AI Trader
Yapay zeka destekli, düşük gecikmeli algoritmik ticaret motoru. Pazar sinyallerini gerçek zamanlı analiz eder ve otonom işlemler yürütür.
Data Ingestion
Piyasa verilerini WebSocket üzerinden asenkron olarak toplayan, OHLCV verisini normalize eden ve time-series optimize edilmiş PostgreSQL & Redis mimarisinde depolayan gerçek zamanlı veri akışı.
Strategy Engine
Python ve TensorFlow tabanlı izolasyonlu mantık katmanı. LSTM ve Transformer modelleri kullanılarak sinyal tespiti, konfigüre edilebilir risk yönetimi ve backtesting altyapısı.
Execution Layer
Broker API entegrasyonuyla pozisyon yönetimi ve otomatik işlem emirleri. Ağ kopmalarına karşı Retry Logic ve sermaye koruması için Circuit Breaker algoritmaları devreye girer.
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.