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AI Trading Insights

Thought leadership and cutting-edge research in artificial intelligence applications for financial markets and quantitative trading

ML Filter vs Baseline: Why Continuous Learning Matters on XAUUSD
FeaturedAI Trading

ML Filter vs Baseline: Why Continuous Learning Matters on XAUUSD

DeepAgent FX live on MQL5 and GogoJungle. Real XAUUSD account: +$1,113 in ~3 trading days. AI ensemble filter vs baseline, pipeline and continuous retraining loop.

SAIL Lab TeamMarch 22, 202612 min read
AI Agent Quant Research: Seriously Misleading?
FeaturedAI Trading

AI Agent Quant Research: A Reality Check

We ran a controlled experiment with QuantaAlpha: Alpha158 baseline vs LLM factor mining vs evolution. The backtest results offer a sobering perspective.

SAIL LabMarch 22, 20264 min read
December 2025 Backtest Results: TREND Strategy Performance Analysis - Upgrading to 0.04 Lot (4x) Next Month
FeaturedAI Trading

December 2025 Backtest Results: TREND Strategy Performance Analysis - Upgrading to 0.04 Lot (4x) Next Month

Comprehensive 23-day backtest results for our TREND strategy on XAUUSD (Gold) in December 2025. Achieved $775.10 net profit with 36.7% win rate across 450 trades. Plus live trading update: $846 profit in December 2025. Due to excellent performance, we're upgrading from 0.01 to 0.04 lot (4x) next month - stay tuned!

SAIL Lab TeamJanuary 20, 202610 min read
November 2025 Backtest Results: TREND Strategy Performance Analysis
FeaturedAI Trading

November 2025 Backtest Results: TREND Strategy Performance Analysis

Comprehensive 22-day backtest results for our TREND strategy on XAUUSD (Gold) in November 2025. Achieved $213.68 net profit with 40.6% win rate across 449 trades. Plus live trading update: $150 profit from $2,000 capital in 20 days (7.5% return).

SAIL Lab TeamDecember 21, 20258 min read
October 2025 Quant System Backtest Results: Trailing Stop Impact Analysis
FeaturedAI Trading

October 2025 Quant System Backtest Results: Trailing Stop Impact Analysis

Comprehensive analysis comparing trading performance with and without trailing stop protection on GOLD markets during October 2025, demonstrating the significant impact of dynamic risk management.

Joe WangNovember 13, 202515 min read
AI Trading12 min read
September 2025 Quant System Backtest Results: GOLD Trading Performance Analysis
Comprehensive analysis of our AI-powered quantitative trading system's performance on GOLD markets during September 2025, showcasing consistent profitability and adaptive risk management strategies.
Joe WangOctober 11, 2025
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AI Trading8 min read
LLM-Powered Quantitative Trading: The Future is Now
Exploring how Large Language Models are revolutionizing algorithmic trading strategies and market analysis through natural language understanding of financial data.
Joe WangOctober 1, 2024
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