π¨ Color Meanings
Red/Fire (π₯) - ROI > 10%, extremely hot bet opportunity
Orange/Hot - ROI 5-10%, good betting opportunity
Yellow border - ROI 0-5%, slight positive edge
No highlight - Negative EV under current bias
β Dice Face Colors
Red face - Frequency > 5% above expected (hot dice)
Orange face - Frequency 2-5% above expected
Expected frequency = 16.67% per face. If face 3 shows 29.6%, the deviation is +12.9%
π₯ Hot Bets Indicator
"Triple 3 (292.8%)" means under current bias, Triple 3 has +292.8% ROI
This is calculated by weighting all 216 roll outcomes by observed face frequencies
π Top-3 Models Explained
TOP1: Conservative
Threshold: 10% deviation (face at 26.7%+)
Bet Size: 15% of bankroll
Min ROI: +5% required
Min Data: 90 dice (30 rolls)
Philosophy: High confidence, waits for strong bias confirmation
TOP2: Balanced (Kelly-inspired)
Threshold: 8% deviation (face at 24.7%+)
Bet Size: 12% of bankroll (Kelly-adjusted)
Min ROI: +3% required
Min Data: 60 dice (20 rolls)
Philosophy: Balance between opportunity and safety
TOP3: Early Trigger
Threshold: 5% deviation (face at 21.7%+)
Bet Size: 8% of bankroll
Min ROI: +1% required
Min Data: 30 dice (10 rolls)
Philosophy: More opportunities, smaller bets, lower risk
π Research & Simulation
Models tested against 10 billion+ simulated dice rolls
Thresholds calibrated for real-world achievable bias levels
All models require +EV (positive expected value) before recommending