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SmartEdge EA – Adaptive Trading Intelligence

AI BOTS·BOTS·Business Intelligence

Project Scope

SmartEdge EA was developed for a hedge fund seeking adaptive and data-driven strategies that adjust in real-time to market volatility. Its intelligent trading engine continuously evaluates multiple timeframes, liquidity conditions, and volatility indices to make precise trade entries and exits.

 

Built with Machine Learning Insights

The system applies reinforcement learning to optimize trade parameters, reducing manual intervention. It “learns” from past trades, automatically fine-tuning stop-loss levels and position sizing to maximize capital efficiency.

 

Technology Stack

Developed using MQL5 for MT5, Python for AI/ML components, and FIX API integrations to ensure high-frequency execution compatibility with broker platforms.

 

Impact on Client

The hedge fund reduced operational risks and increased consistency in returns. Manual errors were eliminated, and the automation freed up analyst time for strategy innovation.

 

Conclusion

SmartEdge EA transformed the client’s manual strategies into an adaptive, automated trading system, boosting efficiency and lowering overall drawdown risk.

Date: May 21, 2024
Client: Private Hedge Fund – London, UK
Services: Expert Advisor (EA) Development, Risk Management Automation, Multi-Broker Integration