showed me how to look beyond their Chinese translations—and I turned that way of learning into a Skill.
Following classroom outputs and task logs to see how teaching methods, tools, and specialized services actually enter WorkBuddy.
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