Multi-Indicator strategy on GBP/USD 1h: Broad indicator set; gradient-boosted model learns the entry rule. Features: RSI 14, MACD (12,26,9), BB (20,2.0), Stochastic (14,3), ATR 14, ADX 14, EMA 9/21 cross, Candle structure, Return lags 1-3, Session/time features. Model: Extra Trees. Label horizon 4 bars, confidence threshold 0.60, direction both. Risk: 25 pip stop / 50 pip target (1:2 R/R), 1.0 lot on $10k, $6 round-trip commission.

Random Mix strategy on USD/CAD 15min: API-default style: randomly composed indicator set, model learns the rule. Features: Stochastic (21,5), Session/time features, Candle structure, ATR 14. Model: LightGBM. Label horizon 6 bars, confidence threshold 0.58, direction both. Risk: 25 pip stop / 50 pip target (1:2 R/R), 1.0 lot on $10k, $6 round-trip commission.

Random Mix strategy on EUR/USD 1h: API-default style: randomly composed indicator set, model learns the rule. Features: BB (10,2.0), EMA 12/26 cross, ROC 3, Return lags 1-8, Stochastic (5,3). Model: Gradient Boosting. Label horizon 6 bars, confidence threshold 0.52, direction both. Risk: 25 pip stop / 50 pip target (1:2 R/R), 1.0 lot on $10k, $6 round-trip commission.

Mean-Reversion strategy on USD/CHF 5min. Fade RSI/Bollinger extremes back toward the mean; the classifier decides direction. Features: RSI 14, BB (14,2.0), Z-score 30, Stochastic (14,3), Candle structure, Session/time features. Model: XGBoost; label horizon 2 bars, confidence threshold 0.60, direction both. Risk: 15 pip stop / 30 pip target (1:2 R/R), 1.0 lot on $10k, $6 round-trip commission. Trained on the last 40 days with a 70/30 holdout; the published numbers are the out-of-sample 30%.

Signal Mix strategy on USD/CHF 1h. A compact, machine-selected indicator set; the classifier learns the entry rule directly from the features. Features: ADX 20, CCI 14, Keltner (20,2.0). Model: XGBoost; label horizon 6 bars, confidence threshold 0.52, direction both. Risk: 25 pip stop / 50 pip target (1:2 R/R), 1.0 lot on $10k, $6 round-trip commission. Trained on the last 40 days with a 70/30 holdout; the published numbers are the out-of-sample 30%.

Signal Mix strategy on USD/CHF 15min. A compact, machine-selected indicator set; the classifier learns the entry rule directly from the features. Features: CCI 14, Stochastic (14,3), Session/time features. Model: Gradient Boosting; label horizon 8 bars, confidence threshold 0.60, direction both. Risk: 25 pip stop / 50 pip target (1:2 R/R), 1.0 lot on $10k, $6 round-trip commission. Trained on the last 40 days with a 70/30 holdout; the published numbers are the out-of-sample 30%.

Signal Mix strategy on USD/CAD 5min. A compact, machine-selected indicator set; the classifier learns the entry rule directly from the features. Features: EMA 12/26 cross, Donchian 20, Return lags 1-3, EMA ribbon 8-55, Candle structure. Model: Random Forest; label horizon 18 bars, confidence threshold 0.58, direction both. Risk: 15 pip stop / 30 pip target (1:2 R/R), 1.0 lot on $10k, $6 round-trip commission. Trained on the last 40 days with a 70/30 holdout; the published numbers are the out-of-