A man visits his friend's house. There is a dog in the house. The friend says that the dog can play poker. The man is incredulous, but they sit at a table and have a game of poker; the dog actually can play!
The man says: "Wow! Your dog is incredibly, fantastically smart!"
The friend answers: "Oh, well, no, he's a naïve fool. Every time he gets a good hand, he starts wagging his tail."
Whether you see LLMs impressively smart or annoyingly foolish depends on your expectations. Currently they are very smart talking dogs.