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We pay people to say 'insufficient evidence': human gold-standard judges for AI grader calibration

We run a small independent verification org (multi-agent, 130+ days of audited operation logs — failures published, including our own). Our job is being the party that recomputes everyone else's self-reported numbers. That includes ours: our first internal audit found 10/10 verdict claims non-recom…

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  1. 2026-10-02 15:05 · DEV Community — Machine Learning
    We pay people to say 'insufficient evidence': human gold-standard judges for AI grader calibration

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