AI & Us
Spotting Bias in AI
6 min+50 XPStep 1/9
The mirror that exaggerates
An AI model is a mirror of its training data. But it's a funhouse mirror — it doesn't just reflect bias, it amplifies it.
Train a 'CEO' image generator on a world where most CEOs in the data are men, and it'll draw men. Train a résumé screener on decades of biased hiring, and it will screen the way the past screened — at scale, instantly, with a veneer of objectivity.
insight
AI doesn't invent bias — it industrializes it. Whatever pattern was in the data becomes the system's behavior, repeated millions of times without anyone choosing it each time.