Random Mix strategy on GBP/USD 1h: API-default style: randomly composed indicator set, model learns the rule. Features: MACD (8,21,5), Keltner (20,1.5), Return lags 1-8, BB (50,2.0), Session/time features, EMA ribbon 8-55. Model: Extra Trees. Label horizon 3 bars, confidence threshold 0.55, 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: SMA 50, Stochastic (5,3), BB (20,1.5), ADX 20, Session/time features. 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 GBP/USD 15min: API-default style: randomly composed indicator set, model learns the rule. Features: Z-score 50, RSI 5, Return lags 1-5, Stochastic (14,3). Model: Random Forest. 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.

Signal Mix strategy on USD/CHF 1h. A compact, machine-selected indicator set; the classifier learns the entry rule directly from the features. Features: CCI 20, SMA 50, MACD (8,21,5). Model: XGBoost; label horizon 6 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%.

Oscillator Stack strategy on EUR/USD 1h. Confluence of RSI, Stochastic, Williams %R and CCI extremes. Features: RSI 7, Stochastic (14,3), Williams %R 14, CCI 20, MACD (12,26,9), Candle structure. Model: Random Forest; label horizon 3 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. 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 15min. A compact, machine-selected indicator set; the classifier learns the entry rule directly from the features. Features: Candle structure, Return lags 1-5, ROC 10, RSI 7. Model: LightGBM; 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. 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/JPY 1h. A compact, machine-selected indicator set; the classifier learns the entry rule directly from the features. Features: Williams %R 14, BB (10,2.0), Candle structure, ATR 20, Keltner (20,2.0). Model: LightGBM; label horizon 3 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 GBP/USD 15min. A compact, machine-selected indicator set; the classifier learns the entry rule directly from the features. Features: EMA ribbon 8-55, MACD (8,21,5), SMA 200. Model: XGBoost; label horizon 3 bars, confidence threshold 0.55, 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%.