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    <title>Forem: Alex</title>
    <description>The latest articles on Forem by Alex (@jtlab).</description>
    <link>https://forem.com/jtlab</link>
    <image>
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      <title>Forem: Alex</title>
      <link>https://forem.com/jtlab</link>
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    <item>
      <title>🚀 JT-Trader Update!</title>
      <dc:creator>Alex</dc:creator>
      <pubDate>Mon, 22 Sep 2025 07:37:49 +0000</pubDate>
      <link>https://forem.com/jtlab/jt-trader-update-2ej5</link>
      <guid>https://forem.com/jtlab/jt-trader-update-2ej5</guid>
      <description>&lt;p&gt;🚀 JT-Trader Update!&lt;/p&gt;

&lt;p&gt;We’ve made strategy testing even closer to real trading:&lt;br&gt;
 🔹 tests in the tester now run synchronized with exchanges — all numbers match exactly what you’ll see on your live account;&lt;br&gt;
 🔹 commissions, spreads, contract sizes, as well as minimum and maximum values for opening positions are all taken into account.&lt;/p&gt;

&lt;p&gt;⚡️ We’ve also simplified working with assets:&lt;br&gt;
 just list the coins separated by commas, and the system will automatically pair them with USDT and launch the multi-tester.&lt;/p&gt;

&lt;p&gt;📈 Tests are now more accurate, and launching strategies is easier than ever!&lt;/p&gt;

&lt;p&gt;👉 Try it yourself right now: &lt;a href="https://jt-lab.com/en" rel="noopener noreferrer"&gt;https://jt-lab.com/en&lt;/a&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  TradingBots
&lt;/h1&gt;

</description>
    </item>
    <item>
      <title>We’ve made working with JT-Trader even easier — meet the Launcher!</title>
      <dc:creator>Alex</dc:creator>
      <pubDate>Fri, 19 Sep 2025 05:51:53 +0000</pubDate>
      <link>https://forem.com/jtlab/weve-made-working-with-jt-trader-even-easier-meet-the-launcher-1hhm</link>
      <guid>https://forem.com/jtlab/weve-made-working-with-jt-trader-even-easier-meet-the-launcher-1hhm</guid>
      <description>&lt;p&gt;🚀 We’ve made working with JT-Trader even easier — meet the Launcher!&lt;/p&gt;

&lt;p&gt;Launcher is the fastest and most convenient way to install JT-Trader.&lt;br&gt;
 It automatically downloads all the required components, configures the environment, and launches the application — so you can start trading right away.&lt;/p&gt;

&lt;p&gt;🔑 Advantages of the Launcher:&lt;br&gt;
✅ Automatic installation of all dependencies.&lt;br&gt;
✅ Pre-configured environment setup.&lt;br&gt;
✅ Automatic updates.&lt;br&gt;
✅ Simple management interface.&lt;br&gt;
✅ Built-in diagnostics for issues.&lt;br&gt;
📖 The installation guide is as straightforward as possible and available here:&lt;br&gt;
 👉 Install via Launcher - &lt;a href="https://docs.jt-lab.com/installation/" rel="noopener noreferrer"&gt;https://docs.jt-lab.com/installation/&lt;/a&gt;&lt;/p&gt;

</description>
    </item>
    <item>
      <title>We’ve completely revamped our documentation, making it much more user-friendly.</title>
      <dc:creator>Alex</dc:creator>
      <pubDate>Thu, 18 Sep 2025 11:10:17 +0000</pubDate>
      <link>https://forem.com/jtlab/weve-completely-revamped-our-documentation-making-it-much-more-user-friendly-4ef6</link>
      <guid>https://forem.com/jtlab/weve-completely-revamped-our-documentation-making-it-much-more-user-friendly-4ef6</guid>
      <description>&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fn8c7799vgubafrqsr1ln.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fn8c7799vgubafrqsr1ln.png" alt=" " width="800" height="506"&gt;&lt;/a&gt;&lt;br&gt;
We’ve completely revamped our documentation, making it much more user-friendly. &lt;br&gt;
Now you’ll find:&lt;/p&gt;

