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Two Uncertainties Are Not One: Disagreement versus Decision-Risk in Cheap Structured Content Moderation
Content moderation compresses a graded, contested human judgment into a binary act (leave up / take down) over billions of items, at a scale where running a frontier LLM on every post is uneconomical. A new class of frozen "System One" models returns typed, calibrated decisions instead of text at ~U
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