Using large models for futures trading has proven to be a joke. - GPT is losing money all the way. - Deepseek has experienced a significant pullback from its highs, and following the highs has resulted in heavy losses. - Risk-adjusted return: No large model can compare to holding Bitcoin, and that's before considering the time and money required to run the large model. Reasons for the failure of large models: Trading futures without fine-tuning or specialized data is like asking a Chinese teacher to do math Olympiad math.