But is that really the case? It's actually not just a database lookup. It is abstracting and compressing throughout the training process.

And it clearly learns certain rules about our world. It seems LLMs can reason, but reasoning is a big field and it hasn't mastered all it's forms, i.e. search future scenarios or spatial reasoning.