Algorithmic & AI Trading Research Lab
Independent, in-depth research and reviews on MetaTrader 5 Expert Advisors, machine learning strategies, walk-forward validation, and execution mechanics.
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AI & Machine Learning Trading
ML and AI approaches to trading: neural networks (LSTM, transformers), reinforcement learning agents, feature engineering, train/test discipline, and the realistic limits of LLMs and AI for retail traders.
Algorithmic Trading Theory & Practice
Core algo trading strategies and metrics: mean reversion, momentum, arbitrage, market making, performance measurement (Sharpe, Sortino, drawdown), execution and slippage, leverage mechanics.
Forex Broker Tech & Infrastructure
What sits between your strategy and execution: VPS choice, network latency, broker types (ECN vs STP vs market maker), spread/commission trade-offs, regulator landscape (FCA, CySEC, ASIC, NFA), MT5 vs cTrader.
MetaTrader 5 Expert Advisors
Practical guides for building, backtesting, optimizing, and deploying MT5 EAs. Covers Strategy Tester, walk-forward, parameter overfitting, tick data, and real-broker execution mechanics.
Risk Management & Backtest Pitfalls
Defensive education: position sizing (Kelly, fixed fractional), drawdown control, leverage, overfitting + look-ahead bias detection, survivorship bias, regime changes that break backtested strategies.
Trading Bot Reviews & Comparisons
Honest, evidence-based reviews of forex EAs and trading bots. Compares vendors on real-world performance (Myfxbook / FX Blue verified), pricing, support, and refund policy. Identifies common scam patterns.
Latest articles
View all →Forex Grid Trading EA Explained: How It Works and Where It Fails
How forex grid trading EAs work, the fatal trending market risk, why backtests are misleading, and defensive configurations to reduce catastrophic loss risk.
Offshore Forex Broker Risks in 2026: What Can Actually Go Wrong
The real risks of offshore forex brokers in 2026: withdrawal problems, zero investor protection, execution manipulation, and how to verify regulatory status.
Copy Trading vs EA Automation: Which Is Right for You?
Copy trading vs forex EA compared: transparency, costs, performance fees, latency, adaptability, and when each approach makes more sense for your goals.
How to Avoid Overfitting in EA Optimization: Techniques That Work
How overfitting happens in MT5 EA optimization, 7 techniques to prevent it including walk-forward validation, parameter reduction, and plateau analysis.
News Trading EA in MT5: Strategies, Code, and Live Realities
How to build a news trading EA for MT5: straddle strategy, MQL5 code for pending orders, spread widening risks, and why live performance rarely matches backtest
MT5 Backtesting with Real Tick Data: Why Quality Matters
How to get real tick data for MT5 backtesting from Dukascopy and Tickstory, import it correctly, and why it matters more for scalpers than swing traders.
MT5 Expert Advisor Position Sizing: Risk-Based Lot Calculation
How to implement position sizing in MT5 EAs: risk-based lot calculation, ATR-based dynamic stops, Kelly Criterion, and drawdown limiters with MQL5 code.
MQL5 Programming Beginner Guide: Build Your First Forex EA
Complete MQL5 beginner guide: language basics, MetaEditor setup, price data, indicators, order placement, and a complete MA crossover EA with full code.
How to Diversify a Forex EA Portfolio: Strategy, Instruments, Sessions
Build a diversified forex EA portfolio: strategy types that complement each other, capital allocation methods, instrument selection, and monitoring framework.
Backtesting vs Live Trading: Why the Performance Gap Exists
The 7 causes of forex EA live/backtest performance gap: spread misconfiguration, slippage, look-ahead bias, overfitting, and how to close each gap.
Walk-Forward Analysis for MT5 EAs: The Professional Validation Standard
How walk-forward analysis works in MT5 Strategy Tester, step-by-step setup, key metrics to evaluate, and how to decide whether to deploy after validation.
Best Forex Pairs for Algorithmic Trading in 2026
Which forex pairs work best for EAs? Liquidity, spread, session behavior, and pair-strategy matching guide for algorithmic traders in 2026.