The record

Where automated decisions went wrong

Incidents gathered from public reporting around the world. Each one links to the articles it came from. None of it is a finding that anyone broke the law.

Reports people file about their own experience are not shown here and never will be without their agreement. Tell us what happened to you.

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140 incidents closest to “Canvas LMS” · matched on meaning · public reporting

WF-WW27TM1 Jul 2023

Anti-piracy group takes down Books3 dataset used to train Meta's LLaMA

The Danish anti-piracy group Rights Alliance sent a DMCA takedown request to The Eye, which hosted the Books3 dataset containing 196,640 copyrighted books. The dataset was used by Meta to train its LLaMA language model. Authors including Sarah Silverman have filed a class action lawsuit against Meta for using their works without permission. The dataset has been taken offline, but copies remain available.

Company involved
Meta
AI system involved
LLaMA

10 source articles · read the reporting →

WF-6BIZTN1 Mar 2014

Duke University recorded students' faces without proper consent for public dataset

In March 2014, Duke University researchers recorded thousands of students walking to class on campus without their knowledge or proper consent, creating the DukeMTMC dataset of over 2 million image frames. The dataset was placed on a public website and downloaded by academics, security contractors, and military researchers globally, including Chinese companies and military academies linked to surveillance of ethnic minorities. The university took down the public website in April 2019 after an Institutional Review Board investigation found the study deviated significantly from the approved protocol. The lead researcher apologized, stating he took full responsibility for his mistakes.

Company involved
Duke University
AI system involved
DukeMTMC

10 source articles · read the reporting →

WF-AW8J1O1 Sep 2021

Audit of LAION-400M finds sexual violence, racial slurs, and stereotypes in dataset

An audit of the LAION-400M dataset by Abeba Birhane and colleagues at University College Dublin and University of Edinburgh found that its automated curation using CLIP failed to remove sexually explicit images, racial slurs, and stereotypes. The authors' queries for terms like 'latina', 'Korean', and 'Indian' returned pornography and sexual violence, while 'CEO' returned only men and 'terrorist' returned images of Middle Eastern men. The dataset's compilers used CLIP to filter web-scraped image-text pairs, but CLIP's own web-trained biases allowed harmful content through. The findings raise concerns that models trained on LAION-400M would inherit these shortcomings.

Company involved
LAION-400M team
AI system involved
LAION-400M

7 source articles · read the reporting →

WF-HCNIXO1 Dec 2007

Oxford Town Centre CCTV dataset used without consent for AI research

The Oxford Town Centre dataset is a CCTV video of pedestrians in Oxford, England, captured from a public surveillance camera without the knowledge or consent of the approximately 2,200 people shown. The footage was used in over 60 research projects, including commercial research by Amazon, Disney, and Huawei, for developing facial recognition, sex classification, and social distancing algorithms. The dataset was taken down in June 2020, but no remediation was provided to the individuals depicted.

Company involved
University of Oxford
AI system involved
Oxford Town Centre dataset

5 source articles · read the reporting →

WF-CQREJ01 Apr 2021

Proctorio anti-cheating software failed to catch student cheaters in study

Researchers at the University of Twente in the Netherlands tested Proctorio, an anti-cheating software, by asking 30 computer science students to sit an exam while six of them cheated. Proctorio did not flag any of the cheaters and flagged some honest students for irregular behaviour. An independent human review caught only one of the six cheaters. Proctorio disputed the study's methodology and cited other research.

Company involved
Proctorio
AI system involved
Proctorio

5 source articles · read the reporting →

WF-GEPFGZ1 Dec 2023

OpenDream AI art site allowed users to generate child sexual abuse material

OpenDream, an AI image generation platform, allowed users to generate and publicly display child sexual abuse material (CSAM) and non-consensual deepfakes from at least December 2023 until July 2024. The platform, operated by CBM Media Pte Ltd in Singapore, offered paid plans with NSFW prompts and models. Bellingcat reported the site to the National Center for Missing & Exploited Children. After Bellingcat's inquiry, the CSAM was removed from the site and search engines, and Google terminated OpenDream's AdSense account.

Company involved
CBM Media Pte Ltd
AI system involved
OpenDream

3 source articles · read the reporting →

WF-NE7SI21 Jan 2012

UCCS professor secretly photographed over 1,700 people for facial recognition research

A University of Colorado Colorado Springs professor, Terrance Boult, led a project that secretly photographed more than 1,700 students, faculty, and passers-by on campus in 2012-2013 to improve facial recognition technology. The photos were published as a public dataset from 2016 until April 2019. University officials defended the research, but a law professor questioned the ethics of the surveillance without consent.

