"fake understanding" is exactly the right term. And the image is just fine, it's the labeling that's bonkers. What it illustrates is that the LLM can repeat w

"fake understanding" is exactly the right term. And the image is just fine, it's the labeling that's bonkers. What it illustrates is that the LLM can repeat words, but it has no idea what it's saying. Whereas any pre-1817 engineer, reading descriptions of bicycles (which GPT-5 obviously has access to), could easily have labeled a picture of one. (1817 is the date the first real bicycle is believed to have been invented, but driven by the rider's feet on the ground. Bicycles with chain drives weren't invented until decades later. But an engineer would have understood the principle.)