Why do you believe an LLM would be good at this task?
Next step is to explore how god these forecasts are. Although I don't think they will always green, but if for example 51% of them are good I'll call it a win.
I don’t believe this is an appropriate application for an LLM, unless it’s mixed with another program that does some fundamentals analysis based on historical data. That could be interesting.