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hello-agents vs peft

hello-agents and peft share 9 technologies: Hugging Face, Gradio, accelerate, peft, safetensors, torch, transformers, datasets, and pillow. 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

Python86kRead on November 4, 2026, at commit 36f583cWhat is hello-agents built with?

Only in hello-agents

In common

huggingface

peft

🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

Python21.9kRead on November 5, 2026, at commit 574c7caWhat is peft built with?

Only in peft

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
hello-agents226,661 lines written1,212 code files
peft166,024 lines written272 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-agents2.4% of its commits signed by AIWith Codex, Cursor, and Claude Code
peft0.1% of its commits signed by AIWith Cursor and Claude Code
ActivityFrom GitHub and its history, on the day SeeRepo read it.
hello-agentsLast push October 13, 2026660 commits86,039 stars
peftLast push November 4, 20261,934 commits21,873 stars
TestsThe files that test the code, and the share of code files a test imports.
hello-agents97 test files6.9% of its code files have a test that imports them
peft75 test files0.7% of its code files have a test that imports them

Frequently asked questions

Which is bigger, hello-agents or peft?
hello-agents, with 226,661 lines written; peft has 166,024.

The proof: datawhalechina/hello-agents's code at commit 36f583c

Which has more GitHub stars, hello-agents or peft?
hello-agents, with 86,039 stars; peft has 21,873.

The proof: datawhalechina/hello-agents on GitHub

Which has more tests, hello-agents or peft?
hello-agents, with 97 test files; peft has 75.

The proof: datawhalechina/hello-agents's code at commit 36f583c

Which was updated more recently, hello-agents or peft?
peft: its last push was on November 4, 2026, and hello-agents's on October 13, 2026.

The proof: huggingface/peft's commits on GitHub

Which has more commits signed by AI, hello-agents or peft?
hello-agents: an AI signed 2.4% of its commits, with Codex, Cursor, and Claude Code; in peft, 0.1%.

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