Education

I. Where we start

Today the school is still a building with a teacher, a test, and a hidden phone. University is still a middle-class rite, too expensive in the US, unequal in Brazil, infernally competitive in Asia. Generative AI is already normal among university students and already does the homework. The debate has moved past detection: the school must decide what a student should know without the model and what they should be able to do with it. PISA and its equivalents show stagnation. The technical trade is looked down on and in short supply.

II. The decade in between

Take-home prose dies as evidence, and something better replaces it. The school that survives as a school becomes a studio: oral defence, live problem, version history, the student explaining where the model failed. The difference from every previous reform is that this one arrives with a tutor for each child — personalised, tireless, multilingual — so mastery learning, the method the research proved decades ago and no budget could ever afford, finally ships at scale. The question stops being whether students can write a page without a copilot and becomes what they can do with one. The honest answer, by mid-decade: more than their parents could without.

III. Ten years from now

Ten years from now the school does not disappear. A child still needs an adult, other children, and somewhere to be while the parent works. That alone guarantees the building. What changes is who teaches inside it:

• Custody and socialisation — still the school's real function for the majority, and now its proudest one. Playground, lunch, conflict, first romance, the team. The model does not substitute for any of it; it takes the drill and the marking off the adults so the adults can attend to exactly this.
• The tutor is a model. Personalised, tireless, multilingual, better than the median teacher at explanation and drill — and the cheap one on a phone in Recife or Lagos is close enough to the expensive one in Palo Alto that, for learning, the compute gap stops mattering. What remains is the attention gap, and even that narrows: one exhausted adult for thirty-five children is a different job when thirty-five tutors handle the explaining. The learning curve of poor schools bends upward first, because they had the most headroom.
• Credentials — the generic four-year degree keeps fading; what employers and guilds inspect is witnessed performance: defend this, build this, break this, explain where the agent lied. Medicine, law, and heavy engineering keep the long rite, partly as filter, partly as cartel. The parallel track — trades, short labs, swarm-residencies — stops being the consolation prize and becomes the honest, honourable road, and parents notice.

University. Frontier research still concentrates where the models and the megawatts are, but the door widens: a gifted student anywhere can now do real work with a frontier tutor before ever seeing the campus. The mass university reinvents itself as what it secretly was — a club, a lab, and a network — and stops pretending the lecture was the product. In the US the trades and applied stacks boom. In Brazil the federal campus becomes gold for the first time in two generations, as the third pole pumps money and prestige into its public universities and the Lusophone network across Africa and Portugal re-anchors around São Paulo and Campinas. In India and China the exam is still destiny — now sat by a village kid who had the same tutor as the city one.

The teacher and the postcode. Cheaper homes near schools help retain teachers and let more families reach existing classrooms. New neighbourhood contracts include school and nursery capacity before full occupancy. Funding follows arriving pupils without starving the places they left. The model takes drill and paperwork; adults keep safeguarding, discussion, and judgment. Without these staffing and funding arrangements, a housing breakthrough would merely move scarcity to the school gate.

Adult education. The housing boom makes retraining concrete: installers practise on standard service cores, inspectors learn failure modes, and displaced site workers earn during supervised transitions. A pocket tutor helps with the theory; the credential requires a witnessed safe installation. Lower rents make relocation and a year of training feasible for more adults. Neither an app nor a cheap room replaces income while learning.

IV. Uncertainties

What does not happen in this scenario: mass virtual school for children; the end of university as a club; perfect equality via app. What does happen: the model becomes the default tutor, measured learning bends upward for the first time in a generation of flat dashboards, the gap between the good school and the bad one narrows because the tutor never asks the postcode — and the first AI-native cohort reaches adulthood harder to fool, faster to learn, and allergic to bad arguments. Education becomes the first place society admits the machine can teach, and the first place it says thank you.