Random Mix strategy on USD/CHF 15min: API-default style: randomly composed indicator set, model learns the rule. Features: Return lags 1-8, Z-score 20, ADX 14, Session/time features. Model: Gradient Boosting. Label horizon 4 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.

Multi-Indicator strategy on USD/CHF 5min: 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: Gradient Boosting. Label horizon 8 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.

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: 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.

Multi-Indicator strategy on USD/JPY 15min. Broad indicator set; the 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: LightGBM; label horizon 2 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 publis

Mean-Reversion strategy on EUR/USD 5min. Fade RSI/Bollinger extremes back toward the mean; the classifier decides direction. Features: RSI 21, BB (20,2.5), Z-score 50, Stochastic (14,3), Candle structure, Session/time features. Model: LightGBM; label horizon 3 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 NZD/USD 15min. A compact, machine-selected indicator set; the classifier learns the entry rule directly from the features. Features: Keltner (20,2.0), EMA 12/26 cross, EMA ribbon 8-55, CCI 20, Session/time features. Model: Random Forest; label horizon 12 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-o

Signal Mix strategy on NZD/USD 15min. A compact, machine-selected indicator set; the classifier learns the entry rule directly from the features. Features: Donchian 55, EMA ribbon 8-55, ADX 14. Model: Random Forest; 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%.