Company involved
University of Colorado Colorado Springs

10 source articles · read the reporting →

Chelmer Valley High School reprimanded for facial recognition DPIA failure

Chelmer Valley High School was issued a reprimand by the ICO for failing to complete a Data Protection Impact Assessment before introducing facial recognition technology for cashless catering. The reprimand was issued on 22 July 2024.

Company involved
Chelmer Valley High School

7 source articles · read the reporting →

News/Media Alliance study finds unauthorised use of publisher content to train AI

The News/Media Alliance alleges that generative AI developers have copied and used publishers' content without authorisation to train large language models. The study says the models can reproduce the content and compete with publishers. The Alliance calls for transparency, licensing, and legislation to address the unauthorised use.

10 source articles · read the reporting →

WF-2PVWQU31 May 2026

CBSE OnMark portal vulnerability exposed student data to Google Gemini

A 19-year-old ethical hacker, Nisarga Adhikary, claimed to have hacked the CBSE's digital evaluation ecosystem, revealing that personal information of students was processed by Google's Gemini in automation scripts. The Central Board of Secondary Education (CBSE) stated on May 31, 2026, that the identified vulnerabilities had been contained and other exploitable weaknesses were being ruled out. The board expressed gratitude to alert citizens and ethical hackers who pointed out the weaknesses. No actual data breach was confirmed, but the incident raised concerns about student privacy.

Company involved
Central Board of Secondary Education (CBSE)
AI system involved
OnMark

1 source article · read the reporting →

Audit of RisCanvi finds biases and reliability issues in criminal justice system

Eticas conducted an adversarial audit of RisCanvi, an AI risk assessment tool used in Catalonia's criminal justice system. The audit uncovered biases in risk classifications against specific demographics and significant reliability issues. The findings call for fairer practices in criminal justice AI.

Company involved
Catalonia's criminal justice system
AI system involved
RisCanvi

4 source articles · read the reporting →

WF-PQKZOM1 Jan 2016

Vumacam's AI CCTV system flagged 28 black people as suspicious in Johannesburg suburbs

In Johannesburg suburbs, Vumacam's AI-powered CCTV network using iSentry software flagged 28 black individuals as 'suspicious' in a shift report, according to a 2019 article. The system, deployed by private security firms, uses video analytics to detect abnormal behavior and alerts security guards. The article alleges that the system disproportionately targets people of color, reflecting racial bias in a racially divided country.

Company involved
Vumacam
AI system involved
iSentry

6 source articles · read the reporting →

WF-5TENXX1 Aug 2023

Vanderbilt, Northwestern and University of Texas stop using Turnitin AI detector over false cheating accusations

Several US universities, including Vanderbilt, Northwestern and the University of Texas, have stopped using Turnitin's AI detection tool over concerns that it falsely marks student essays as written by ChatGPT. Vanderbilt estimated that the tool's 1% false-positive rate could have wrongly labelled about 750 of 75,000 papers submitted last year. A Texas professor came under fire for failing half his class after the software identified their essays as AI-generated. Turnitin said its technology is not meant to replace educators' professional discretion.

Company involved
Multiple universities (Vanderbilt University, Northwestern University, University of Texas)
AI system involved
Turnitin's AI detection tool

9 source articles · read the reporting →

WF-LIDYZZ1 Jan 2025

UK universities detect deepfake applicants in automated interviews

Some UK universities use Enroly's automated online interviews to screen international student applicants. Enroly detected about 30 cases of deepfake attempts out of 20,000 interviews during the January 2025 intake. The deepfakes used AI-generated images and audio to replace applicants' faces and voices. Enroly stated it caught the attempts using real-time detection methods.

Company involved
UK universities
AI system involved
Enroly

5 source articles · read the reporting →

WF-U2Y7Z515 Oct 2025

Mass AI cheating scandal at Yonsei University with hundreds of students using ChatGPT

A large-scale cheating scandal has erupted at Yonsei University, where hundreds of students in a third-year online course are suspected of using AI tools such as ChatGPT to cheat on their midterm exam. The professor discovered signs of misconduct and offered students a chance to confess, with those coming forward receiving a zero but no further penalty. A poll on a student community app indicated that over half of respondents admitted to cheating. The university has not yet established clear guidelines on AI use.

