Often the "stochastic parrot" line is used as a reduction on what an LLM truly is. I firmly believe that LLMs are stochastic parrots and also that humans are too. To the point where I actually think even consciousness itself is a next-token predictor. Where the industry is headed - multi-modal models. This really I think is the remaining frontier of LLM Human parity. I also have a 15 month old son. It's totally obvio…
LLMs don't create new information, they only compress existing complexity in their train and inference data sets. Humans definitely create new information. (Well, at least some humans do.)
Humans can observe new information, but that's obviously not that unique. We can reason about existing information, creating new hypotheses, but that is arguably a compression of existing information. When we act on them and observe the effects they become information, but that's not us creating the information (and LLMs can both act on the environment and have the effects fed back to their input to observe, so it's not really unique).
There is this whole field of art, but art is constantly going through a mental crisis whether anyone is creating anything new, or if it's all just derivations of what has come before. Same with dreams, which appear "novel" but might just be an artefact of our brain's process that compresses the experiences of the day.