Learning Differently: How Teaching and Learning Must Evolve in the AI and Agentic Era
The Real Shift Is Not Less Learning, It Is Different Learning
Every time a new technology makes information easier to reach, the same worry resurfaces: will people stop learning altogether? Calculators supposedly meant nobody needed arithmetic. Search engines supposedly meant nobody needed to remember facts. AI now raises the same question, at a much larger scale, because it can explain a concept, draft an essay, and carry out multi-step tasks on its own.
The worry misreads what is actually changing. AI is transforming how quickly people can access information and produce a first draft of an answer. It is not transforming the underlying process by which a human being builds real understanding, develops judgment, or becomes capable of solving problems they have never seen before. That process is still slow, effortful, and deeply human.
