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I rejected a model that passed everyone else's benchmark

I vendored an audio deepfake detector into my verification platform. It loaded cleanly, every integration check passed, and the forward pass looked healthy. Then I measured it on a held-out slice and got an AUC of 0.54 — barely above chance. The vendor reports 0.9967. This is the story of what happ…

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  1. 2026-10-03 20:29 · DEV Community — Machine Learning
    I rejected a model that passed everyone else's benchmark

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