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📈 AI-Enabled & Risk-Signal-Driven Crypto DEX Trading Bot

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🚀 By Team VinRouge
💡 Blending On-Chain & Off-Chain Intelligence for Next-Gen Crypto Trading and Risk Management

VinRouge DexyBot is a cutting-edge AI-driven risk signal generator and autonomous execution engine designed to help traders and investors navigate crypto markets with precision. We fuse quant-driven off-chain indicators with real-time on-chain data, creating a seamless end-to-end trading intelligence pipeline—from Telegram bot prompts to AI-powered execution insights.


🏆 Built for ETHDenver 2025 BuidlWeek Hackathon

🔥 This project was built in 2.5 days by a team of 3 during ETHDenver 2025 BuidlWeek Hackathon. Our mission? To create an intelligent, scalable risk signal generator that bridges the gap between crypto trading and institutional risk analysis.


🛠️ Project Structure

📦 VinRouge-Dexy-Bot
 ├── 📂 dexy
 │   ├── 📂 tools                         # Custom-built risk signal components
 │   │   ├── 📂 mean_reversion             # Mean reversion strategy
 │   │   │   ├── 📂 core                   # Core logic for mean reversion
 │   │   │   │   ├── api.py
 │   │   │   │   ├── indicators.py
 │   │   │   │   ├── test_indicators.py
 │   │   │   │   ├── test_mean_reversion.py
 │   │   │   │   ├── advanced_strategy.py
 │   │   │   │   ├── algo_trading_toolkit.py
 │   │   │   │   ├── langchain_tools.py
 │   │   │   │   ├── example.py
 │   │   │   │   ├── __init__.py
 │   │   │   ├── example_usage.md
 │   │   │   ├── docs.md
 │   │   │   ├── README.md
 │   │   ├── 📂 multiply                   # Applies on-chain risk multipliers
 │   │   │   ├── multiply.py
 │   │   │   ├── __init__.py
 │   │   ├── 📂 whalesignal                 # Whale movement + exchange inflows/outflows
 │   │   │   ├── whale_dominance.py
 │   │   │   ├── whale_dominance_exchange_flow.py
 ├── 📜 chatbot.py                         # Core signal processing and risk analysis engine
 ├── 📜 telegram_bot.py                     # User-friendly Telegram bot for signal requests & alerts
 ├── 📜 pyproject.toml                      # Project dependencies and configurations
 ├── 📜 README.md                           # Project documentation
 ├── 📜 LICENSE                             # Licensing information
 ├── 📜 .gitignore                          # Files to exclude from version control

🚀 How VinRouge DexyBot Works – The Magic Formula

AI + On-Chain + Off-Chain = Superior Risk Signals

1️⃣ User Initiates a Prompt

  • Via Telegram bot, requesting market risk insights on crypto tokens with well-established market cap.

2️⃣ VinRouge DexyBot Generates a Multi-Layered Risk Signal

  • Off-Chain Technicals: RSI, Z-score, Bollinger Bands.
  • On-Chain Intelligence: Whale transactions, market dominance, exchange flows.
  • Proprietary AI Risk Multiplier: Dynamically adjusts signal weightings based on live data.

3️⃣ AI-Driven Insights Are Delivered

  • VinRouge DexyBot interprets market conditions and delivers insights back to the user.
  • These signals help users refine trading decisions or even automate execution.

4️⃣ Next-Level On-Chain Actions (Future Feature 🚀)

  • AI agent could automate execution strategies based on custom risk profiles.
  • Integration with CEX & DEX execution layers for smart, AI-driven trading.

🔧 Setup & Installation

1️⃣ Clone the Repository

git clone https://github.com/your-username/VinRouge-Dexy-Bot.git
cd VinRouge-Dexy-Bot

2️⃣ Install Dependencies

pip install -r requirements.txt

3️⃣ Start the Telegram Bot

python telegram_bot.py

4️⃣ Run the Core AI Engine

python chatbot.py

📈 What’s Next?

💡 Taking VinRouge DexyBot from MVP to a Market-Dominating AI Trading Powerhouse

🔍 Advanced Quant Research & AI Methodologies

  • Deep learning models for price action prediction.
  • Clustering techniques to identify market regimes.
  • Reinforcement learning for AI-driven portfolio rebalancing.

📡 On-Chain Data Deep Dive

  • More granular whale behavior tracking (exchange, DEX, OTC flows).
  • Smart contract activity monitoring to detect DeFi trends before they explode.

📊 Robust Market Data Expansion

  • CEX + DEX liquidity tracking for true price discovery insights.
  • Sentiment analysis via social media & news scraping.
  • Correlation analysis between crypto and traditional markets (S&P 500, bonds, macro data).

💰 Institutional-Grade Risk Metrics

  • Sharpe ratio, Sortino ratio, max drawdown, and other key risk metrics.
  • Building risk models that appeal to family offices & institutional investors.

💡 Beyond Signals – AI Execution Strategies

  • AI-driven DEX/CEX execution bots for automated smart trading.
  • Yield optimization for DeFi LP strategies.

🚀 The Sky’s the Limit
We're building VinRouge DexyBot to be the ultimate trading co-pilot—an AI powerhouse for both on-chain and off-chain traders.

🔥 Team VinRouge is here to disrupt the game. Let’s make VinRouge DexyBot a legend.


🤝 Contributions

🚀 Open-source contributors and trading enthusiasts are welcome!
🔗 Fork the repo, create a PR, and let’s build the future of AI-powered trading.


📜 License

MIT License © 2025 Team VinRouge


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This is a hackathon project done at ETHDenver 2025

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