Algorithmic Bias

Your Smartphone Is About to Become Your Health Insurance Underwriter

Google’s new research shows smartphone cameras can estimate cardiometabolic risk from a simple selfie. While this promises free, continuous health monitoring, it also hands insurers a terrifying new tool for predictive discrimination. The shift from reactive to predictive health means your phone might know you’re sick before you doβ€”and that data is a liability.

YouTube’s ‘Made for Kids’ Flag Is a Kafkaesque Trap. And It’s Designed That Way.

YouTube’s automated ‘Made for Kids’ flagging system is a Kafkaesque trap: creators can’t correct obvious errors because the human review process is designed as a legal liability shield, not a genuine quality control mechanism. The result is a system that harms both creators and the children it claims to protect.

The Algorithm Thinks You’re a Robot. Here’s Why That’s a Nightmare for Real Creators.

YouTube’s AI detection algorithm just flagged Kurzgesagt as AI-generated. It’s a wake-up call: the more AI slop floods the platform, the more human creators are punished for being too good. The real problem isn’t AI β€” it’s an algorithm that can’t tell the difference, and a system that makes creators prove their humanity.