How would you count how many words are in a document yourself?
Would you stand back five feet and view it all through a foggy lens while there are others yelling numbers at you, instructions of how to paint pictures and what your friend likes for dinner? On a document where words are encoded to look like [35251, 40938, 11445]…
Or would you internally keep a count of words, “one, two, three, …” as you read them, distraction-free?
Transformer-based GPT is the former.
Here’s a post where I break down an even more deliberate prompted reasoning technique, on “count letters”, and have the AI do something you might say “can’t be done” - count the "r"s in a STORY about strawberries.
Having such an auto-prompt library of techniques is how someone could make a “reasoning” AI that consumes thousands of tokens to produce that one word count value.