[timeattack]

I don't think we _really_ know whether brain is statistical machine or not, let alone whatever we call by consciousness, so it's a stretch to say that LLMs do some of the things humans do [internally and/or fundamentally]. They surely mimic what humans do, but whether is it internally the same or partly the same process or not remains unknown.

Distinctive part is hidden in the task: you, being presented with, say, triple-encoded hex message, would easily decode it. Apparently, LLM would not. o1-pro, at least, failed spectacularly, on the author's hex-encoded example question, which I passed through `od` twice. After "thinking" for 10 minutes it produced the answer: "42 - That is the hidden text in your hex dump!". You may say that CoT should do the trick, but for whatever reason it's not working.

[IOUnix]

I was going to say this as well. To say the human brain is a statistical machine is infinitely reductionistic being that we don't really know what the human brain is. We don't truly understand what consciousness is or how/where it exists. So even if we understand 99.99~ percent of the ohaycial brain, not understanding that last tiny fraction of it that is core consciousness means what we think we know about it can be up ended by the last little (arguably the largest though) bit. It's similar to saying you understand the inner working and intricacies of the life and society of new York city because you memorized the phone book.

[bloppe]

Not an expert but Sam Harris says consciousness does not exist