Fingerprints Become Verdicts
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A learner trained on human decisions learns those decisions as ground truth — historical bias codified and automated, executed consistently, at scale, on people.
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A hiring model trained on decades of skewed choices reproduces them as scores; the pile's fingerprints stop being a data issue and become someone's denied loan.
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The model did not add the bias — it industrialized what the pile recorded.