Ginga 9AI Ensemble

Ginga 9AI Ensemble - Next-Generation Ensemble EA

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

Main Features

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

Technical Specifications

Item Specification
Symbol XAUUSD (Gold) only
Timeframe H1 (1-hour chart) only
AI Engine CatBoost 3-class classification
Number of Models 9 elite models (ensemble)
Training Period 2003-2024 (22 years)
Feature Dimensions 102 dimensions
Default Daily Stop Loss 5% of account balance
Minimum Recommended Deposit 1,000 USD
Recommended Deposit 3,000 USD or more
Prop Firm Compatible Yes
VPS Recommended (not required)

Entry Logic (Default Settings)

  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

Parameter Description

Category Parameter Description Default
Main Comment Order comment Ginga
Main Magic Magic number (set it so it does not conflict with other EAs) 900
Main EntryLots Position size for new entries 0.01
Main DailyTakeProfit Daily profit target as a % of account balance (0 = disabled) 0
Main DailyStopLoss Daily loss limit as a % of account balance (0 = disabled) 5
Main LimitClose Whether daily-limit closing is performed using pending close levels true
Filter Slippage(point) Allowed slippage (in points) 10
Filter MaxSpread(point) Maximum allowed spread (in points) 100
Filter EntryBuy Allow buy entries true
Filter EntrySell Allow sell entries true
Model EvenClose Action when AI prediction score becomes 0 (NOUSE / TRAIL / PLUS / MINUS) MINUS
Model ForceClose Action when the AI prediction score turns into an opposite signal (NOUSE / TRAIL / PLUS / MINUS) MINUS
Model Threshold[Buy] Probability threshold for buy predictions (0.3-0.6, higher = more selective) 0.3
Model Threshold[Sell] Probability threshold for sell predictions (0.3-0.6, higher = more selective) 0.3
Model EntryScore Minimum score required for entry 5
Model UseModel0 ～ UseModel8 Enable / disable each AI model individually true
Nanpin NanpinCount Maximum number of positions (1 = no grid) 1
Nanpin NanpinWidth Price distance between positions (as % of current price) 0.3
Nanpin NanpinLots Lot multiplier for each additional position 1.5
Nanpin NanpinInterval Minimum time interval between additional entries 3 hours
TimeSetting TimeZone Broker GMT time zone offset 2
TimeSetting SummerTime Daylight saving adjustment (None / US / UK) -
Other ShowIndicator Whether to display information on the chart (total profit/loss, AI score, daily profit/loss, etc.) false
Other StopAtLimitOrder Stop EA operation if pending orders exist in the same account false
Note: EvenClose / ForceClose behavior
  • NOUSE: Do nothing
  • TRAIL: Execute trailing stop
  • PLUS: Close only if in profit
  • MINUS: Force close

Important Warnings and Disclaimer

⚠️ 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.

Frequently Asked Questions (FAQ)

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

Support

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

Legal Disclaimer

  • 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
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Reactor EA MT5
Berat Cakan
Experts
Reactor MT5   is a fully automatic Expert Advisor for   Intraday   Trading.  it is   based on  m any indicators . The Expert was tested on the whole available historical period on   EURUSD, GBPUSD, USDCAD, AUDUSD and USDJPY M15  currency pair with exceptional results. You can download the demo and test it yourself. My tests were performed with the real tick date with   99,90% accuracy , actual spread, and additional slippage. The basic strategy starts with Market order in counter trend and tren
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Netlux Digital Kft.
Experts
QXS PRO TRADER Expert Advisor QuantXProTrader is an Expert Advisor based on Profitable Price Action strategy. It is compatible with our QXS Trend indicator and work automatically by Trend detection on Multiple assets. Each and Everything in this EA is perfect Just you need to set input parameters. Take Profit, Stop loss, Trailing Stop, Trailing Step, Lot Size Adjust it as per your account capital and equity. Recommended TIMEFRAMES are: M15, M30 and H1  Before Installing Expert Advisor on chart
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Jing Yi He
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Strategy: 1.This EA is a trend trade, used for USDCHF H1 charts. 2.This EA is  using indicators such as the Bolling band and moving average. 3. The initial amount of this EA is only $1000.This EA has a profit of over $3000. 4.The EA has detailed test data from January 2018 to June 2021, which is stable and profitable. 5.If you just want to put a small amount of money to get double reward, this EA trader is your best choice！
Marvelous EA MT5
Ugochukwu Mobi
Experts
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AI Nodiurnal EA MT5
Ugochukwu Mobi
5 (2)
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AI Nodiurnal EA is an advanced Forex robot that leverages cutting-edge machine learning technology to optimize trading strategies and enhance performance in the dynamic foreign exchange market. The term "Nodiurnal" reflects its ability to adapt and operate not only during the typical diurnal (daytime) trading hours but also during non-standard periods, providing a continuous and adaptive approach to forex trading. Settings : Default settings on Currency Pair :  EURUSD H1 . Special setting is onl
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It is recommended to use the robot on a netting account. the robot works with the best configuration from the previous day on the current day. the robot works on the mini index. the robot works on the mini dollar. the robot works on forex. the robot works using indicators. the robot works using market orders and pending orders. before using the robot, put it into optimization and save the settings (in a .set file) to use for the current day. past history does not guarantee future profit, but is
Finvesting EA
Ugochukwu Mobi
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Unlock the full potential of your Forex investments with the Finvesting EA, your trusted ally in the world of currency trading. This expert advisor (EA) is designed to enhance your Forex investment and help you achieve your financial goals with confidence. Live Performance: Finvesting EA has a live track record with stable trading.  Real account  Live performance MT4 and Here MT5 Discover the potential of the Finvesting EA and join a community of successful Forex investors. It's time to maximi
Sevolter
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Palicent
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Multi-currency expert advisor that works simultaneously on 15 pairs of major currencies EUR-GBP-AUD-USD-CAD-JPY. The Expert Advisor combines many simple strategies that work simultaneously. Each strategy is based on a simple algorithm for opening positions when the signal from the Parabolic SAR indicator changes with confirmation for two older periods. Each strategy has been optimized over the past five years. The Expert Advisor uses the statistical principle of "rightness of the crowd": it aver
Break Of Structure Pro
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Break Of Structure Pro Is price action king? 1. Price is the ultimate king in the forex market, stock market or any other market. Using price action is the reason we can see more profit over loss. Technical analysis is the art of using data points to your advantage and taking informed decisions while entering, trailing and exiting a position on any timeframe. Break Of Structure Pro can be used to trend trade, scalp, hedge or swing trade. Price action is a trading technique that allows a trade
Propfirm Challenge Helper
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Foli Pivots MT5
John Folly Akwetey
Experts
Expert advisor trades by pivot levels, support and resistance levels based on pivot levels. Also expert advisor takes into account volatility filter, uses standard Martingale and anti-Martingale systems, drawdown protection, standard trailing stop, trading time and trading Trade Order   – direction of trading (only buy, only sell or buy and sell) Use Volatility Filter   – enabling/disabling of volatility filter using Volatility Filter   – value of volatility filter Count Of Days For Volatility F
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Experts
Expert advisor places buy stop and sell stop at certain distance above and below current price. Also expert advisor uses standard trailing stop, breakeven of orders. Below is description of some inputs. Trade   – option of moment for placing of orders (“Time” – placing of orders at certain time, “Candle” – placing of orders since certain candles count after last order closing or deleting) Candle   – candles count after last order closing or deleting Time 1,2,3   – time for placing of orders Lot
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Vasilii Apostolidi
24028
Vasilii Apostolidi 2026.10.02 13:58 

