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Choice cards used a hardcoded domain menu and always asked existence. Rank scoring layers by remaining-minute entropy, keep finance and health volunteer-only, and ask D9/D10 style or exam quality so taps match outcomes. Co-authored-by: Cursor <cursoragent@cursor.com>