2020NetherlandsProctorio
During the 2020/21 academic year, when exams at VU Amsterdam were held online because of the pandemic, some exams required students to run Proctorio proctoring software, which according to the Netherlands Institute for Human Rights used face-detection algorithms during a pre-exam webcam check to judge whether the student was in view. A master's student says the software had trouble recognising her, that she regularly received 'face not found' or 'room too dark' messages, lost time, shone a bright lamp into her face while taking exams, and experienced stress and a feeling of insecurity; she suspected the failures were linked to her dark skin and complained to the Institute in July 2022. In an interim ruling of 7 December 2022 the Institute found sufficient indications for a presumption of discrimination. In its final ruling of 17 October 2023 it found that the university had proved it had not discriminated against her by using Proctorio: on the exam where her setup took longer than average (31 March 2021), the webcam check failed three times and she passed within eight seconds after the helpdesk advised her to remove her glasses, a known Proctorio problem the Institute treated as unrelated to skin colour; a restart during that exam was very likely caused by an unstable internet connection; and it considered it plausible that she had no need to keep a lamp shining in her face for long periods. It found that the university had discriminated in handling her complaint, which took from 1 October 2021 to 11 May 2022 to be taken up. The university apologised that she had not felt heard.
Contextual tracker case Low reported severity Regulatory Action
AI involvement reported · Causal attribution disputed · 4 sources · Added 28/10/2026
2024United StatesGaggle
The Lawrence, Kansas, school district began using Gaggle, a student-monitoring service, on school accounts in November 2023. A federal lawsuit filed on 1 August 2025 by current and former students alleges that Gaggle, which the complaint says operates through artificial intelligence that flags items for review by Gaggle moderators, flagged original photography assignments uploaded by art and photography students. According to the complaint, in early 2024 security officers took students out of class to the front office of a Lawrence high school, where administrators told them their images had been flagged by Gaggle for indecent exposure and child pornography; an assistant principal accused a photography student of having such material, refused to let her view the images, and questioned her about them from memory, and administrators admitted they had not seen the flagged content. The student told them she had uploaded that day a photography assignment showing a fully clothed friend; the complaint says the flagged content consisted of original photographs taken for class assignments, that students found their photographs removed from their school accounts only by comparing them with personal backups, that one student had to explain each image in her portfolio to district staff and became concerned that future assignments would bring more scrutiny, and that the district restored the images only after months of advocacy. The Associated Press, in reporting that included an analysis of the district's Gaggle alert records, said the photos had been automatically deleted and that students with backups showed it was a false alarm, and that district officials said they later adjusted the software's settings to reduce false alerts. On 8 April 2026 the federal court dismissed, on qualified immunity, the claims against the assistant principal and another official, saying it had found no law establishing that a school official cannot rely on an AI surveillance flag to call in a student for questioning; other claims against the district continue, and the docket shows depositions noticed in October 2026.
Contextual tracker case Medium reported severity Lawsuit Ongoing
AI involvement reported · Causal attribution alleged · 5 sources · Added 27/10/2026
9 Oct 2024 to 5 Dec 2024United StatesGaggle (reported)
On 9 October 2024 a Marana Unified School District pupil in Arizona, typing at home on a school Chromebook in front of his mother, wrote a threat-like joke about shooting up the school in a draft email to a teacher and deleted it without sending it, according to his family's federal lawsuit. The family says Gaggle, the AI-based monitoring software the district used, flagged it: the principal received a Gaggle notification with a photograph of the screen and, with the school resource officer, called the mother within the hour. The family says the pupil was suspended for ten days, a long-term suspension hearing imposed 45 days reducible to eleven with counselling, and the superintendent finally affirmed a nine-day suspension in December 2024. In March 2026 the District of Arizona let the family's First Amendment claim proceed and dismissed its procedural due process claims. The district declined to comment to the press.
Contextual tracker case Low reported severity Involving minors Lawsuit Ongoing
AI involvement reported · Causal attribution alleged · 3 sources, 2 underlying accounts · Added 23/10/2026
9 Dec 2025United StatesZeroEyes gun detection
On 9 December 2025 a Seminole County, Florida, middle school went into a Code Red lockdown and police rushed to the campus after the ZeroEyes AI weapons detection system, whose alerts are checked by the company's human analysts before police are notified, flagged a student holding a clarinet as a possible gun. According to a police report reviewed by The Washington Post (as relayed by Ars Technica) and obtained by WKMG News 6, officers expected an armed person in camouflage holding a shouldered rifle; dispatch later told them the suspected rifle was likely a band instrument, and police found the student, who was dressed as a military film character for a themed dress-up day, among panicked students hiding in the band room. Officers questioned him and found no weapon in his backpack or instrument case (Oviedo Community News, February 2026). The student said he was unaware the way he held the clarinet could trigger the alert. ZeroEyes said it had not made an error, while also treating the alert as a true positive only until officers on the ground found no rifle and then classifying it as a false positive; the district said the system worked as intended; the principal asked parents to talk to their children about the dangers of pretending to have a weapon.
