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One imperfect page per hundred: ambushing our pipeline with data nobody tuned

Community description: The external evaluation: reading collapsed on real doctors' cursive, and the safety architecture held.

Dev.to | Sep 15, 2026 | Stephen Ohakanu

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Part 1 benchmarked nine configurations of **Scribe* — a fully local pipeline that turns handwritten clinical forms into structured records, flags what it can't trust, and lets nothing unreviewed into a record unless two models independently agree. CEPODEM became Capelin; ESOTAB became Esotrib; NIVEOLI became Ulfah Niveoli. Our own benchmark gold from part 1 is published at sohakanu/scribe-flow-gold.

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