&lt;p&gt;🔻 a structured navigation menu across all sections;&lt;/p&gt;

&lt;p&gt;🔻 faster access to the information you need;&lt;/p&gt;

&lt;p&gt;🔻 a clean interface with logical structure;&lt;/p&gt;

&lt;p&gt;🔻 new examples and extended function descriptions.&lt;/p&gt;

&lt;p&gt;The documentation is no longer just a reference — it’s a full-featured tool for working with the platform.&lt;/p&gt;

&lt;p&gt;📖 Check out the updated version here: &lt;a href="https://docs.jt-lab.com/" rel="noopener noreferrer"&gt;https://docs.jt-lab.com/&lt;/a&gt;&lt;/p&gt;

</description>
    </item>
    <item>
      <title>JT-Trader: A Complete Overview of the Cryptocurrency Algorithmic Trading Platform</title>
      <dc:creator>Alex</dc:creator>
      <pubDate>Wed, 17 Sep 2025 08:38:37 +0000</pubDate>
      <link>https://forem.com/jtlab/jt-trader-a-complete-overview-of-the-cryptocurrency-algorithmic-trading-platform-4hk3</link>
      <guid>https://forem.com/jtlab/jt-trader-a-complete-overview-of-the-cryptocurrency-algorithmic-trading-platform-4hk3</guid>
      <description>&lt;p&gt;&lt;strong&gt;What is &lt;a href="https://github.com/jt-lab-com/jt-trader" rel="noopener noreferrer"&gt;JT-Trader&lt;/a&gt;?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://github.com/jt-lab-com/jt-trader" rel="noopener noreferrer"&gt;JT-Trader&lt;/a&gt; is an open-source platform designed to automate cryptocurrency trading. At its core lies JT-Lib, a library that powers the development, testing, and deployment of trading strategies on real exchanges.&lt;/p&gt;

&lt;p&gt;In practice, JT-Trader is a full-featured tool for algorithmic trading:&lt;/p&gt;

&lt;p&gt;Developers can build their own strategies in TypeScript.&lt;/p&gt;

&lt;p&gt;Traders can use ready-made bots via a user-friendly web interface.&lt;/p&gt;

&lt;p&gt;The built-in strategy tester allows you to check whether your algorithm is viable before going live.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;How Trading Bots Are Created&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Bot development in JT-Trader revolves around the Script class, which extends BaseScript. This class defines all the key lifecycle methods: initialization, data processing, order management, and shutdown.&lt;br&gt;
Bot parameters are defined in static definedArgs. These may include:&lt;br&gt;
position size;&lt;br&gt;
stop-loss and take-profit levels;&lt;br&gt;
indicator periods;&lt;br&gt;
trading pairs, etc.&lt;/p&gt;

&lt;p&gt;This approach makes it possible to adjust settings directly from the interface without rewriting code.&lt;br&gt;
Before running a bot in real trading, every strategy can (and should) be backtested — a crucial step for finding effective parameters and avoiding costly mistakes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Bot Lifecycle&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Every trading script in JT-Trader follows a clear lifecycle:&lt;br&gt;
onInit() — load parameters, connect indicators, initialize orders.&lt;br&gt;
onTick() — process live market data and make decisions.&lt;br&gt;
onOrderChange() — react to order executions and status changes.&lt;br&gt;
onStop() — safely shut down and release resources.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Example: A Simple RSI Strategy&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Below is a code snippet showing a trading bot based on the RSI indicator, with automatic stop-loss and take-profit handling:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;class Script extends BaseScript {
  static definedArgs = [ // User-defined strategy parameters
    { key: 'symbols', defaultValue: 'BTC/USDT:USDT' }, // Trading pair
    { key: 'sizeUsd', defaultValue: 100 }, // Position size in USD
    { key: 'slPercent', defaultValue: 2 }, // Stop-loss percentage
    { key: 'tpPercent', defaultValue: 4 } // Take-profit percentage
  ];

