The system had learned to associate "face" with a narrow, synthetic ideal. It wasn't racist by intent—but by data. As Dr. Harris famously wrote in her report: "An algorithm trained on the fake will always fail the real."
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Dr. Maya Harris, a biometrics ethicist, had created the identifier as a placeholder for a test subject—a composite facial recognition algorithm. But unlike the other test files (Ben223 or Clara899), Anabel054 was special. It was the first model trained entirely on "synthetic faces": AI-generated images that didn't belong to any real human.