Good point, I think at least some lossy “compression” into a GUI is possible. The guy who’ll make the GUI for LLMs is the next Jobs/Gates/Musk and Nobel Prize Winner (I think it’ll solve alignment by having millions of eyes on the internals of LLMs), because computers became popular only after the OS with a GUI appeared. I recently shared how one of its “apps” possibly can look: https://news.ycombinator.com/item?id=43319726
Maybe this is why tokens and language are so useful for humans ? they might be the closest analog we have.