Architecture Overview
System Design
Shogun's architecture is built on three core principles: modularity, scalability, and reliability. The system is designed to handle high-frequency trading operations while maintaining strict risk management protocols.
Core Components
Data Processing Layer
- Market Data Ingestion: Real-time price feeds, volume data, and liquidity metrics
- Event Processing: On-chain event monitoring and analysis
- Data Normalization: Standardized data formats across different sources
AI Engine
- Signal Generation: ML models for market prediction and opportunity identification
- Strategy Optimization: Dynamic parameter adjustment based on market conditions
- Performance Analytics: Continuous model performance monitoring and improvement
Execution Layer
- Trade Execution: Automated order placement and management
- Risk Management: Real-time position monitoring and risk assessment
- Cross-chain Operations: Coordinated execution across multiple blockchain networks
Integration Points
DeFi Protocol Integration
- Uniswap V4: Advanced hook-based liquidity management
- Lending Protocols: Automated yield farming and borrowing strategies
- Derivatives: Options and futures trading automation
Risk Management Systems
- Reactive Hooks: Emergency exit mechanisms for sudden market changes
- Position Limits: Automated enforcement of risk parameters
- Correlation Monitoring: Cross-asset risk assessment
Data Sources
- On-chain Oracles: Chainlink, Pyth, and custom oracle networks
- Market Data: CEX feeds, DEX analytics, and social sentiment
- Economic Indicators: Macro data integration for strategy adjustment