To take it to the absurdist conclusion, you could backtest each LLM "which single stock should I buy on Jan 1, 2010 to maximize my returns over the next 15 years?"

If your backtested LLM performed well, would you use the same strategy for the next 15 years? (I suppose there are people who would.)