Mad Turtle EA MT5

Mad Turtle EA – Institutional-Grade Machine Learning Trading System (MT5)

Mad Turtle EA is a professional machine-learning–driven Expert Advisor for MetaTrader 5 (MT5), engineered specifically for XAUUSD (Gold) trading.
The system is designed with a clear priority: capital preservation, statistical validity, and long-term sustainability—not short-term speculation or aggressive growth tactics.

This EA is intended for traders who understand risk, probability, and patience, and who seek returns superior to traditional savings instruments without exposing their capital to destructive strategies.

Trading Environment & Specifications

• Instrument: XAUUSD (Gold)
• Supported Timeframes: H1 – M15
• Position Management: Single-position trading only
• Minimum Recommended Deposit: $500 (or equivalent)
• Broker Compatibility:
  • Any broker (2-digit & 3-digit pricing supported)
  • Any deposit currency
  • Any symbol naming convention
  • Any GMT offset
• Pre-Configuration Required: No
• Cent Accounts: Fully supported

The EA is designed to operate out of the box using developer-recommended settings.

Authentic Machine Learning Architecture

Mad Turtle EA is built on real machine learning models, not marketing-driven “AI” concepts.

Core Technology

• ONNX (Open Neural Network Exchange) models
• Native MT5 ONNX runtime
• Local inference only (no cloud, no APIs, no external services)

During first initialization, MT5 displays a system-level ONNX message, confirming that real neural models are being loaded—this cannot be falsified.

There is no connection to GPT systems, third-party servers, or external data feeds.

Strategy Philosophy & Capital Protection

Mad Turtle EA is deliberately designed to avoid strategies that statistically lead to catastrophic failure.

Explicitly Excluded

• Grid trading
• Martingale or averaging
• Micro-scalping
• Narrow-range exploitation
• Long-duration “equity illusion” strategies

Core Principles

• Hard Stop Loss as an integral mechanism
• Balanced profit-to-loss structure
• Trades evaluated and closed in real time, not postponed
• No reliance on lot-size escalation to recover losses

The system accepts losses as a necessary and controlled cost, rather than delaying them.

Model Design & Training Methodology

Mad Turtle EA is based on custom feature engineering, combined with a proprietary training methodology that includes:

• Reward-and-penalty learning logic
• Cascaded meta-model filtering
• Ensemble decision frameworks

Training Characteristics

• Models trained on large H4 datasets
• Designed for 24-hour market behavior
• Average holding time: several hours to several days
• Profit generation measured in points, not aggressive lot scaling

This structure results in low deposit stress and strong resistance to equity collapse.

Verified Signal Performance (Historical)

WT Signal

• ~4.4 million pips
• 1,250 trades
• ~3,500 pips per trade

ICM Signal

• ~127,000 pips
• 103 trades
• ~1,200 pips per trade

Interpretation

• Large profit buffers achieved without high leverage
• To erase accumulated gains, losses must equal multiple full daily ranges
• As profits grow, the probability of total loss decreases, not increases

This asymmetric structure is the system’s defining advantage.

Project Objective

The Mad Turtle Project was created with a single, realistic objective:

To generate returns meaningfully higher than bank interest
without overloading the deposit
and without psychological pressure on the trader.

There are no promises of rapid capital multiplication and no illusions of effortless wealth.
This is a long-term capital management system.

The project is continuously refined, and users may:

• Participate in discussions
• Propose improvements
• Influence future development

Well-reasoned ideas are implemented.

Not Suitable For

This product is not appropriate for traders who:

• Expect aggressive, short-term account growth
• Constantly interfere with live trading decisions
• Modify internal model parameters without understanding consequences
• Evaluate performance over days or weeks instead of months

⚠️ The EA includes advanced settings for research purposes only.
Live trading should always use developer-recommended automatic mode.

Important Operational Notes

• The system uses multi-class neural models (separate BUY and SELL logic)
• BUY models currently show higher effectiveness due to gold’s long-term bullish structure
• Some SELL models operate in close-only mode
• No trailing stops or premature profit fixation
• Stop Loss activation is expected and necessary
• Short-term drawdown clusters are normal and statistically valid

Gold has appreciated approximately 1000% over the last 20 years, with only a few extended bearish periods.
The models reflect this long-term reality, not short-term noise.

Transparency & Ethical Standards

Mad Turtle EA adheres to strict transparency principles:

• No signal pre-boosting
• No hidden equity curves
• No manipulated deposits or withdrawals
• Training data openly disclosed
• Overfitted models publicly removed
• No fabricated backtests or reviews

This project does not promise profit.
It represents a disciplined attempt to build a robust, long-term trading tool.

Official Resources

• Signals:
  WT: https://www.mql5.com/en/signals/2323073
  ICM: https://www.mql5.com/en/signals/2335965