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

OpenAI's CLIP vision system fooled by handwritten notes

OpenAI researchers discovered that their CLIP computer vision system can be deceived by handwritten labels placed on objects. The system's multimodal neurons respond to text as well as images, causing it to misidentify objects. The attack, called a typographic attack, is a research finding and not a deployed system. No actual harm occurred.

Company involved
OpenAI
AI system involved
CLIP

10 source articles · read the reporting →

Answer.AI tests Devin and reports 14 failures in 20 tasks

Answer.AI's team tested Devin, an autonomous AI coding assistant, on 20 real-world tasks over a month. Devin succeeded in only 3 tasks, failed 14, and was inconclusive in 3. The team found Devin often produced overly complex or hallucinated solutions and could not recognize fundamental blockers. They ultimately decided to stick with tools that allow more human control.

AI system involved
Devin

5 source articles · read the reporting →

LINAGORA closes Lucie 7B after user mockery

LINAGORA, a French open-source software company, launched a beta version of its large language model Lucie 7B. The model was intended to be a transparent and ethical alternative to big tech AI. However, after users tested it and highlighted its shortcomings, the model was mocked online. LINAGORA subsequently closed the platform to address the issues and collect more data.

Company involved
LINAGORA
AI system involved
Lucie 7B

6 source articles · read the reporting →

WF-EA6R453 Jan 2023

New York City Department of Education blocks ChatGPT on school devices

The New York City Department of Education blocked access to the AI chatbot ChatGPT on school devices and networks, citing concerns about negative impacts on student learning and the safety and accuracy of content. The ban applies to all students and teachers on education department devices and internet networks. Individual schools can still request access for studying the technology. The move is the nation's largest school system's response to the arrival of ChatGPT.

Company involved
New York City Department of Education
AI system involved
ChatGPT

9 source articles · read the reporting →

WF-1XANCK10 Nov 2023

Meta's automated system mistakenly removes Al-Shifa hospital video

Meta's automated content moderation system removed an Instagram video showing the aftermath of a strike on Al-Shifa hospital in Gaza, citing its Violent and Graphic Content policy. The user appealed to the Oversight Board, which found that the removal was incorrect. Meta subsequently restored the content with a warning screen.

Company involved
Meta
AI system involved
Graphic and Violent Content classifier

10 source articles · read the reporting →

WF-TT1WEC30 Sep 2020

UIUC students petition to stop Proctorio exam proctoring over privacy concerns

A petition at the University of Illinois at Urbana-Champaign (UIUC) alleges that Proctorio, an online exam proctoring system, violates student privacy by accessing websites, downloads, screen content, and app settings. The petition claims the terms of service allow monitoring by 'any other means necessary', which students find unsettling. The petition, created on September 30, 2020, gathered 1,087 supporters but does not report any specific incident of harm. It calls on UIUC to discontinue use of Proctorio in favour of alternatives.

Company involved
UIUC
AI system involved
Proctorio

9 source articles · read the reporting →

WF-87FWC322 May 2024

Salvini and Lega used non-watermarked AI images in EU election campaign

Matteo Salvini and his party Lega created and posted 19 allegedly non-watermarked AI-generated images on social media as part of their 'More Italy, less Europe' electoral campaign. The images promoted false narratives about the EU, including the 'Muslim Great Replacement' theory and EU support for war in Ukraine. The posts reached millions of users, including a paid Facebook ad that reached over 3 million people. Alliance4Europe reported the incident, highlighting that the posts violated the voluntary 2024 European Parliament Elections Code of Conduct.

Company involved
Lega

5 source articles · read the reporting →

WF-7YJTZ215 Feb 2024

University of Michigan halts vendor offering student data for AI training

The University of Michigan asked a vendor to stop work after a LinkedIn message offered to license student data for AI training for $25,000. The data came from past research studies and did not contain personal identifiers. The university stated that student data was never for sale and that the vendor had shared inaccurate information. The vendor was asked to halt their work.

Company involved
University of Michigan

5 source articles · read the reporting →

WF-UENLG626 Mar 2024

ChatGPT use linked to memory loss and procrastination in students

A study published in the International Journal of Educational Technology in Higher Education surveyed hundreds of university students in Pakistan and found that those who relied more on ChatGPT reported increased procrastination, memory loss, and lower GPAs. The researchers attribute this to the chatbot making schoolwork too easy, reducing students' cognitive effort. The study's lead author warned of a "dark side" to excessive generative AI usage.

Company involved
National University of Computer and Emerging Sciences
AI system involved
ChatGPT

4 source articles · read the reporting →

Evolv weapon detection system falsely flags Chromebooks as weapons

Evolv's AI-based weapon detection system has been reported to falsely identify certain Chromebook laptops as weapons, causing false alarms at security checkpoints. The system is used in venues such as schools. The article discusses the flaw and user experiences. No official response from Evolv has been mentioned.

Company involved
Evolv
AI system involved
Evolv

5 source articles · read the reporting →

Slack trains AI features on user messages and files by default

Slack uses user messages, files, and data to train its machine learning features such as channel recommendations and emoji suggestions. Users are opted in by default and cannot individually opt out; only workspace administrators can request exclusion via email. A user publicly criticized the practice, and Slack acknowledged the policy but did not change it.

Company involved
Slack

10 source articles · read the reporting →

WF-4N6UFD1 Mar 2021

Baltimore schools monitor student laptops for suicide signs using GoGuardian Beacon

Baltimore City Public Schools uses GoGuardian Beacon software to monitor student laptops for signs of suicide. Since March 2021, the system has flagged 786 alerts, with nine students taken to emergency rooms. Privacy advocates warn the monitoring could lead to disciplinary actions, outing of LGBTQ students, and disproportionately affect disadvantaged students. School officials defend the practice as a safeguard.

Company involved
Baltimore City Public Schools
AI system involved
GoGuardian Beacon

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 →

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-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 →

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 →

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