# Alpamys Makazhan | Knowledge Base | Instagit

building startup


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## Repositories

### [Soup](/MakazhanAlpamys/Soup)

Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

- 48 articles | 2k stars
- Tags: deep-dive, how-to-guide, internals, comparison, getting-started, architecture, api-reference