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
2025RussiaAntiplagiat AI-text detector
RAPSI and BIZNES Online reported on 8 and 10 June 2026 that the Supreme Court of Tatarstan upheld a ruling that a private Moscow university unlawfully expelled a distance-learning student in 2025 over suspected use of AI in her graduation thesis. According to the university's representatives in court as reported, the Antiplagiat.Vuz system first showed about 41% (41.91%) AI-generated text, her supervisor then said the word order had been deliberately disturbed in more than 70% of the text, and a third check showed 11.92%. BIZNES Online also reports, from the court documents, that a university representative told the court the supervisor does not operate the checking system and had not in fact analysed the text for neural-network generation, and could not explain how the system distinguishes borrowed text from AI generation. The university refused the revised work as late (uploaded on Monday 9 June 2025 against a deadline of 8 June) and expelled her; the department's protocol cited a breach of good-faith work in the Antiplagiat.Vuz system. She denied using AI. In January 2026 the Vakhitovsky District Court of Kazan held the expulsion unlawful, ordered her reinstatement for a check of her thesis and, if it met the originality threshold, admission to the defence, and awarded 40,000 roubles in moral damages and a 20,000-rouble fine. The Supreme Court of Tatarstan dismissed the university's appeal: it held that the probabilistic report had not been checked by a competent expert and could not be the sole proof of bad faith, noted that the same text was classified as AI-generated in one report and not in another, and found no evidence that any flagged fragments resulted from her deliberate acts rather than her sources or an incorrect algorithm. The courts also held the deadline had been miscounted.
Contextual tracker case Medium reported severity Lawsuit Filed
AI involvement supported · Causal attribution supported · 3 sources, 1 underlying account · Added 25/10/2026
Dec 2023 to Mar 2024United StatesGrammarly (reported)
In late 2023 a junior at a public high school in Hingham, Massachusetts, and a classmate submitted a script for an AP U.S. History project that, a federal court later found on a preliminary record, contained text copied from Grammarly, a publicly available AI tool, including citations to nonexistent books, with no acknowledgement of AI use. Turnitin and other AI detection tools had flagged the script, and a school official says the pupil admitted using Grammarly. In December 2023 the school treated it as cheating: the pupil failed two parts of the project, served a Saturday detention and was rejected from the National Honor Society in spring 2024, though he was later admitted. His parents sued, arguing the school had not made its AI rules clear; on 20 November 2024 the US District Court for the District of Massachusetts refused a preliminary injunction to undo the penalties, and in February 2025 the parties dismissed the case with prejudice.
Core + contextual relations Low reported severity Involving minors Lawsuit Dismissed
AI involvement reported · Causal attribution supported · 2 sources · Added 23/10/2026
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
27 Aug 2026United StatesGPT-5.4 and Claude Opus 5 (reported)
A kindergarten teacher at a public elementary school in Concord, Massachusetts, was dismissed in August 2025 after an unsatisfactory evaluation. In arbitration she argued that some of the principal's evaluations may have been produced with AI, relying on GPTZero estimates; the principal denied using AI beyond grammar checks. According to the arbitration decision as reported by The Concord Bridge, the arbitrator stated in an appendix that he used two AI tools, GPT-5.4 and Claude Opus 5, to research whether GPTZero was reliable, checked some of the sources they supplied, concluded that GPTZero's results deserved no weight, and upheld the dismissal on 27 August 2026. On 28 September 2026 the teacher asked Suffolk Superior Court to vacate the decision, alleging that the AI-assisted research was an improper investigation outside the hearing record that the parties were not told about or allowed to challenge. These are allegations in a complaint; the district declined to comment and no court has ruled.
Contextual tracker case Medium reported severity Lawsuit Filed
AI involvement reported · Causal attribution alleged · 2 sources · Added 14/10/2026
1 Nov 2024 to 28 Jan 2026United StatesTurnitin AI-text detector
Orion Newby, an Adelphi University first-year student with language and auditory processing disabilities, received a zero in November 2024 on a World Civilizations paper after the professor suspected it was AI-generated and the university relied in part on AI-detection software; he was ordered to attend a plagiarism workshop and his appeal was denied, leaving him one finding from suspension or expulsion. Newby — who had written the paper with 15-20 hours of tutor support through the university's own disability program — said the detectors flagged his citations, and two other detectors scored the paper as human. After the family sued, New York State Supreme Court Judge Randy Sue Marber in Nassau County ruled on 28 January 2026 that Adelphi's finding and its denial of his appeal were 'without valid basis and devoid of reason' and ordered his record expunged. The family spent six figures on legal costs.
Contextual tracker case Medium reported severity Lawsuit Filed
AI involvement supported · Causal attribution supported · 3 sources, 2 underlying accounts · Added 15/09/2026