Paper predictions only - no trading, no accounts. Guesses are logged 10-60s after each window opens and scored exactly 5:00 minutes after the guess moment. Quiet windows are never scored right or wrong. conf = model conviction at decision time (50% = coin flip); it speaks only at star moments or conf >= 55%. Star = a book method fit the moment.