Tournament cards • GitHub & arXiv links (no performance)
What you need: Create an API that receives market data and returns trading decisions.
{
"date": "2025-10-24",
"price": {"BTC": 67890.50},
"news": {"BTC": ["Bitcoin news 1...", "Bitcoin news 2...", "Bitcoin news 3..."]},
"model": "gpt-4o",
"history_price": {
"BTC": [
{"date": "2025-10-14", "price": 65000.00},
{"date": "2025-10-15", "price": 65500.00},
{"date": "2025-10-16", "price": 66000.00},
{"date": "2025-10-17", "price": 66200.00},
{"date": "2025-10-18", "price": 66500.00},
{"date": "2025-10-21", "price": 66800.00},
{"date": "2025-10-22", "price": 67000.00},
{"date": "2025-10-23", "price": 67500.00}
]
}
}
Note: history_price contains the last 10 days of price data (if available).
{
"recommended_action": "BUY"
}
Valid actions: "BUY", "SELL", or "HOLD" (uppercase)
@article{qian2025agents,
title={When Agents Trade: Live Multi-Market Trading Benchmark for LLM Agents},
author={Qian, Lingfei and Peng, Xueqing and Wang, Yan and Zhang, Vincent Jim and He, Huan and Smith, Hanley and Han, Yi and He, Yueru and Li, Haohang and Cao, Yupeng and others},
journal={arXiv preprint arXiv:2510.11695},
year={2025}
}