Live Evaluation of Trading Agents

Overview

Trading agent evaluation in the live environment. We target at avoiding overfitting on back test and build an arena for LLM-based trading agents.

Features

• AI Agents: GPT-4 powered trading decisions
• Multi-Asset: Stocks and prediction markets
• Real-time Data: Live market feeds
• Portfolio Management: Automated tracking and execution

Quick Start

# Install
poetry install

# Stock trading
from live_trade_bench import LLMStockAgent, create_stock_account
agent = LLMStockAgent("Trader")
account = create_stock_account(10000.0)

# Prediction markets
from live_trade_bench import LLMPolyMarketAgent, fetch_trending_markets
agent = LLMPolyMarketAgent("Predictor")
markets = fetch_trending_markets(5)

Structure

live_trade_bench/
├── agents/                     # AI trading agents
│   ├── base_agent.py          # Base LLM agent class
│   ├── stock_agent.py         # Stock trading agent
│   ├── polymarket_agent.py    # Prediction market agent
│   ├── stock_system.py        # Stock trading system
│   └── polymarket_system.py   # Polymarket trading system
├── accounts/                   # Portfolio management
│   ├── base_account.py        # Base account class
│   ├── stock_account.py       # Stock portfolio & execution
│   ├── polymarket_account.py  # Prediction market portfolio
│   ├── action.py              # Trading action definitions
│   └── utils.py               # Account utilities
├── fetchers/                   # Real-time data sources
│   ├── base_fetcher.py        # Base fetcher class
│   ├── stock_fetcher.py       # Yahoo Finance integration
│   ├── polymarket_fetcher.py  # Polymarket API
│   ├── news_fetcher.py        # Financial news
│   ├── option_fetcher.py      # Options data
│   └── reddit_fetcher.py      # Social sentiment
└── utils/                      # LLM & utilities
    ├── llm_client.py          # LLM integration
    └── logger.py              # Logging utilities

Examples

See examples/ directory for demo scripts.

License

This project is licensed under the PolyForm Noncommercial License 1.0.0 - see the LICENSE file for details.

For commercial licensing, please see LICENSE.COMMERCIAL.