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ML Intelligence

4-model ensemble — vote confidence vs. realized win rate across all strategies

The 4-Model Ensemble
1.XGBoost (price action)
2.LightGBM (options flow)
3.Random Forest (regime)
4.Gradient Boost (volatility)
Vote Threshold → Position Size
4/4Full convictionFULL
3/4Strong majorityHALF
2/4Split — size downQUARTER
≤1/4Skip signalSKIP
Total Trades
Overall Win Rate
Avg Return
Bot Trades
Short + Long
Win Rate by ML Vote CountDoes higher consensus → better outcomes?
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