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zeke21t2
908
zeke21t2 2026.07.05 05:07 

User didn't leave any comment to the rating

Shota Watanabe
8454
Reply from developer Shota Watanabe 2026.07.05 08:57
Thank you so much for taking the time to write such a thorough and objective review. What made me happiest wasn't simply that you praised Ginga's performance—it was that you understood the philosophy and intentions behind its design. As the developer, I can always explain what I intended to build and why I made certain design choices. But no matter how honestly I say it, those words will inevitably carry some bias. That's why having a third party analyze the EA so deeply and independently arrive at the same conclusions means so much to me. Reading your review made me feel that the goals I had been pursuing all along were indeed the right ones. I've devoted an enormous amount of time to researching and developing gold EAs. My focus has never been just on making an EA that wins, but on understanding *why* it wins, how it generates profits, and how to build something that can remain robust over the long term. To be honest, I never expected to receive a review like this. It genuinely feels like all those years of hard work have been rewarded. The reality is that many EA users only care whether an EA makes money. That's completely understandable, and as a developer I've always known that the underlying architecture, risk management, statistical consistency, and design philosophy often go unnoticed. That's why your review was so meaningful to me. You didn't just analyze the performance—you looked beyond the numbers and understood the reasoning behind the system itself. As a developer, that level of insight is incredibly rewarding to see. In fact, I found myself wishing I had your level of analytical insight as well! 😄 Thank you again for your outstanding review. It truly means a great deal to me.
ys1267 tkhs
334
ys1267 tkhs 2026.06.16 02:05 

User didn't leave any comment to the rating

Shota Watanabe
8454
Reply from developer Shota Watanabe 2026.07.05 15:17
Thank you very much for your wonderful review! I'm especially happy that you felt the EA has a low risk of overfitting. One of my main goals during development was to make the model learn meaningful market patterns without memorizing market noise. I believe this is one of CatBoost's greatest strengths. Achieving this balance is much more difficult with deep learning, and I think it's one of the reasons Ginga has remained stable in live trading. Thank you again for your kind words and support. I'll continue doing my best!
Cristian Salute
493
Cristian Salute 2026.05.22 18:18 

User didn't leave any comment to the rating

Shota Watanabe
8454
Reply from developer Shota Watanabe 2026.05.23 14:31
Thank you so much for the wonderful review!
We will continue to work hard on developing even better EAs.
Please keep following me so you can receive the latest updates.
Thank you!
Yonatan Hellman
1040
Yonatan Hellman 2026.05.07 10:38 

User didn't leave any comment to the rating

Shota Watanabe
8454
Reply from developer Shota Watanabe 2026.05.07 11:15
Thank you so much for your kind review! Our EA currently calculates the day's realized and unrealized P&L to automatically close positions and stop trading. We are planning an upcoming update that will include TP and SL functionality. We hope you will continue to enjoy using it, and we look forward to bringing you even better performance with the next version!
René
664
René 2026.05.06 19:00 

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Shota Watanabe
8454
Reply from developer Shota Watanabe 2026.05.07 11:17
Thank you so much for the wonderful review, René! I believe this will become my greatest masterpiece, and I have high hopes for it. I look forward to your continued support!
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