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hello-agents vs Soup

hello-agents and Soup share 9 technologies: FastAPI, Hugging Face, Rich, accelerate, bitsandbytes, peft, transformers, datasets, and Pydantic. Both are written in Python.

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What they share and what sets them apart

datawhalechina

hello-agents

📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程

Python86.8kRead on November 12, 2026, at commit 2a506bcWhat is hello-agents built with?

Only in hello-agents

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?

Only in Soup

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
hello-agents227,369 lines written1,215 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.
hello-agents3.3% of its commits signed by AIWith Codex, Claude Code, and Cursor
Soup18.6% of its commits signed by AIWith Claude Code
ActivityFrom GitHub and its history, on the day SeeRepo read it.
hello-agentsLast push November 11, 2026667 commits86,829 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.
hello-agents103 test files6.8% 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, hello-agents or Soup?
Soup, with 842,349 lines written; hello-agents has 227,369.

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

Which has more GitHub stars, hello-agents or Soup?
hello-agents, with 86,829 stars; Soup has 10,519.

The proof: datawhalechina/hello-agents on GitHub

Which has more tests, hello-agents or Soup?
Soup, with 1,354 test files; hello-agents has 103.

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

Which was updated more recently, hello-agents or Soup?
Soup: its last push was on November 13, 2026, and hello-agents's on November 11, 2026.

The proof: MakazhanAlpamys/Soup's commits on GitHub

Which has more commits signed by AI, hello-agents or Soup?
Soup: an AI signed 18.6% of its commits, with Claude Code; in hello-agents, 3.3%.

The proof: the commits each tool signed in MakazhanAlpamys/Soup

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