Ginga 9AI Ensemble

Overview

A next-generation ensemble EA that makes trading decisions through majority voting by 9 independent AI models.

• Training Period: 2003-2024 (22 years)
• Strict Selection: 9 elite models selected from over 100 candidates through 10 years of Walk-Forward Testing (WFT)
• Prop Firm Ready: Equipped with a daily stop loss feature

1. Ensemble AI Strategy

Many AI EAs rely on a single model, making them vulnerable to overfitting and changing market conditions. Ginga combines 9 AI models trained with different approaches, allowing the weaknesses of one model to be compensated by the others.

• If one model underperforms in a specific market condition, the others can compensate
• Trade entries require agreement from multiple models (EntryScore can be adjusted)
• Greatly reduces false signals for more stable trading
• Each of the 9 models can be turned ON/OFF individually (single-model operation is also possible)

2. Prop Firm-Friendly Daily Risk Control

Most prop firms enforce daily loss limits. Ginga includes built-in control features designed for these requirements.

Daily Stop Loss

• When the daily loss reaches a set percentage of account balance (default 5%, including floating loss), positions are automatically closed
• New entries are stopped for the rest of the day
• Trading automatically resumes on the next trading day

Daily Take Profit (Optional)

• When the daily profit target is reached, positions are automatically closed
• New entries are stopped for the rest of the day
• Helps prevent giving back profits through overtrading

The daily thresholds can be adjusted to match the rules of each prop firm.

3. Advanced AI Architecture

• CatBoost Machine Learning: A gradient boosting algorithm well-suited for financial time series forecasting
• 3-Class Classification: Predicts Buy / Sell / Hold to avoid low-probability trades
• 102-Dimensional Feature Space: Analyzes price action, volatility, technical indicators, time patterns, and market microstructure
• Strict Model Selection: Hundreds of models were tested through 10 years of WFT, and only the most stable ones were adopted

1. Prediction Timing: AI models generate predictions once every hour
2. Score Calculation:
   • The prediction results of all AI models are aggregated
   • Buy prediction = +1, Sell prediction = -1, Hold = 0
   • The total score of 9 models is summed (range: -9 to +9)
3. Entry Conditions:
   • Score +5 or higher → Buy entry
   • Score -5 or lower → Sell entry
   • The threshold can be adjusted with the EntryScore parameter
4. Exit Conditions:
   • When the score becomes 0
   • When an opposite signal appears
   • Exit behavior can be selected by parameter (force close / close profit only / trailing / do nothing)
5. Daily Function:
   • If the daily loss reaches 5% of account balance (default, including floating loss), positions are closed and new entries are stopped until the next day
6. Grid Trading (Optional):
   • By default, the EA operates with a single position
   • Can be switched to multiple-position operation using NanpinCount
   • Hedging is not used

• NOUSE: Do nothing
• TRAIL: Execute trailing stop
• PLUS: Close only if in profit
• MINUS: Force close

⚠️ Past performance does not guarantee future results

No matter how strong backtest or walk-forward results may be, future profitability is never guaranteed. Market conditions are always changing.

⚠️ For XAUUSD H1 only

This EA is specifically optimized for Gold on the 1-hour timeframe. Do not use it on other symbols or timeframes.

⚠️ Test on demo first

Please test on a demo account for at least 2 weeks before going live. Make sure you understand how the EA behaves and adjust parameters according to your risk tolerance and prop firm rules.

⚠️ How the daily functions work

The EA checks the daily limits on every tick. Once a limit is reached, no new positions will be opened until the next trading day (server time).

⚠️ This is not a holy grail

No EA can win 100% of the time. Ginga is an advanced tool, but proper money management and realistic expectations are essential.

Q. Can I run it together with other EAs?

A. The daily take profit / daily stop loss functions calculate the total profit and loss of the entire account without considering magic numbers. Therefore, the performance of other EAs may affect how Ginga behaves. If possible, avoid running it together with other EAs on the same account.

Q. Should I add +1 to TimeZone during daylight saving time?

A. No. During daylight saving time, the EA automatically calculates TimeZone+1 internally. Just enter the GMT value for non-daylight-saving periods.

Q. Can I run it with the default settings?

A. In general, yes. However, please check the following:

• If multiple EAs are running on the same account, consider disabling the daily functions or stopping the other EAs
• Make sure the TimeZone setting matches your broker

Q. "TradeLimit" is displayed on the chart

A. This means the daily function has been triggered and new entries are temporarily stopped. Trading will automatically resume on the next day based on server time.

Q. It does not trade

A. Please check the following:

• Whether the daily function is active and trading has been stopped by the profit/loss of other EAs
• If using StopAtLimitOrder, make sure there are no pending orders in the same account
• Whether MaxSpread is set too tight
• Whether both EntryBuy and EntrySell are set to true

After purchase, support is available via MQL5 messages or the product comments section. Feel free to contact us.

• This product is not investment advice
• Forex and CFD trading involve substantial risk of loss
• Past performance does not guarantee future results
• The developer assumes no responsibility for user losses
• Users are responsible for complying with the rules and regulations of their prop firm
• Use only funds you can afford to lose, at your own risk
• Always test thoroughly on demo before live trading
• Please confirm EA compatibility with your prop firm before use