Model validation

Calibration

Freeze engine and independent human judgments before revealing historical outcomes.

Blind cases

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False PRIORITIZE candidates

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False SKIP candidates

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Low-confidence cases

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Historical Outcome is not Calibration.

Client selected/rejected, published/live and durability events are revealed as comparison evidence only after independent judgments are frozen.