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Jev-Powered Character-by-Character LLM

Vogel says he made an LLM from first principles using Jev. For each character, it asks 29 yes/no questions to choose among a–z, space, comma, and period.

vogel@ryanvogel𝕏
i made an llm from first principles with Jev 29 yes/no questions per character: should the next key be a–z, space, comma, or period? highest probability gets append to it, then fed the updated text back in & repeat an autoregressive loop made out of a classifier https://t.co/OdiVS5MmM1
Sep 16, 2026X postsView on X
It appends the highest-probability option to the text, feeds the updated text back in, and repeats in an autoregressive loop built from a classifier.

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