AI & FinanceLive2025
AI Trader
An AI-powered algorithmic trading engine that analyzes market signals in real time and executes strategies across multiple asset classes.
Overview
AI Trader is a full-stack algorithmic trading platform. The backend processes live market data streams, runs ML inference for signal detection, and executes trades through broker APIs. The frontend provides a real-time dashboard for monitoring positions, P&L, and strategy performance.
Architecture
The system is divided into three core services:
- Data Ingestion Service — Connects to market data providers via WebSocket, normalizes OHLCV data, and stores it in a time-series optimized PostgreSQL schema.
- Strategy Engine — A Python service that runs configurable trading strategies. Each strategy is a sandboxed module with its own risk parameters.
- Execution Layer — Handles order routing, position management, and broker API communication. Implements retry logic and circuit breakers for reliability.
Key Features
- Real-time signal detection using LSTM and transformer models
- Backtesting framework with historical data replay
- Risk management: per-trade stop-loss, drawdown limits, position sizing
- Live P&L dashboard with WebSocket updates
- Multi-broker support via unified adapter pattern
Status
Running in live trading mode. Performance metrics and strategy configs are private.