41 lines
1.8 KiB
Markdown
41 lines
1.8 KiB
Markdown
# Product Overview
|
|
|
|
## Clean Trading System
|
|
|
|
A modular cryptocurrency trading system that uses deep learning (CNN and RL models) for multi-timeframe market analysis and automated trading decisions.
|
|
|
|
## Core Capabilities
|
|
|
|
- **Multi-timeframe analysis**: 1s, 1m, 5m, 1h, 4h, 1d scalping with focus on ultra-fast execution
|
|
- **Neural network models**: CNN for pattern recognition, RL/DQN for trading decisions, Transformer for long-range dependencies
|
|
- **Real-time trading**: Live market data from multiple exchanges (Binance, Bybit, Deribit, MEXC)
|
|
- **Web dashboard**: Real-time monitoring, visualization, and training controls
|
|
- **Multi-horizon predictions**: 1m, 5m, 15m, 60m prediction horizons with deferred training
|
|
|
|
## Key Subsystems
|
|
|
|
### COBY (Cryptocurrency Order Book Yielder)
|
|
Multi-exchange data aggregation system that collects real-time order book and OHLCV data, aggregates into standardized formats, and provides both live feeds and historical replay.
|
|
|
|
### NN (Neural Network Trading)
|
|
500M+ parameter system using Mixture of Experts (MoE) approach with CNN (100M params), Transformer, and RL models for pattern detection and trading signals.
|
|
|
|
### ANNOTATE
|
|
Manual trade annotation UI for marking profitable buy/sell signals on historical data to generate high-quality training test cases.
|
|
|
|
## Critical Policy
|
|
|
|
**NO SYNTHETIC DATA**: System uses EXCLUSIVELY real market data from cryptocurrency exchanges. No synthetic, generated, simulated, or mock data is allowed for training, testing, or inference. Zero tolerance policy.
|
|
|
|
## Trading Modes
|
|
|
|
- **Simulation**: Paper trading with simulated account
|
|
- **Testnet**: Exchange testnet environments
|
|
- **Live**: Real money trading (requires explicit configuration)
|
|
|
|
## Primary Symbols
|
|
|
|
- ETH/USDT (main trading pair for signal generation)
|
|
- BTC/USDT (reference for correlation analysis)
|
|
- SOL/USDT (reference for correlation analysis)
|