Random Mix strategy on USD/CAD 1h: API-default style: randomly composed indicator set, model learns the rule. Features: SMA 50, ROC 20, ATR 10, EMA 50/200 cross. Model: XGBoost. Label horizon 9 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 EUR/USD 1h: API-default style: randomly composed indicator set, model learns the rule. Features: Z-score 50, BB (20,1.5), Candle structure, ATR 10, Williams %R 21. 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.

Random Mix strategy on USD/CHF 15min: API-default style: randomly composed indicator set, model learns the rule. Features: SMA 20, Stochastic (21,5), Session/time features, Volatility 20, MACD (5,13,3). Model: LightGBM. Label horizon 4 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.

Oscillator Stack strategy on USD/CHF 5min. Confluence of RSI, Stochastic, Williams %R and CCI extremes. Features: RSI 5, Stochastic (9,3), Williams %R 14, CCI 20, MACD (12,26,9), Candle structure. Model: LightGBM; label horizon 9 bars, confidence threshold 0.58, direction long. 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: Session/time features, Donchian 55, Keltner (20,2.0), RSI 21. Model: XGBoost; label horizon 2 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 GBP/USD 15min. Confluence of RSI, Stochastic, Williams %R and CCI extremes. Features: RSI 7, Stochastic (9,3), Williams %R 14, CCI 20, MACD (12,26,9), Candle structure. Model: LightGBM; label horizon 6 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%.

Vol-Regime strategy on USD/CHF 15min. Squeeze (Bollinger inside Keltner) then expansion; the classifier picks the direction of the release. Features: BB (20,2.0), ATR 20, ADX 14, Volatility 20, Return lags 1-3, Keltner (20,1.5), Session/time features. Model: XGBoost; 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

Signal Mix strategy on EUR/USD 15min. A compact, machine-selected indicator set; the classifier learns the entry rule directly from the features. Features: RSI 7, EMA ribbon 8-55, BB (50,2.0). Model: XGBoost; label horizon 9 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%.