Thinking through the age of AI at the intersection of technology, learning, and civilization.https://www.biaoo.me/https://www.biaoo.me/en/articles/agent-scaling-mathematics/https://www.biaoo.me/en/articles/agent-scaling-mathematics/What a mathematical research effort built on massive parallel exploration suggests about how AI can tackle difficult work.Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/ai-education-paradigm/https://www.biaoo.me/en/articles/ai-education-paradigm/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.Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/ai-learning-thought-experiment/https://www.biaoo.me/en/articles/ai-learning-thought-experiment/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.Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/campus-agent-ecosystem/https://www.biaoo.me/en/articles/campus-agent-ecosystem/Campus Skills and back-to-school campaigns offer a way to examine the industry logic of general-purpose agents entering education.Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/cli-as-context-surface/https://www.biaoo.me/en/articles/cli-as-context-surface/A CLI delivers an action to a system—and the context an agent needs for its next step.Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/gpt-6-astra-ten-days/https://www.biaoo.me/en/articles/gpt-6-astra-ten-days/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.Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/grill-me-confidence/https://www.biaoo.me/en/articles/grill-me-confidence/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.Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/mit-ai-education-report-one/https://www.biaoo.me/en/articles/mit-ai-education-report-one/When AI can complete assignments and solve problems, what is the value of students learning for themselves?Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/mit-ai-education-report-two/https://www.biaoo.me/en/articles/mit-ai-education-report-two/If an excellent assignment no longer proves a student has learned, how should courses and assessment change?Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/openmaic-course-runtime/https://www.biaoo.me/en/articles/openmaic-course-runtime/OpenMAIC's evolution shows how an AI course can become an object that is generated, run, edited, and revisited.Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/ppt-master-agentic-content/https://www.biaoo.me/en/articles/ppt-master-agentic-content/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.Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/word-meaning-lens/https://www.biaoo.me/en/articles/word-meaning-lens/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.Sun, 20 Sep 2026 00:00:00 GMThttps://www.biaoo.me/en/articles/workbuddy-teaching-integration/https://www.biaoo.me/en/articles/workbuddy-teaching-integration/Following classroom outputs and task logs to see how teaching methods, tools, and specialized services actually enter WorkBuddy.Sun, 20 Sep 2026 00:00:00 GMT