In Nof1’s Alpha Arena crypto trading contest, four of six LLMs ended with losses, led by ChatGPT’s 63% drawdown. Only DeepSeek and QWEN3 MAX posted gains, highlighting the limits of general-purpose LLMs in time-series analysis, trading execution, and fee control.