Although it's an interesting idea, I don't understand how that is beneficial. Humans neither understand nor produce outputs in bits. I think it's more reasonable that each token is a smallest semantic/graphical unit (sememe/grapheme), but bit does not hold semantic/graphical information though.

@@donnychan1999 Humans also don't produce output in bytes: There is no reason for 'кот' to take 2 times more "thought unit" comparing to 'cat' Well, meanwhile I decided to be change in world I want to see and published Maykeye/MambaBit on HF after torturing my laptop for 10 hours. "The cat can never" -> "The cat can never many be my father, Or else and the good many be my father, In the good many lord, and my father come." This is so cursed. Yet it's much better than I've expected.