My Kids Do Long Division by Hand. I Also Teach Them to Vibe Code. Here's Why + 5 Prompts to Start Tonight.
Someone used Claude Code to build an entire medical school curriculum in two weeks. Four hundred and fifty lectures. Sixteen thousand figures. Roughly a hundred million tokens of automated work, with multiple rounds of error-checking. Ninety-nine percent flawless. Work that normally takes hundreds of faculty years to produce. Meanwhile, 2 billion children are enrolled in schools running an educational philosophy designed for a twentieth-century industrial economy.

TL;DR
- AI, like Claude Code, can now generate extensive educational content, such as a medical school curriculum, in a fraction of the time previously required.
- The journal Nature has suggested that Artificial General Intelligence (AGI) has arrived.
- Over 90% of UK university students are expected to use AI in their learning, a significant increase from the previous year.
- AI tutors are demonstrating superior performance compared to human tutors in controlled studies.
- The current educational philosophy is largely based on a 20th-century industrial economy model, which may be outdated.
- The article compares the current AI panic to the 1970s panic over calculators, noting overlooked aspects of that historical event.
- It argues that fundamental skills remain crucial, even in the age of AI, and discusses the connection between advanced AI and basic math.
- Concerns are raised about cognitive offloading and learned helplessness due to over-reliance on AI.
- Seven principles for education are proposed, applicable to children of all ages.
- Five practical prompts are offered to help parents create a personalized educational plan for their children, including readiness assessments and assignment redesign tools.