Executive Summary

Delta-I is a quantitative trading system for Gold (XAU/USD) that combines multi-timeframe analysis with machine learning-based entry timing. The system identifies high-probability intraday trading opportunities during optimal market conditions.

Built on a layered architecture, Delta-I synthesizes market context across multiple dimensions and uses proprietary ML models to score each potential entry with precision.

System Architecture

L1
Macro Context
Proprietary market regime classification
L2
Signal Alignment
Multi-factor confirmation across timeframes
L3
Intelligent Execution
ML-driven entry scoring and position management

Equity Curve (Oct 2025 - Apr 2026)

Monthly Performance

Month Trades Win Rate Return
Oct 2025 58 17.2% -6.41%
Nov 2025 72 45.8% +1.00%
Dec 2025 42 73.8% +5.67%
Jan 2026 42 50.0% +2.29%
Feb 2026 394 48.7% +14.84%
Mar 2026 143 50.3% +9.53%
Apr 2026 194 44.3% +6.70%

Key Statistics

Total Return +33.63%
Profit Factor 1.54
Win Rate 47.1%
Total Trades 945
Avg Return/Trade +0.036%
Max Drawdown -9.09%

Direction Analysis

Direction Win Rate Return
LONG 44.1% +17.05%
SHORT 56.7% +16.58%

Session Performance

Session Win Rate PF
London 39.0% 1.55
New York 53.9% 1.53

Model Validation

Walk-forward testing across rolling periods ensures no look-ahead bias and robust out-of-sample performance.

66.9%
Long Entry Accuracy
69.7%
Short Entry Accuracy

Profit Factor by Month

Oct 0.52
Nov 1.04
Dec 3.81
Jan 1.53
Feb 1.67
Mar 1.72
Apr 1.49

Past performance does not guarantee future results. This system is designed for Gold (XAU/USD) intraday trading and may not be suitable for all market conditions. All trading involves risk of loss. The metrics presented are based on backtested data from October 2025 to April 2026.