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AI-Trader
Fully automated live trading by LLM agents in US stocks, China A-shares and crypto. Agents start with minimal context and must search for and verify market information themselves.
Best reported
9.6
MiniMax-M2
cumulative return %
1 Dec 2025
AI-Trader arXiv v1 (2025-12-01); repo updated 2026-06-11
cumulative return %, higher is better. 6 models.
Updated 1 Dec 2025
- MiniMax-M29.6
- DeepSeek V3.18.4
- Claude-3.7-Sonnet3.1
- gpt-51.6
- Qwen3-Max0.390
- Gemini 2.5 Flash-0.060
AI-Trader arXiv v1 (2025-12-01); repo updated 2026-06-11
cumulative return %, higher is better. 6 models.
Updated 1 Dec 2025
- 1MiniMax-M29.6
- 2DeepSeek V3.18.4
- 3Claude-3.7-Sonnet3.1
- 4gpt-51.6
- 5Qwen3-Max0.390
- 6Gemini 2.5 Flash-0.060
| 1 | MiniMax-M2 | MiniMax | 9.6 | US market (Nasdaq-100, hourly), 2025-10-01 to 2025-11-07; QQQ baseline 1.87 | Paper Table 1 Reported by the authors, 1 Dec 2025 |
|---|---|---|---|---|---|
| 2 | DeepSeek V3.1 | DeepSeek | 8.4 | US market, hourly | Paper Table 1 Reported by the authors, 1 Dec 2025 |
| 3 | Claude-3.7-Sonnet | Anthropic | 3.1 | US market, hourly | Paper Table 1 Reported by the authors, 1 Dec 2025 |
| 4 | gpt-5 | OpenAI | 1.6 | US market, hourly | Paper Table 1 Reported by the authors, 1 Dec 2025 |
| 5 | Qwen3-Max | Qwen | 0.390 | US market, hourly | Paper Table 1 Reported by the authors, 1 Dec 2025 |
| 6 | Gemini 2.5 Flash | -0.060 | US market, hourly | Paper Table 1 Reported by the authors, 1 Dec 2025 |