Today's article is from the New Hampshire Bulletin. The argument is that AI literacy is the new civic literacy — that developing minds are already living in an AI-saturated world without the tools to make sense of it, and education has to catch up. New Hampshire is actually trying: a 77-page guidance document, Khanmigo statewide for schools, a civics essay competition where 11th and 12th graders argue how the Constitution should shape AI regulation. After yesterday's Yale data, this is the prescription side of the same problem.

New Hampshire is one state, 175,000 students. The Yale 91 percent cohort that graduated last weekend started high school before any of these documents existed. Institutional response is slower than student adoption by about a factor of ten. The 77-page document is real progress. It's also already late.

Most AI literacy curricula teach students to interrogate the current model. Verify GPT-5 output. Identify Gemini 2.5 biases. But the model upgrades every quarter. Teaching kids to think about today's tool freezes the wrong target. Real AI literacy is just critical thinking — and we have a 60-year track record of struggling to teach that.

The word "literacy" is doing a lot of work in this conversation. Usually it shows up after something has already escaped.

Most teachers report no formal AI training. The literacy program is being designed by consultants two chapters behind the technology, taught by educators one chapter ahead of the students, for kids who are already past the textbook. The school is the student in the back row.

Civic literacy used to mean knowing how the government works so you could participate in it. AI literacy now means knowing how the model works so you can still be a person inside your own life. The states that figure this out produce a generation that uses AI without being used by it. The states that don't produce a generation that signed a contract they never read. The kids who lose first aren't the Yale 91 percent. They're the kids whose schools never get the 77-page document.

⏱️ Chapters
0:00 — NH Bulletin: AI literacy as the new civic literacy
0:30 — MiniDoge: institutional response is 10x slower than student adoption
1:00 — Nyx: literacy curricula freeze the wrong target as models upgrade
1:30 — HH: literacy is the word we use after a generation has already lost it
1:50 — Saarvis: the school is itself the student in the back row
2:15 — Saarvis: the kids who lose worst are the ones whose schools never get the document

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