  private basket: OrdersBasket; // Order manager
  private rsi: RelativeStrengthIndex; // RSI indicator
  private sizeUsd: number;
  private slPercent: number;
  private tpPercent: number;

  async onInit() { // Initialization at startup
    this.sizeUsd = getArgNumber('sizeUsd', 100); // Load parameters
    this.slPercent = getArgNumber('slPercent', 2);
    this.tpPercent = getArgNumber('tpPercent', 4);

    this.basket = new OrdersBasket({ // Create order manager
      symbol: this.symbols[0],
      connectionName: this.connectionName
    });
    await this.basket.init();

    this.rsi = await globals.indicators.rsi(this.symbols[0], '1h', 14); // Initialize RSI
  }

  private async signal(): Promise&amp;lt;number&amp;gt; { // Trading signal logic
    const longPosition = await this.basket.getPositionBySide('long');
    if (longPosition.contracts !== 0) return 0; // If there’s already a position – don’t trade

    const rsiValue = this.rsi.getValue();
    if (rsiValue &amp;lt; 30) return 1; // RSI &amp;lt; 30 → buy signal
    if (rsiValue &amp;gt; 70) return -1; // RSI &amp;gt; 70 → sell signal
    return 0; // No signal
  }

  async onTick() { // Called on each price tick
    const currentPrice = close(); // Current closing price
    const signalValue = await this.signal();

    if (signalValue === 1) { // Buy signal
      const contracts = this.basket.getContractsAmount(this.sizeUsd, currentPrice); // Convert USD to contracts
      const stopLoss = currentPrice * (1 - this.slPercent / 100); // Stop-loss price
      const takeProfit = currentPrice * (1 + this.tpPercent / 100); // Take-profit price
      await this.basket.buyMarket(contracts, takeProfit, stopLoss); // Buy with automatic stops
    }

    if (signalValue === -1) { // Sell signal
      const longPosition = await this.basket.getPositionBySide('long');
      if (longPosition.contracts &amp;gt; 0) { // If there’s an open long position
        const contracts = longPosition.contracts;
        const stopLoss = currentPrice * (1 + this.slPercent / 100); // Stop-loss for short
        const takeProfit = currentPrice * (1 - this.tpPercent / 100); // Take-profit for short
        await this.basket.sellMarket(contracts, takeProfit, stopLoss); // Sell with automatic stops
      }
    }
  }

  async onOrderChange(order: Order) { // Handle order status changes
    if (order.status === 'closed') { // If the order has been executed
      log('Script', 'Order executed', { orderId: order.id, side: order.side }, true); // Log the event
    }
  }

  async onStop() { // Cleanup on shutdown
    await this.basket.cancelAllOrders(); // Cancel all active orders
  }
}

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Strategy Testing&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fknq1xrbv6adkrvqzjfdx.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fknq1xrbv6adkrvqzjfdx.png" alt=" " width="800" height="433"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;One of JT-Trader’s biggest strengths is its built-in strategy tester. It allows you to simulate trading strategies on historical data while accounting for commissions, spreads, and slippage.&lt;/p&gt;

&lt;p&gt;You can configure:&lt;br&gt;
the testing period,&lt;br&gt;
initial balance,&lt;br&gt;
trading pairs,&lt;br&gt;
timeframes.&lt;br&gt;
The tester outputs:&lt;br&gt;
equity curve charts,&lt;br&gt;
maximum drawdown,&lt;br&gt;
Sharpe ratio,&lt;br&gt;
trade statistics.&lt;/p&gt;

&lt;p&gt;A standout feature is parameter optimization — JT-Trader can iterate through thousands of parameter combinations to find the most profitable ones.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Running Bots in Real Time&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3yol1f38j6704qjelary.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3yol1f38j6704qjelary.png" alt=" " width="800" height="433"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;For live trading, JT-Trader uses the Runtime section of the web interface. Users simply select a strategy file, exchange connection, and trading pairs.&lt;/p&gt;

