Research
Every Pipeline article, newest first, each with its receipt.
Six public cases where a fabricated claim reached print, why a model states it with full confidence, and what a verification stage has to do.
8 of 31 sources cited45 claims checked, 5 corrected
Pipeline
A detector scores how a text was written. A citation check lists what a reader cannot verify, and only one of them hands an editor work to do.
A generated draft arrives looking finished. Four failures hide inside it, and a better prompt cannot reach any of them.
Most advice about beating a detector targets vocabulary, which is why it does not work. What moves the score is structural, and so is the fix.
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