Field notes from building in public.
One article every Sunday on AI in K–12 classrooms — pedagogy, industry analysis, and the inside view of building a private AI tutor for Texas middle schools.
- Pedagogy
What 'standards-aligned' actually means — and why most AI products fail the test
Every AI product sold to schools claims to align to state standards. The vast majority of these claims are doing something much weaker than the words suggest. Here's what real alignment looks like.
Read → - Industry analysis
The economics of AI in classrooms — and why they're upside down
Most AI products sold to schools are unprofitable at scale, even when schools pay full price. The reasons reveal a structural mismatch between consumer AI economics and what schools actually need.
Read → - Industry analysis
What the interactive whiteboard era teaches us about AI in classrooms
Schools spent billions on smart boards in the 2000s, and most of them are now collecting dust. The reasons why are not what you'd expect — and they're directly relevant to how AI gets adopted now.
Read → - Field notes
What teachers actually say when you ask
I spent the last month asking middle school math teachers about their work. Here's what surprised me, what didn't, and the one thing I keep hearing that no one is building for.
Read → - Pedagogy
The hint ladder, and why ChatGPT can't climb it
Good math teachers don't give answers. They give the smallest possible hint, see what happens, and adjust. Most AI tutors do the opposite — and the difference matters more than any benchmark score.
Read → - Industry analysis
The AI startup playbook is broken for education
The advice that built Jasper, Lensa, and the wrapper graveyard is exactly the advice that fails in K–12. Here's what changes when your buyer is a school district and your user is a teacher.
Read → - Sovereign AI
What sovereignty actually means in AI
The word 'sovereign' has become marketing noise. Here's the more useful framework — five levels of AI sovereignty, and why most products that claim it only deliver one or two.
Read → - Field notes
Why we're publishing in public
MillionRoots is building sovereign AI infrastructure for K–12 schools. This is the first of a weekly series on what we're learning, what we're getting wrong, and why this matters now.
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