needThaiBot Mad Unicorn fails to demonstrate a stable edge on XAUUSD M45. Backtest results collapse to -100%, while optimization improves performance only marginally. Live trading shows a small positive ROI driven by frequent low-TP trades, but execution is heavily restricted by spread and 52-week filters. The strategy lacks robustness, adaptive risk control, and reliable transferability across regimes.