Robert Ciechonski / Profile

Welcome to my official MQL5 profile. I am an algorithmic trader and software developer specializing in institutional-grade automated trading solutions (Expert Advisors) for financial markets.

My development architecture is rooted in rigorous statistical analysis, data science, and advanced Machine Learning (ML). I focus primarily on highly liquid markets, with a core specialization in Gold (XAUUSD).

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### My Trading Philosophy
I do not believe in market miracles, "holy grails," or dangerous money management shortcuts.
* **Mathematics Over Intuition:** Every strategy I deploy is backed by years of high-quality tick data backtesting and strict statistical validation.
* **Capital Protection First:** Risk management is the core of my code. Every trade has a hard Stop Loss calculated dynamically based on market volatility (ATR).
* **Zero Toxicity:** My Expert Advisors strictly avoid high-risk mechanisms such as pure Grids, Martingale, or recovery zones.

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### Technology & Execution
My latest systems feature fully native Machine Learning inference (embedded decision trees, including LightGBM frameworks) optimized to run directly within the MetaTrader environment. By avoiding external Python dependencies and DLL imports, I ensure maximum execution speed, low latency, and 100% system security for my clients.

### Transparency & Support
I believe in complete transparency. All my commercial software is backed by live monitoring signals so you can verify real-time performance before making a decision. If you have any technical questions or need assistance with setup, feel free to send me a direct message.

*"In trading, you don't control the market. You only control your risk."*