# Soup

> Fine-tune LLMs from one YAML

Fine-tune Llama-3.1-8B on a 4 GB laptop GPU, and align on the same card. Soup is a CLI-first post-training tool at v0.77.2, tagged 5 November 2026, a cut of the development branch titled explicit refusals, MLX preference and GRPO, corrected VRAM estimates and server replies: soup serve --tool-auth-token must now be 16 to 128 characters of letters, digits, underscore and hyphen (exit 2 for any…

## Facts
- Website: https://trysoup.dev
- Made by: MakazhanAlpamys
- Category: AI agents & assistants
- Licence: Apache-2.0
- GitHub: https://github.com/MakazhanAlpamys/Soup (10329 stars)
- Stage: Live

Listing page: https://launchwoo.com/p/soup
Listed on LaunchWoo, a directory of AI apps, developer tools and AI devices: https://launchwoo.com/launches