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W.E.B. Du Bois

Sociologist, poet, and prophet who gave the twentieth century its clearest diagnosis of structural inequality—and whose concepts of double consciousness, the veil, and the encoded color line turn out to be the most precise instruments available for understanding what algorithmic systems do to the people they measure.
W.E.B. Du Bois built his career around two convictions that most of his contemporaries thought incompatible: that human reality has a quantifiable dimension that demands rigorous measurement, and that it has an irreducible dimension—a soul—that no measurement can hold. The cycle returns to him because large language models, predictive-policing heat maps, credit-scoring functions, and facial-recognition systems are measurement machines on a planetary scale, and Du Bois spent his life arguing about exactly such machines, even though the only ones he had were census tables and the ledgers of the slave trade. His concept of double consciousness—the experience of seeing oneself through the eyes of a hostile assessment system—maps with uncanny precision onto being sorted by a model trained on a gaze that was never yours. His metaphor of the veil, the membrane that renders some people hyper-visible to surveillance and others invisible to service, is
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