Technical analysis tells you that a stock is in its upwards trend. You invest all your money on it without thinking twice. The price goes down and you lose thousands of dollars. Is it a tool problem?

LLMs spit out a sequence of tokens that is the most probable continuation of the input. LLMs don't lie any more than technical analysis does when it predicts the most likely trend of stock prices. It's up to you how to use this information.