&lt;p&gt;Once launched, the bot streams data via WebSocket, processes every tick, and places orders based on the strategy’s logic.&lt;br&gt;
Key features include:&lt;br&gt;
adjusting parameters on the fly (without restarting),&lt;br&gt;
detailed statistics available in the interface,&lt;br&gt;
utomatic recovery after errors or crashes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Monitoring and Debugging&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;JT-Trader comes with a comprehensive logging and reporting system:&lt;br&gt;
all bot actions are logged,&lt;br&gt;
logs can be filtered by type and severity,&lt;br&gt;
Telegram alerts are available for critical issues or trade events.&lt;br&gt;
For developers, there’s also a real-time debug system to inspect indicators, positions, and variables directly while the bot is running. This makes debugging and optimization much more efficient.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Conclusion&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;JT-Trader is a flexible and open platform for algorithmic crypto trading that combines:&lt;br&gt;
a straightforward strategy development process,&lt;br&gt;
built-in backtesting,&lt;br&gt;
safe 24/7 execution of trading bots,&lt;br&gt;
advanced monitoring and debugging tools.&lt;/p&gt;

&lt;p&gt;It’s equally valuable for seasoned algo-traders and beginners taking their first steps in trading automation.&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>opensource</category>
      <category>typescript</category>
      <category>programming</category>
    </item>
    <item>
      <title>Developing Trading Bots: From Idea to Monetization on JT-Lab</title>
      <dc:creator>Alex</dc:creator>
      <pubDate>Fri, 04 Apr 2025 10:13:02 +0000</pubDate>
      <link>https://forem.com/jtlab/developing-trading-bots-from-idea-to-monetization-on-jt-lab-34lf</link>
      <guid>https://forem.com/jtlab/developing-trading-bots-from-idea-to-monetization-on-jt-lab-34lf</guid>
      <description>&lt;p&gt;Hello, my name is Alexander, and I am the founder of the &lt;a href="https://jt-lab.com/en" rel="noopener noreferrer"&gt;JT-Lab project&lt;/a&gt;.&lt;br&gt;
&lt;strong&gt;JT-Lab&lt;/strong&gt; is an ecosystem that connects developers and traders, enabling them to create, test, and monetize trading bots.&lt;/p&gt;

&lt;p&gt;If you're a developer interested in algorithmic strategies and automated trading, our platform might be the perfect fit for you. JT-Lab provides a comprehensive set of tools for developing and deploying trading algorithms.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;On JT-Lab, you can:&lt;/strong&gt;&lt;br&gt;
✅ Develop trading bots using our in-house library, JT-Lib.&lt;br&gt;
✅ Test strategies on historical data with the Strategy Tester.&lt;br&gt;
✅ Deploy and manage bots with JT-Trader.&lt;br&gt;
✅ Sell trading bots through JT-Store.&lt;/p&gt;

&lt;p&gt;The platform supports integration with major cryptocurrency exchanges.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;JT-Lib: A Library for Bot Development​&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;JT-Lib is an open-source library designed for building trading bots, providing seamless interaction with exchanges and easy strategy implementation. It offers:&lt;/p&gt;

&lt;p&gt;✅ Strict typing using TypeScript to minimize errors.&lt;br&gt;
✅ Flexible order management for precise control.&lt;br&gt;
✅ A trigger and event system to react to market changes.&lt;br&gt;
✅ Data storage to retain bot states between restarts.&lt;br&gt;
✅ A reporting system for real-time performance analysis.&lt;br&gt;
✅ Built-in indicators and candlestick processing.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Key Components of JT-Lib:​&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;🔹 &lt;strong&gt;OrdersBasket&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Manages exchange orders.&lt;br&gt;
Supports order filtering by strategy.&lt;br&gt;
Implements Stop-Loss and Take-Profit mechanisms.&lt;br&gt;
Provides server-side trigger orders not available on the exchange.&lt;/p&gt;

&lt;p&gt;🔹 &lt;strong&gt;Triggers&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Automatically reacts to price changes, time conditions, or new orders.&lt;br&gt;
Simplifies complex algorithmic strategies.&lt;/p&gt;

