The fundamental philosophy of the MLSupreme algorithm is "Dynamic Adaptation." Market volatility is constantly changing. By analyzing 233 candles of historical data, the algorithm uses machine learning to determine the current market sentiment (calm, normal, highly volatile) and automatically updates its settings accordingly. Buy and Sell signals are generated based on this calculation logic.