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.
Technology and Society
How products and infrastructure bring technological change into society.
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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.
Two 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.
Designing 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.
OpenMAIC: 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.
PPT 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.
WorkBuddy × 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.
