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Title: GitHub - huidev2025/CSF: A human–AI collaboration framework that works with LLM nature, not around it — natural language and purpose make RAG and agent orchestration unnecessary. Home of the Pang Principle. · GitHub

Open Graph Title: GitHub - huidev2025/CSF: A human–AI collaboration framework that works with LLM nature, not around it — natural language and purpose make RAG and agent orchestration unnecessary. Home of the Pang Principle.

X Title: GitHub - huidev2025/CSF: A human–AI collaboration framework that works with LLM nature, not around it — natural language and purpose make RAG and agent orchestration unnecessary. Home of the Pang Principle.

Description: A human–AI collaboration framework that works with LLM nature, not around it — natural language and purpose make RAG and agent orchestration unnecessary. Home of the Pang Principle. - huidev2025/CSF

Open Graph Description: A human–AI collaboration framework that works with LLM nature, not around it — natural language and purpose make RAG and agent orchestration unnecessary. Home of the Pang Principle. - huidev2025/CSF

X Description: A human–AI collaboration framework that works with LLM nature, not around it — natural language and purpose make RAG and agent orchestration unnecessary. Home of the Pang Principle. - huidev2025/CSF

Mail addresses
dapangangang@gmail.com

Opengraph URL: https://github.com/huidev2025/CSF

X: @github

direct link

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Links:

