They sold the idea that LLMs "have" information. That the LLM "is" intelligent.

Truth is the LLM is good at making intelligent decisions. But in order to make intelligent decision, you need context.

If you give proper context -> ask the LLM -> get almost perfect result every time.

Anything else is rolling dice, a very special type of dice, but dice anyhow. Not magic.