LiquidBrain Liquidity-Draw ML Portfolio
A machine-learning direction model per instrument — predicting which liquidity pool price sweeps first — each with per-pair walk-forward-optimized entries and fixed R:R exits. 9 instruments, all net-positive.
Honest methodology. every graph is a real MetaTrader 5 every-tick (1-minute OHLC) backtest. The ML model was trained on data before 2021 only and tested out-of-sample on 2021–2026 (5.5 years it never saw). Trade settings were walk-forward optimized (MT5 genetic, ForwardMode 2/3–1/3). "Walk-forward OOS PF" is the conservative forward-only figure. 0.5% risk per trade throughout. On conv-sized instruments, risk per trade scales with model conviction (walk-forward-validated 2026-07-03).
MT5 every-tick · OOS
MT5 every-tick · OOS
MT5 every-tick · OOS
MT5 every-tick · OOS
MT5 every-tick · OOS
MT5 every-tick · OOS
MT5 every-tick · OOS
MT5 every-tick · OOS
MT5 every-tick · OOSPortfolio avg PF ≈ 1.36 · avg Sharpe ≈ 1.08. Correlation note: Gold&Silver form one metals leg; the USD pairs share a dollar factor — size at portfolio level accordingly. Delivered over the AgroAlgo signed ONNX-OTA channel; models refresh automatically, no reinstall. © Synapse Dynamics · synapsedynamix.com · generated 2026-07-03.