234 incidents on record · 2026HeadlightsIncident reports by Ellie Harris · Melbourne
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Education technology · South Korea · 2025 · A national AI textbook programme was introduced on a date the ministry treated as fixed, without the planned pilot, before technical standards existed, and with an approval process that could not check whether publishers changed review copies

Korea's State Auditor Found AI Digital Textbooks Were Brought Into Schools Without a Pilot

By Ellie Harris · Filed Introduction announced 5 January 2023; textbooks in schools from March 2025

Alleged: Ministry of Education; Korea Foundation for the Advancement of Science and Creativity developed or deployed the AI system implicated in this incident. Details are drawn from public reports; parties are presumed innocent of any wrongdoing not established by an official finding.

Korea's State Auditor Found AI Digital Textbooks Were Brought Into Schools Without a Pilot

What happened

South Korea planned to test its new AI digital textbooks in classrooms before introducing them across the school system. That pilot did not happen.

It was reported that the Ministry of Education announced in January 2023 that the textbooks would be introduced from 2025. The original plan was to run a pilot in 2024 and then introduce them in stages. But the state auditor found the ministry worked on the basis that the 2025 start date could not change.

In February 2023, the pilot was replaced with a classroom review planned for September 2024 to February 2025. Development then ran three months late, leaving even less time to see how the textbooks worked in actual classrooms.

The Board of Audit and Inspection examined what happened at the request of the National Assembly. In 2025, according to Newsis, schools could decide for themselves whether to use the textbooks.

What an auditable version would have shown

It was reported that the delay cut the classroom review to December 2024 to February 2025, including the school holidays. The auditor found teachers were not in a position to properly use the textbooks in class. Instead, the review became mainly a check for wording errors and whether the systems worked properly.

The problem became clearer once the textbooks reached schools that chose to use them. It was reported that between March and May 2025, 72.8 percent of first-year high school English students at those schools did not use them once. Across the grades and subjects examined, an average of 60.0 percent did not use them. Just 8.1 percent used them on ten or more days.

There was also a problem with the order in which the programme was built. It was reported that development guidelines were issued in August 2023 before the technical standards were ready. Publishers later had to redesign their systems after the standards arrived after December 2024. Officials told the auditor this “could not be helped” because the approval process had to begin in August 2023 to meet the 2025 introduction.

Where the gap was

The auditor also found weaknesses in the approval process itself. It was reported that copies being reviewed were held on the publishers’ own cloud systems. Of the 13 publishers examined, 12 kept no access logs and none kept change logs. That meant suspected changes could not be checked afterwards.

It was also reported that publisher names were visible in some review copies. Four publishers whose names appeared still passed without a misconduct review. The Korea Foundation for the Advancement of Science and Creativity did not refer six suspected-change reports logged by reviewers for a misconduct review.

The ministry said there was “no problem at all” with replacing the pilot. It was reported that the auditor did not accept that position. It pointed to the earlier generation of digital textbooks, which had been piloted for four years.

A ConstraintGate is designed to check an action against declared rules, such as a requirement to pilot before a national rollout, and to require a recorded approval to go ahead without it.

A MetricRecord keeps signed figures, such as classroom use, that a ministry, auditor or parliament can check.

ConstraintGate and MetricRecord are Headlights designs.

What governance should have looked like

It was reported that the auditor found six instances of illegality or impropriety and issued six caution requests. Five went to the Minister of Education and one to the head of the Korea Foundation for the Advancement of Science and Creativity. These were caution requests, not sanctions on individuals.

In August 2025, before the audit report, it was reported that the National Assembly changed the law so AI digital textbooks were classed as educational materials rather than textbooks.

For a new technology introduced across a national school system, best practice would be to test it properly in classrooms, set technical standards before development begins, and keep a record of every change made to the version being reviewed.

Failure Pattern: according to the state auditor, the ministry treated the start date for AI textbooks as fixed, dropped the planned pilot and cut the classroom review short, and said there was no problem.

Governance Principle: a national AI rollout in schools should be tested in classrooms first, and a fixed date should not be a reason to skip the test.

The reference implementation of ConstraintGate and MetricRecord is open source. It lives at github.com/saffronandindia/headlights-oss, Apache 2.0 licensed and free to install. The repository is public now.

Sources

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The record

An auditable system would have produced a signed, tamper-evident record the moment this happened: what the system did, the version that did it, the basis it acted on, and the action taken, and Ministry of Education; Korea Foundation for the Advancement of Science and Creativity could have produced it on demand.

This is the record the system as deployed did not produce in a signed, auditable form.

What this teaches
Capture what happened when it happens
What the system did, the version that did it, the basis it acted on, and the action taken, recorded at the moment, not reconstructed after.
Sign it, so no one has to trust the record-keeper
A tamper-evident entry. Edit it later and the signature breaks. The record does not ask for the benefit of the doubt.
Make it verifiable by anyone
A court, a regulator, a customer's lawyer can check the record themselves, without taking the company, or us, at our word.

Headlights summarises publicly reported AI incidents. All summaries are independently written, attributed to their original sources, and intended for research and educational purposes. Allegations are identified as such until established through official findings.

Last reviewed October 2026. This report is based on the sources listed above and reflects information available at the time of review; later developments may not be captured. Where a person is described as charged with or alleged to have done something, that allegation is unproven unless a conviction or a court or regulatory finding is stated. Headlights publishes journalism and commentary, not legal advice.

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