الضرر WHY THIS MATTERS

The Harms We Are Responding To

These are not oversights. They are what happens when technology is built without us in the room.

34.7%

Facial Recognition Bias

Some of the most widely deployed facial recognition systems carry error rates as high as 34.7% on dark-skinned faces.

400M+

A Language Treated as "Low-Resource"

Arabic is spoken by more than 400 million people, yet is still treated as a low-resource language by the systems built to govern it.

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Medical AI Trained Elsewhere

Medical AI trained on Western bodies is deployed on ours — a mismatch with real consequences for diagnosis and care.

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