What Was Already in the Room

On Saturday, Euronews published a long look at the Estonian schools experiment most American superintendents have not yet read.¹ The piece is called A technorealistic approach to AI literacy in Estonian schools, and the word in the headline is the part worth dwelling on. Technorealist. Not optimist, not skeptic. A small country in the Baltic has decided that the binary the rest of us are still arguing inside is the wrong one.

The premise of the program, called AI Leap, is published as a flat factual statement. Before any of it began, somewhere between 64 and 90 percent of Estonian students were already using AI tools on their schoolwork.¹ The number is the starting point, not the problem to be solved. President Alar Karis announced AI Leap in his 2025 Independence Day speech.² Education Minister Kristina Kallas is running the implementation. The lineage is older than either of them. In the mid-1990s, Estonia put a connected computer in every classroom under a program called Tiger Leap. AI Leap is the same idea adjusted for the decade.²

The Chatbot That Will Not Finish the Sentence

Here is what they built. Estonia's two largest upper-secondary cohorts now have free access to a version of ChatGPT custom-tuned with the Ministry of Education and a research team at the University of Tartu.³ The tuning is the interesting part. Rather than answering a student's question, the chatbot answers with another question. A Socratic version, the program calls it.¹ If a student types a homework prompt, the tool replies with a counter-argument, a reframing, or a request for the student's own first attempt.¹ By design, it will not finish the work.

The pilot covers all 154 upper-secondary schools in the country, about 20,000 students in grades 10 and 11 and roughly 4,900 teachers.² By March 2026, 7,700 students had activated accounts and 47 percent of them were using the tool weekly.² By the time the first AI Leap cohort graduates in spring of 2027, the program will have reached close to 60,000 students and over 5,000 teachers.² Two new national exams are being written for that year. They are designed to assess what the program was meant to teach. Analytical reasoning. Systematic thinking. The traditional subject knowledge tests will continue. The new ones will sit alongside them.¹

The Posture the Technorealist Takes

It is tempting, reading from the United States, to treat this as a foreign-policy story. A small country with a long digital tradition does something a large country cannot. The American conversation has been louder this week. The American Federation of Teachers asked last week for screen bans in early elementary grades and an end to student-facing AI in elementary school.⁴ The New York State teachers' union passed a similar resolution on Sunday.⁵ The arguments are well-meaning and the worry is real. They are also, by construction, defensive postures. The shape of an Estonian classroom asks a different question.

What the technorealist sees is a fact about the room. The students are already using the tool. They are using it on the homework and the essay and the lab report. The choice in front of the school is not whether the tool is present. The choice is whether the tool is shaped to teach or shaped to finish. The Estonian answer is to keep it on the desk and reshape it. The American answer, so far, has been to keep arguing about whether to keep it on the desk.

What Tiger Leap Already Knew

There is something about this that is in keeping with the Tiger Leap of the 1990s. When Estonia decided then that every classroom would have a connected computer, the country did not pretend the internet was avoidable. It asked the question one step ahead. What should a child do with this when she meets it. Tiger Leap did not assume students would handle the new tool well. It built the conditions for them to learn how.

The same is true of AI Leap. Ivo Visak, the program's CEO and the former principal of Saaremaa Upper Secondary School, has been clear that the teacher remains the decision-maker.² The teacher decides when the chatbot is on the table and when it stays in the bag. The student practices doing the thinking out loud, in dialogue with a tool that has been instructed not to do it for her. Psychologists at the University of Tartu are following the cohort.² The first results will arrive with the 2027 graduation.

The future a school is building right now is mostly shaped by what it watches. A classroom that watches only the final document will hear only the final document. A classroom that watches the dialogue, the false starts, the pause that turned into the next idea, will know what its students actually did. The Estonian chatbot is, in a quiet way, a tool for making that dialogue visible. The transcript is the record. The teacher can read it. The student can read it. The piece on the page is a smaller and smaller part of what was learned.

If the only options a school imagines are use the tool and ban the tool, the school has not yet asked the real question. What should the tool be, so that learning still happens.