People and projects behind the cards
Credits
SecondGuessIt is an educational project about the strengths and limitations of artificial intelligence.
AI incident data
Many incidents featured in this project were adapted from Failed ML, created by Kenneth Leung. Failed ML collects documented examples of machine-learning and AI systems that experienced failures, bias, unexpected behavior, or deployment issues.
Credit: Kenneth Leung
Repository: github.com/kennethleungty/Failed-ML
License: MIT License
Sources
Each card is based on publicly documented reporting, research, or investigation. Links to original material are provided after cards when available.
Project purpose
This project is intended for education. Its goal is to help people understand how AI systems can fail and why critical thinking remains important when using them.
Contact
Questions, corrections, and suggestions are welcome on the Contact page.