1
Model trains on history — The ML ensemble (RF + Gradient Boost)
is trained on 1700+ candles of historical data per pair, using walk-forward validation so it never
sees future data.
2
Picks are generated on LIVE data — Every pick you see below was
predicted using only data available at that moment. No look-ahead, no peeking, no
hindsight. Each pick gets a timestamp (EST) of when it was made.
3
Picks must HIT TP or SL to count — A forward pick is "resolved"
only when the live market price reaches either the Take Profit or Stop Loss level. Until then, the
pick is active (being tracked). This typically takes 12-72 hours.
4
We launched today — The v2.1 engine (with regime detection) was
deployed on Feb 22, 2026. There are currently 5 active forward picks being tracked. Once the first
ones resolve (hit TP or SL), the Forward WR, Sharpe, P&L, and Picks count will update automatically.