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Training a 3.8B LLM to 0.384 CORE for $998

Hugo Vergnes | Training a 3.8B LLM to 0.384 CORE for $998

hugovergnes.github.io

September 10, 2026

19 min read

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Summary

Training a 3.8B LLM to 0.384 CORE for $998 Somewhere between “nanoGPT toy” and “you need a research lab” there’s a large, under-described region where one person with a few thousand dollars can train a meaningful model. I wanted to see language and understanding emerge from random weights for myself, and to learn the parts you can only learn by starting from scratch. This project was written in th...

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