LLMs can't be used for trading out of the box.
Their pre-trained weights already contain information about how markets evolved (Look ahead bias).
If you're building an LLM hedge fund, the first question to answer is how you remove that effect.
There's a hidden ask in every context, every situation. If you can sense it and respond to it in a way that gets you want you want, life becomes magical very quickly