Source: https://seerepo.com/r/MakazhanAlpamys/Soup
Markdown source: https://seerepo.com/r/MakazhanAlpamys/Soup.md
Description: MakazhanAlpamys/Soup is a Python repo with 842,349 lines written. Soup is built with FastAPI and uses Hugging Face.

# What's inside MakazhanAlpamys/Soup

MakazhanAlpamys/Soup is a Python repo with 842,349 lines written. Soup is built with FastAPI and uses Hugging Face. AI signed 18.6% of the 2,800 commits of Soup.

Its description on GitHub: “Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.”

Python · Apache-2.0 · 10,519 stars · GitHub: https://github.com/MakazhanAlpamys/Soup

Read on November 13, 2026, at commit d94c086.

## More on this repo

- [What is Soup built with?](https://seerepo.com/r/MakazhanAlpamys/Soup/built): Soup is built with FastAPI and uses Hugging Face.
- [How much of Soup did AI write?](https://seerepo.com/r/MakazhanAlpamys/Soup/ai): AI signed 18.6% of the 2,800 commits of Soup.

## In figures

- 842,349 lines written: The ones people and agents wrote: product, tests, schemas and tooling. Generated code doesn’t count.
- 596 product files: The product’s own files. Test files are counted apart.
- 1,354 test files: The files that test the code.
- 11 technologies: Each service with the file and line that prove it.

SeeRepo read the facts in its code and kept none of it. AI only helps sort its packages and folders by their names, and never sees its code.

## Frequently asked questions

### What is MakazhanAlpamys/Soup?

MakazhanAlpamys/Soup is a Python repo with 842,349 lines written. Its description on GitHub: “Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.”

The proof: [its page on GitHub](https://github.com/MakazhanAlpamys/Soup)

### What is Soup built with?

Soup is built with FastAPI and uses Hugging Face.

The proof: [each service with its file and line](https://seerepo.com/r/MakazhanAlpamys/Soup/built)

### How much of Soup did AI write?

AI signed 18.6% of the 2,800 commits of Soup.

The proof: [the commits each tool signed](https://seerepo.com/r/MakazhanAlpamys/Soup/ai)

### What license does Soup have?

Soup is released under the Apache-2.0 license.

The proof: [its page on GitHub](https://github.com/MakazhanAlpamys/Soup)

### How many stars does Soup have on GitHub?

Soup had 10,519 stars on GitHub on November 13, 2026.

The proof: [its page on GitHub](https://github.com/MakazhanAlpamys/Soup)

## Add this badge to your README

It links to this page and updates itself each time SeeRepo reads the repo.

```markdown
[![MakazhanAlpamys/Soup on SeeRepo](https://seerepo.com/badge/MakazhanAlpamys/Soup.svg)](https://seerepo.com/r/MakazhanAlpamys/Soup?de=insignia)
```

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.