The future of learning, in the age of AI

We used to go to school to get the answer.
Now we go to get the question.

Answers are free now. Any student with a smartphone or laptop can summon one in seconds. What a school can still give — and what students can’t get anywhere else — is the habit of asking better questions, and the people, time and place to chase them.

Read the AI Roadmap See the shift

Why now · Do the math

California gives a school more than $20,000 and about six hours a day for every student. Then here comes AI.

$21,148
per student, per year, in state Prop 98 funding¹
180
school days a year
~6 hrs
a day — about 1,080 hours a year
≈ $20/hr
for every student, every hour they’re with us. A class of 30 is a $590-an-hour room.

That is a lot of money and a lot of time. For a century we spent most of both on transmitting answers: lectures, worksheets, memorization, tests that check recall.

AI now does that transmission instantly, for free, at 2 a.m. So the real question for every board, principal and parent is simple: what is the best possible use of those six hours?

¹ Proposition 98 funding per K–12 student, California 2026–27 budget, per the Legislative Analyst’s Office. All sources combined: about $28,000 per student.

The world they’re entering

A global, AI-powered economy rewards one thing above all: people who never stop learning.

Global competitiveness The world is flat — and connected. Our students won’t just compete with the classroom next door. They’ll compete, and collaborate, with talent everywhere. Schools have to prepare them for that world, not the one we grew up in.
The AI economy 39% of workers’ core skills are expected to change by 2030. This decade, new technology and other shifts are projected to create about 170 million jobs and displace 92 million.²
Lifelong learners The diploma isn’t the finish line. The most valuable thing a school can give a student is the passion, and the habit, to keep learning for life. Skills expire. Curiosity doesn’t.

The goal isn’t graduates who know everything. It’s graduates who know how to learn anything.

² World Economic Forum, Future of Jobs Report 2025, a survey of more than 1,000 employers in 55 economies.

The Shift

From knowing the answer to asking the right question.

Six moves every school will have to make. None of them are about the technology.

01Get the answer
Ask the question
When answers are instant, the scarce skill is framing a problem worth solving.
02Sage on the stage
Guide on the side
Teachers become learning facilitators: coaching thinking, not delivering content.
03Memorize it
Interrogate it
Students check, challenge and improve what the machine gives them.
04Seat time
Shown mastery
Progress measured by growth and what a student can demonstrate, not hours sat.
05Ban the tool
Govern the work
You can’t ban AI. Approve a safe tool, control the classroom, and prove learning in the room.
06A diploma
Ready for work and life
Stackable credentials, real work experience and the soft skills employers hire for.

New · Rethink School

An AI roadmap for schools: govern, equip, redesign, prove.

A practical, four-phase plan for boards and school leaders who’d rather lead this change than react to it.

From the archive · 2011–2016

We were asking these questions before AI made them urgent.

A decade ago this blog argued that memorizing look-up-able facts was a poor use of a child’s day. The tools finally caught up with the argument.

Sept 2011 Why do I have to memorize this? Ian Jukes asks why schools still drill facts anyone can look up in seconds. Read the post → Nov 2011 Stop teaching kids to compute math! Conrad Wolfram: let computers calculate, and teach students to pose problems and interpret results. Read the post → Aug 2011 How Khan Academy is changing the rules Flipped classrooms and the move from “teachers per student” to “time per student.” Read the post → Sept 2016 Creating a vision for next gen learning Devices are not a vision. Six pillars leaders need before they buy anything. Read the post →

Speaking & workshops

Bring the conversation to your board, staff or community.

Talks and working sessions on AI policy, graduate profiles, credential pathways and redesigning the school day.

Invite me to speak

The newsletter

One good question about learning, in your inbox.

Essays on schools, work and AI — written for people who run, fund and care about schools.

Subscribe on Substack