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ai-agent-book vs Soup

ai-agent-book and Soup share 11 technologies: FastAPI, Hugging Face, Rich, accelerate, bitsandbytes, transformers, peft, datasets, trl, Pydantic, and psutil. Both are written in Python.

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What they share and what sets them apart

bojieli

ai-agent-book

《深入理解 AI Agent：设计原理与工程实践》（李博杰 著）开源主仓库：全书正文、编译版 PDF 与按章配套代码

Python57.9kRead on November 13, 2026, at commit dbc046eWhat is ai-agent-book built with?

Only in ai-agent-book

In common

MakazhanAlpamys

Soup

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

Python10.5kRead on November 13, 2026, at commit d94c086What is Soup built with?

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
ai-agent-book422,447 lines written1,067 code files
Soup842,349 lines written596 code files
Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
ai-agent-book20.8% of its commits signed by AIWith Claude Code
Soup18.6% of its commits signed by AIWith Claude Code
ActivityFrom GitHub and its history, on the day SeeRepo read it.
ai-agent-bookLast push October 8, 20261,610 commits57,873 stars
SoupLast push November 13, 20262,800 commits10,519 stars
TestsThe files that test the code, and the share of code files a test imports.
ai-agent-book624 test files34.3% of its code files have a test that imports them
Soup1,354 test files3.2% of its code files have a test that imports them

Frequently asked questions

Which is bigger, ai-agent-book or Soup?
Soup, with 842,349 lines written; ai-agent-book has 422,447.

The proof: MakazhanAlpamys/Soup's code at commit d94c086

Which has more GitHub stars, ai-agent-book or Soup?
ai-agent-book, with 57,873 stars; Soup has 10,519.

The proof: bojieli/ai-agent-book on GitHub

Which has more tests, ai-agent-book or Soup?
Soup, with 1,354 test files; ai-agent-book has 624.

The proof: MakazhanAlpamys/Soup's code at commit d94c086

Which was updated more recently, ai-agent-book or Soup?
Soup: its last push was on November 13, 2026, and ai-agent-book's on October 8, 2026.

The proof: MakazhanAlpamys/Soup's commits on GitHub

Which has more commits signed by AI, ai-agent-book or Soup?
ai-agent-book: an AI signed 20.8% of its commits, with Claude Code; in Soup, 18.6%.

The proof: the commits each tool signed in bojieli/ai-agent-book

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