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Future scenarios

The future of learning: a tutor for everyone

Personal tutoring has always worked best. AI could make it universal, or make it shallow.

vinznsk · Sep 2, 2026 · 2 min read

We do not have to accept the framing that the future is a race. Races reward speed. Societies also need care, deliberation and the ability to change course.

Historians remind us that the printing press, the factory and the telephone all produced both panic and progress. The panic was rarely about the right things, and the progress was rarely evenly shared.

Two ways to look at it

Caution is not the same as fear. Asking hard questions about a technology is a sign of taking it seriously, not of rejecting it.

  • What remains uniquely human
  • What can be undone, and what cannot
  • Who gets a say in the decisions
  • What we owe to future generations

What we can do

In the end, the question of what AI means for humanity is also a question about what we value. The technology will reflect those values back to us, for better or worse.

The future is already here. It is just not very evenly distributed.

Attributed to William Gibson

There is a version of the future in which AI takes on the drudgery and people spend more time on care, craft and conversation. There is another in which it hollows out the parts of life that gave us meaning.

What we risk losing

It is easy to talk about AI as if it were weather, something that simply happens to us. It is not. It is built by people, bought by people and regulated by people, and each of those choices can go more than one way.

Every powerful technology redistributes something: time, money, attention, power. Artificial intelligence is no different. The interesting question is not whether it changes things, but who gets to decide how.

At a glance

QuestionShort answer
Who is affected?Most everyday users, gradually
Does it cost more?Not for now
What should I do?Try it on a low-stakes task first

The question

The people most affected by these systems are often the least consulted. Workers, patients, students and artists rarely sit in the rooms where products are designed and policies are drafted.

Ordinary people are already making their own judgements. They use AI for some things and refuse it for others, and those everyday choices may shape the technology more than any manifesto.

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