OpenAI's Mathematics Breakthrough and Another Kind of Scaling
What a mathematical research effort built on massive parallel exploration suggests about how AI can tackle difficult work.
People and AI · Technology and Society ARTICLES
Articles
Essays on AI, learning, and technology—and the questions these changes raise.
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Why Widely Available AI Will Change Education as We Know It
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.
Teaching and Learning · Technology and SocietyA Thought Experiment: What Should We Learn If AI Can Do Everything?
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.
Teaching and Learning · People and AITwo Million Credit Packages, 416 Universities, 1,176 Campus Skills: What Are AI Agents Competing for?
Campus Skills and back-to-school campaigns offer a way to examine the industry logic of general-purpose agents entering education.
Teaching and Learning · Technology and SocietyDesigning What an Agent Sees After a CLI Command
A CLI delivers an action to a system—and the context an agent needs for its next step.
Technology and Society · People and AITen Days with GPT 6 Astra: A Few Impressions
After ten days with GPT 6 Astra, I keep thinking about disappearing credits, the limits of my own understanding, and whether tokens will become an everyday measure.
People and AIGPT Added One Number to My Grill-Me Exercise
A confidence score from 0 to 100 revealed something a correct answer alone could not: the learner's sense of how well they understood it.
People and AIReading MIT's AI Education Report with ChatGPT (Part One)
When AI can complete assignments and solve problems, what is the value of students learning for themselves?
Teaching and Learning · People and AIReading MIT's AI Education Report with ChatGPT (Part Two)
If an excellent assignment no longer proves a student has learned, how should courses and assessment change?
Teaching and Learning · People and AIOpenMAIC: From Generating Courses to Running Them
OpenMAIC's evolution shows how an AI course can become an object that is generated, run, edited, and revisited.
Teaching and Learning · Technology and SocietyPPT Master from 1.0.0 to 5.0.0: Designing Content Production with Agents
PPT Master offers a concrete case of how agentic content production inherits experience, selects capabilities, preserves decisions, and allocates authority among people, agents, and tools.
Technology and Society · People and AIA Skill That Changed How I Learn English
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.
Teaching and Learning · People and AIWorkBuddy × Penguin Teacher Assistant: How Teaching Capabilities Were Connected
Following classroom outputs and task logs to see how teaching methods, tools, and specialized services actually enter WorkBuddy.
Teaching and Learning · Technology and Society