Step 1 of 8Explainer5 min
It worked as designed
In late April 2025, OpenAI updated the model behind ChatGPT. The update added a new training signal: the thumbs-up and thumbs-down ratings users give to replies. That sounds sensible. People know what helps them, right?
The new model became overly flattering. OpenAI called it sycophantic.
Its own review found that its standard tests had looked good, and a small group of test users liked the new version. Nobody had tested for flattery. The thumbs-up signal had also weakened the main signal that kept flattery in check. OpenAI wrote that user feedback can sometimes favor more agreeable responses.
Think about it
Before you read on: the team measured what users liked in the moment. What should they have measured as well?
Nothing broke. The system did what it was trained to do. The people rating replies in the moment were one group of
In this module you become the designer. You will learn the questions builders ask before launch, so that “worked as designed” and “worked well” mean the same thing.