Tag: Algorithmic Fairness

2 articles

Your Kid Is the Beta Test

AI tools are being deployed in classrooms without ever being tested on children specifically — during the most irreversible windows of brain development. The neuroscience of sensitive periods says we should be much more worried than we are.

Jules Okafor·May 2, 2026

Ethics & Society

Children Learn to Sort People. AI Never Stopped.

Children naturally develop in-group and out-group thinking — but they also develop the capacity to question it. AI systems trained on human data inherit our social categories without that corrective arc. Here's why that gap should concern everyone building systems that affect children's lives.

Jules Okafor·March 25, 2026