The system implements a directed acyclic graph of specialized nodes built on LangGraph to process market data through technical analysis strategies. Each strategy node processes multi-interval data for multiple assets, and signals are aggregated using adaptive weighting mechanisms. LLM analysis evaluates risk parameters and formulates position management decisions, combining technical signals with sophisticated reasoning for trading execution.