Company involved
Yonsei University
AI system involved
ChatGPT

6 source articles · read the reporting →

ChatGPT 4o image generator used to create fake receipts

ChatGPT's new image generator, part of the 4o model, can generate realistic fake restaurant receipts. Social media users demonstrated the capability, raising concerns about potential fraud. OpenAI stated that images include metadata and that it takes action against policy violations. The company defended the feature as allowing creative freedom.

Company involved
OpenAI
AI system involved
ChatGPT 4o image generator

5 source articles · read the reporting →

School AI surveillance like Gaggle can lead to false alarms, arrests

AI surveillance tools used in schools, such as Gaggle, GoGuardian and Bark, are reported to generate false alarms that have led to student arrests. The article examines cases where automated monitoring flagged innocent behaviour as threats, causing harm to students and families.

2 source articles · read the reporting →

Character.AI Hosts Chatbots Modeled After School Shooters and Victims

Character.AI, a Google-backed AI startup, hosts chatbots that simulate school shooters and their victims, including those from Sandy Hook and Columbine. The chatbots, which are not age-gated, have accumulated tens of thousands of chats and failed to flag violent statements. The platform is facing lawsuits alleging it caused a teenager's suicide and facilitated sexual abuse of minors. Character.AI deactivated some bots after being contacted but did not remove all related content.

Company involved
Character.AI
AI system involved
Character.AI chatbots

2 source articles · read the reporting →

WF-67SP4W1 Jan 2016

Duke University MTMC Dataset Used in Authoritarian Surveillance Research

Duke University created and openly distributed the Duke MTMC dataset, containing surveillance footage of approximately 2,000 students and visitors on campus. The dataset was used by numerous organisations, including Chinese military-linked companies like SenseTime and Hikvision, for developing person re-identification and facial recognition technologies. Following an investigation by exposing.ai and the Financial Times, Duke University terminated the dataset in May 2019. The incident highlights the privacy risks of academic datasets being repurposed for mass surveillance without consent.

Company involved
Duke University
AI system involved
Duke MTMC

1 source article · read the reporting →

WF-P2767G1 Apr 2024

Students at Ontario school share AI-generated fake nude photos of peers

Students at St. Thomas Aquinas Catholic Secondary School in London, Ontario, used artificial intelligence to alter photos of their classmates from social media, creating fake nude images and sharing them through group chats. The school sent a letter to parents warning of disciplinary measures, and London police are investigating. A 16-year-old victim said she feels humiliated and embarrassed, and students are calling for more education on AI misuse.

5 source articles · read the reporting →

WF-M7MNAV1 Feb 2022

Broward College student flagged by Honorlock and accused of cheating

A 17-year-old Black student at Broward College was flagged by Honorlock, a remote proctoring system, during an online biology exam in February 2022. Her professor reviewed the recording and accused her of academic dishonesty for looking down and away from the screen; the college found her responsible for noncompliance and gave her a zero and a warning. The student says she was only thinking and fidgeting, and the article reports that the video is ambiguous. Honorlock says it does not definitively identify cheaters and the final decision rests with the school.

Company involved
Broward College
AI system involved
Honorlock

2 source articles · read the reporting →

WF-WPH5PP1 Feb 2025

Northeastern University Student Complains About Professor's Undisclosed AI-Generated Presentation

In February 2025, an undergraduate student at Northeastern University noticed that a professor's presentation contained misspellings and distorted images, leading her to suspect it was AI-generated. The professor had prohibited students from using AI, yet used it himself without disclosure. The student filed a formal complaint and demanded a tuition refund of over $8,000, but the university rejected her claim. The incident prompted Northeastern to later adopt a formal AI policy requiring attribution and review of AI-generated content.

Company involved
Northeastern University

2 source articles · read the reporting →

WF-UKLVHR27 Oct 2014

Brainwash cafe customers unknowingly put in AI surveillance dataset

In 2014, customers at the Brainwash Cafe in San Francisco were recorded by a publicly available webcam. The images were compiled into a dataset containing 11,917 photos for training surveillance-related object and head detection algorithms. The dataset was later removed from access following an investigation revealing use by researchers affiliated with the National University of Defense Technology in China. The dataset's creators are accused of collecting the images without the cafe customers' knowledge or consent.

Company involved
Stanford University
AI system involved
Brainwash dataset

1 source article · read the reporting →

iTutorGroup to Pay $365,000 to Settle EEOC Discriminatory Hiring Suit

The system automatically rejected tutor applicants aged 55+ (women) or 60+ (men).

Company involved
iTutorGroup

1 source article · read the reporting →

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