&lt;p&gt;🔹 &lt;strong&gt;Events&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Responds to:&lt;br&gt;
New orders.&lt;br&gt;
Candlestick changes.&lt;br&gt;
Incoming trades.&lt;br&gt;
Ideal for multi-currency and event-driven strategies.&lt;/p&gt;

&lt;p&gt;🔹 &lt;strong&gt;Storage&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Saves bot data between restarts.&lt;br&gt;
Restores the last known state upon strategy launch.&lt;/p&gt;

&lt;p&gt;🔹 &lt;strong&gt;Report&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Built-in reporting system.&lt;br&gt;
Displays data in cards, tables, and charts.&lt;br&gt;
Useful for debugging and analyzing live bots.&lt;/p&gt;

&lt;p&gt;🔹 &lt;strong&gt;Indicators&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Provides indicator and candlestick buffer functionality.&lt;br&gt;
Supports custom indicators across multiple timeframes.&lt;/p&gt;

&lt;p&gt;With JT-Lib, developers can focus on strategy creation without worrying about low-level exchange interactions. &lt;a href="https://docs.jt-lab.com/jt-lib/best-practice" rel="noopener noreferrer"&gt;Best Practice | Documentation JT-Lab&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Strategy Tester: Backtesting Trading Strategies​&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The Strategy Tester is designed to assess the effectiveness of trading algorithms under different market conditions. It helps analyze performance, validate strategies, and identify strengths and weaknesses.&lt;/p&gt;

&lt;p&gt;🔹 Historical data analysis to evaluate strategies.&lt;br&gt;
🔹 Performance metrics such as profitability, drawdown, and recovery factor.&lt;br&gt;
🔹 Multi-asset testing to assess strategies across various markets.&lt;br&gt;
🔹 Market factor adjustments, considering volatility, liquidity, and fees.&lt;br&gt;
🔹 Order execution modeling, accounting for slippage and delays.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;JT-Trader: Trading Bot Management System​&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;JT-Trader is a platform for deploying, monitoring, and managing trading bots with real-time exchange integration.&lt;/p&gt;

&lt;p&gt;🔹 Centralized bot management – control multiple strategies across exchanges.&lt;br&gt;
🔹 Interactive interface – start, stop, and modify bot parameters effortlessly.&lt;br&gt;
🔹 Real-time monitoring – track trades, profits, losses, and other key metrics.&lt;br&gt;
🔹 Flexible parameter settings – adjust strategies without rewriting code.&lt;br&gt;
🔹 Automated reporting – generate detailed analytics on bot performance.&lt;br&gt;
🔹 Multi-exchange support – streamline operations across popular platforms.&lt;br&gt;
🔹 Logging &amp;amp; debugging tools – analyze bot behavior and detect potential issues.&lt;/p&gt;

&lt;p&gt;Developers can use custom strategies or adapt ready-made solutions from JT-Store to fit their trading needs.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;JT-Store: Monetizing Trading Algorithms​&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://jt-lab.com/en/store" rel="noopener noreferrer"&gt;JT-Store&lt;/a&gt; is a marketplace where developers and experienced traders can sell their strategies.&lt;/p&gt;

&lt;p&gt;🔹 Transparent ratings &amp;amp; reviews to help users find reliable bots.&lt;br&gt;
🔹 Trial periods so traders can test bots before purchasing.&lt;br&gt;
🔹 Affiliate programs &amp;amp; promo listings to accelerate monetization.&lt;/p&gt;

&lt;p&gt;This allows developers not only to build trading solutions but also to profit from them.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Why Join JT-Lab?​&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;If you're an algorithmic trading developer, JT-Lab offers:&lt;/p&gt;

&lt;p&gt;✅ A complete environment for bot development, testing, and deployment.&lt;br&gt;
✅ Flexible development in TypeScript.&lt;br&gt;
✅ Advanced optimization &amp;amp; analytics tools.&lt;br&gt;
✅ Monetization opportunities for your bots.&lt;br&gt;
✅ A community of like-minded traders &amp;amp; developers.&lt;/p&gt;

&lt;p&gt;Join JT-Lab and build the best algorithmic trading strategies with us! 🚀&lt;/p&gt;

</description>
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