i think that's kind of another version like a micro version of that operations on language that you were talking about earlier um this time on a specific word yeah so both Matthew and i have explored versions of the city i've done it at the sentence level he's centered at the word levelUm what so i can get into the specifics of the the implementation um in a bit but one uh sort of another way of looking at machine intelligence versus human intelligence thing is uh agents versus tools. A lot of people are inclined to build interfaces and type of language models that directly adopt that where i give it some text input and then generate some text output.

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