Contextual tracker case Low reported severity Involving minors Media Coverage
AI involvement reported · Causal attribution supported · 4 sources, 3 underlying accounts · Added 23/10/2026
2026United KingdomUnidentified AI teaching-monitoring agent
The Guardian reported on 28 September 2026 that teachers at Multiverse, a UK company that delivers apprenticeship training in computer and AI skills, said an AI monitoring system introduced in recent weeks had caused them severe stress. According to the report, the system analyses and scores transcripts of teachers' online classroom sessions, tags each instructor with a risk status and a percentage confidence score, writes comments on their work and alerts managers when it suspects something is wrong. Teachers who spoke to the Guardian anonymously said the AI monitoring had led managers to pull them up for suspected digressions when they were answering students' questions, that they now felt under continuous scrutiny for several hours a day, and that some staff were on edge, losing sleep and seeking therapy. Multiverse said the AI does not replace human judgment, that only human managers write performance reviews, that the system's most consequential action is to recommend a human review of a session, and that its introduction was announced in advance; it did not directly address the complaints about stress. The accounts are the teachers', relayed by one newspaper.
Contextual tracker case Low reported severity
AI involvement reported · Causal attribution alleged · 1 source · Added 21/10/2026
2024AustraliaTurnitin AI-text detector
The ABC reported on 9 October 2025 that Australian Catholic University (ACU) registered nearly 6,000 cases of alleged academic misconduct across its nine campuses in 2024, according to internal documents, and that about 90 per cent of the referrals related to AI use. The ABC reports that the university's case against a final-year paramedic student hinged on a single AI-generated report that, the student said, marked 84 per cent of an essay as AI-written; the student produced dozens of pages of evidence and the ABC describes the student as wrongly accused. Students the ABC spoke to said they were notified at the end of semester, had little time to respond and waited months to be cleared, and the ABC saw emails asking students for handwritten notes and internet search histories. A final-year nursing student was cleared after six months, during which her transcript read 'results withheld'; she believes this cost her a graduate position, and the report does not say what evidence prompted her referral. The ABC says internal documents show ACU knew of problems with the detector for more than a year before abandoning the Turnitin tool in March. ACU's deputy vice-chancellor called the figures substantially overstated, said cases resting solely on Turnitin's AI detection were dismissed immediately, acknowledged investigations were not always timely and said the university regretted the impact on some students.
Contextual tracker case Low reported severity Media Coverage
AI involvement reported · Causal attribution alleged · 2 sources, 1 underlying account · Added 06/10/2026
Event date unknownUnited StatesTurnitin AI-text detector (reported)
The University Press, Florida Atlantic University's student newspaper, reported on 29 September 2026 the accounts of two students who say they were penalised over AI-detection flags. A computer science sophomore submitted a paper 'last year' and received a zero after the professor flagged it for AI use after applying it to Turnitin; after the student emailed the professor, the grade was improved. The student says that when they ran the paper through a detector, it said the writing was overly human-sounding. A senior sociology major was accused of using AI on an essay and received a zero with little communication from the professor; after the student emailed to say no AI was used, the professor waived the penalty and gave a 50. The newspaper describes the second student's grade as due to a false AI detection and does not name the tool in that case. No professor's or university account of either case is reported.
Contextual tracker case Low reported severity
AI involvement reported · Causal attribution alleged · 1 source · Added 05/10/2026
Nov 2023VietnamUnidentified AI writing tool and Turnitin (reported)
In November 2023 a student at the Ho Chi Minh City University of Foreign Languages and Information Technology (HUFLIT) wrote on the university's anonymous confessions page that a writing-course essay had been returned with 50 percent of the marks deducted because the lecturer found it had been written with AI. The student said the lecturer had warned that AI-written essays would be treated as plagiarism if detected, had not expected detection, and learned from the lecturer that Vietnamese-to-English translation software could also be counted as AI use when checked with specialised plagiarism software; the student did not know whether the course could still be passed. The vice-rector told Tuoi Tre that the lecturer had told students before the assignment not to use AI applications, that the course tests independent writing, that using an AI support tool breached academic-integrity rules, and that the deduction was appropriate, while noting the university had no formal document on sanctions for AI use. A university representative told Thanh Nien and Dan Tri that the university does not ban AI but requires transparency about tools used, uses paid AI-detection services when necessary, and had not received a formal complaint from the student; a later report said the university had bought Turnitin licences for lecturers to check AI use in essays.
Core + contextual relations Low reported severity Internal Action
AI involvement supported · Causal attribution supported · 5 sources, 4 underlying accounts · Added 20/09/2026