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Thinking from Vision Marker

Name: Vision Marker
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Notes on building AI marking systems that are reproducible, auditable, and useful inside real assessment operations.

What Co-Pilot for Marking® actually means

Why Co-Pilot for Marking® means marks, rationale, confidence, cohort signals, and evidence-led oversight rather than a black-box grade.