Tokens are such a strange base unit. Couldn't we do something that naturally conforms better to reality than such choppy units that cause all sorts of artifacts? making everything 'language based' prevents true multi-modality. Thinking isn't done in language. Thinking outputs language, but its far more like multiple waves of data coalescing into an 'idea', internal... subjectively (n=1) at least. I think wave/signal based transformers are the next jump.

After that a s1/s2 system: fast generation, slow wave correction / observation operating over the fast generation seems like the next leap forward.

Tokens create and hide too many problems to be the 'optimal' solution.

Not to be too snarky but there’s a few trillion dollars and some of the brightest minds of our generation working on this. I’m sure there’s a reason why they’ve settled for or are stuck on tokenization.