stock-bot/docs/intelligence-services/README.md

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Intelligence Services

Intelligence services provide AI/ML capabilities, strategy execution, and algorithmic trading intelligence for the platform.

Services

Backtest Engine

  • Purpose: Historical strategy testing and performance analysis
  • Key Functions:
    • Strategy backtesting with historical data
    • Performance analytics and metrics calculation
    • Vectorized and event-based processing modes
    • Risk-adjusted return analysis
    • Strategy comparison and optimization

Signal Engine

  • Purpose: Trading signal generation and processing
  • Key Functions:
    • Technical indicator calculations
    • Signal generation from multiple sources
    • Signal aggregation and filtering
    • Real-time signal processing
    • Signal quality assessment

Strategy Orchestrator

  • Purpose: Trading strategy execution and management
  • Key Functions:
    • Strategy lifecycle management
    • Event-driven strategy execution
    • Multi-strategy coordination
    • Strategy performance monitoring
    • Risk integration and position management

Architecture

Intelligence services form the "brain" of the trading platform, combining market analysis, machine learning, and algorithmic decision-making to generate actionable trading insights. They work together to create a comprehensive trading intelligence pipeline from signal generation to strategy execution.