Research · Validation
Backtest Results
Honest, cost-inclusive results on held-out data the model never trained on. No cherry-picking.
USDCHF — 2024-01-02 -> 2025-12-31 (held out, never trained on)
Outperformed buy & hold
Test bars
12,453
Trades taken
4,275
Strategy return
61.67%
Buy & hold return
-5.50%
Sharpe (annualized)
1.29
Max drawdown
-15.91%
Win rate 54.8%Positive Sharpe and beat buy-and-hold -- a real candidate worth further scrutiny, not yet a confirmed edge on its own.
EURUSD — 2024-01-02 -> 2025-12-31 (held out, never trained on)
Underperformed buy & hold
Test bars
12,454
Trades taken
3,816
Strategy return
-24.47%
Buy & hold return
6.26%
Sharpe (annualized)
-0.86
Max drawdown
-32.94%
Win rate 48.7%Negative risk-adjusted return, consistent with the win rate above. Confirms no exploitable edge for this pair/horizon after realistic spread costs.
GBPUSD — 2024-01-02 -> 2025-12-31 (held out, never trained on)
Underperformed buy & hold
Test bars
12,451
Trades taken
1,784
Strategy return
4.88%
Buy & hold return
5.70%
Sharpe (annualized)
0.29
Max drawdown
-9.02%
Win rate 51.8%Technically positive Sharpe, but a simple buy-and-hold still did better -- not compelling enough to pursue as-is.
AUDUSD — 2024-01-02 -> 2025-12-31 (held out, never trained on)
Underperformed buy & hold
Test bars
12,454
Trades taken
3,185
Strategy return
-12.12%
Buy & hold return
-1.99%
Sharpe (annualized)
-0.30
Max drawdown
-26.70%
Win rate 50.2%Negative risk-adjusted return, consistent with the win rate above. Confirms no exploitable edge for this pair/horizon after realistic spread costs.