Self-tuning: automatically selects the best setup based on recent price behavior

Performance scoring: ranks each variant by real-time effectiveness.

K-means clustering: groups setups into best, average, and worst for better signals.

Adaptive entry signals: buy and sell markers update  with market conditions

Trailing stop: evolves with trend strength using a performance-weighted average.

Volatility control: fine-tune ATR length and stop width to match your strategy.

Visualization: shows entries, stops, and trailing levels directly on the price chart.