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assets	https://github.com/huidev2025/CSF/tree/main/assets
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CONTACT.md	https://github.com/huidev2025/CSF/blob/main/CONTACT.md
CONTACT.md	https://github.com/huidev2025/CSF/blob/main/CONTACT.md
CSF-20260704-165720.zip	https://github.com/huidev2025/CSF/blob/main/CSF-20260704-165720.zip
CSF-20260704-165720.zip	https://github.com/huidev2025/CSF/blob/main/CSF-20260704-165720.zip
LICENSE	https://github.com/huidev2025/CSF/blob/main/LICENSE
LICENSE	https://github.com/huidev2025/CSF/blob/main/LICENSE
LICENSE-Clarity.txt	https://github.com/huidev2025/CSF/blob/main/LICENSE-Clarity.txt
LICENSE-Clarity.txt	https://github.com/huidev2025/CSF/blob/main/LICENSE-Clarity.txt
Manifesto-v3-You-Are-Fighting-the-Wrong-War.md	https://github.com/huidev2025/CSF/blob/main/Manifesto-v3-You-Are-Fighting-the-Wrong-War.md
Manifesto-v3-You-Are-Fighting-the-Wrong-War.md	https://github.com/huidev2025/CSF/blob/main/Manifesto-v3-You-Are-Fighting-the-Wrong-War.md
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QUICKSTART.md	https://github.com/huidev2025/CSF/blob/main/QUICKSTART.md
README.md	https://github.com/huidev2025/CSF/blob/main/README.md
README.md	https://github.com/huidev2025/CSF/blob/main/README.md
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RELEASE.md	https://github.com/huidev2025/CSF/blob/main/RELEASE.md
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RELEASE_NOTES.txt	https://github.com/huidev2025/CSF/blob/main/RELEASE_NOTES.txt
RELEASE_NOTES.txt	https://github.com/huidev2025/CSF/blob/main/RELEASE_NOTES.txt
安装与配置.html	https://github.com/huidev2025/CSF/blob/main/%E5%AE%89%E8%A3%85%E4%B8%8E%E9%85%8D%E7%BD%AE.html
安装与配置.html	https://github.com/huidev2025/CSF/blob/main/%E5%AE%89%E8%A3%85%E4%B8%8E%E9%85%8D%E7%BD%AE.html
安装与配置.pdf	https://github.com/huidev2025/CSF/blob/main/%E5%AE%89%E8%A3%85%E4%B8%8E%E9%85%8D%E7%BD%AE.pdf
安装与配置.pdf	https://github.com/huidev2025/CSF/blob/main/%E5%AE%89%E8%A3%85%E4%B8%8E%E9%85%8D%E7%BD%AE.pdf
引言v3：你们在拿着前朝的尚方宝剑，斩当朝的官.md	https://github.com/huidev2025/CSF/blob/main/%E5%BC%95%E8%A8%80v3%EF%BC%9A%E4%BD%A0%E4%BB%AC%E5%9C%A8%E6%8B%BF%E7%9D%80%E5%89%8D%E6%9C%9D%E7%9A%84%E5%B0%9A%E6%96%B9%E5%AE%9D%E5%89%91%EF%BC%8C%E6%96%A9%E5%BD%93%E6%9C%9D%E7%9A%84%E5%AE%98.md
引言v3：你们在拿着前朝的尚方宝剑，斩当朝的官.md	https://github.com/huidev2025/CSF/blob/main/%E5%BC%95%E8%A8%80v3%EF%BC%9A%E4%BD%A0%E4%BB%AC%E5%9C%A8%E6%8B%BF%E7%9D%80%E5%89%8D%E6%9C%9D%E7%9A%84%E5%B0%9A%E6%96%B9%E5%AE%9D%E5%89%91%EF%BC%8C%E6%96%A9%E5%BD%93%E6%9C%9D%E7%9A%84%E5%AE%98.md
README	https://github.com/huidev2025/CSF
License	https://github.com/huidev2025/CSF
MIT license	https://github.com/huidev2025/CSF
	https://github.com/huidev2025/CSF#csf--collaboration-specification-framework
English	https://github.com/huidev2025/CSF/blob/main/README_en.md
https://huidev2025.github.io/CSF/	https://huidev2025.github.io/CSF/
	https://github.com/huidev2025/CSF#这是什么
引言：你们在拿着前朝的尚方宝剑，斩当朝的官	https://github.com/huidev2025/CSF/blob/main/%E5%BC%95%E8%A8%80v3%EF%BC%9A%E4%BD%A0%E4%BB%AC%E5%9C%A8%E6%8B%BF%E7%9D%80%E5%89%8D%E6%9C%9D%E7%9A%84%E5%B0%9A%E6%96%B9%E5%AE%9D%E5%89%91%EF%BC%8C%E6%96%A9%E5%BD%93%E6%9C%9D%E7%9A%84%E5%AE%98.md
	https://github.com/huidev2025/CSF#从哪开始读
引言	https://github.com/huidev2025/CSF/blob/main/%E5%BC%95%E8%A8%80v3%EF%BC%9A%E4%BD%A0%E4%BB%AC%E5%9C%A8%E6%8B%BF%E7%9D%80%E5%89%8D%E6%9C%9D%E7%9A%84%E5%B0%9A%E6%96%B9%E5%AE%9D%E5%89%91%EF%BC%8C%E6%96%A9%E5%BD%93%E6%9C%9D%E7%9A%84%E5%AE%98.md
📖 安装与配置（图文版）	https://github.com/huidev2025/CSF/blob/main/%E5%AE%89%E8%A3%85%E4%B8%8E%E9%85%8D%E7%BD%AE.html
QUICKSTART.md	https://github.com/huidev2025/CSF/blob/main/QUICKSTART.md
csf-minimal/README.md	https://github.com/huidev2025/CSF/blob/main/csf-minimal/README.md
csf-minimal/context.md	https://github.com/huidev2025/CSF/blob/main/csf-minimal/context.md
csf-minimal/体验对比指南.md	https://github.com/huidev2025/CSF/blob/main/csf-minimal/%E4%BD%93%E9%AA%8C%E5%AF%B9%E6%AF%94%E6%8C%87%E5%8D%97.md
essays/ — CSF 旗舰专栏书架	https://github.com/huidev2025/CSF/blob/main/essays/README.md
cases/bang-v3/ — 实战案例：375 次会话节选	https://github.com/huidev2025/CSF/blob/main/cases/bang-v3/README.md
cases/paper1/ — 实战案例：论文写作全过程	https://github.com/huidev2025/CSF/blob/main/cases/paper1/README.md
csf-lite/README.md	https://github.com/huidev2025/CSF/blob/main/csf-lite/README.md
📖 安装与配置（图文版）	https://github.com/huidev2025/CSF/blob/main/%E5%AE%89%E8%A3%85%E4%B8%8E%E9%85%8D%E7%BD%AE.html
QUICKSTART.md	https://github.com/huidev2025/CSF/blob/main/QUICKSTART.md
	https://github.com/huidev2025/CSF#可视化导图--visual-guides
查看	https://huidev2025.github.io/CSF/visuals/ai-coding-landscape-zh.html
View	https://huidev2025.github.io/CSF/visuals/ai-coding-landscape-en.html
查看	https://huidev2025.github.io/CSF/visuals/csf-positioning-zh.html
View	https://huidev2025.github.io/CSF/visuals/csf-positioning-en.html
	https://github.com/huidev2025/CSF#仓库结构
	https://github.com/huidev2025/CSF#csf-全景--the-csf-stack
csf-lite	https://github.com/huidev2025/CSF/blob/main/csf-lite/README.md
	https://github.com/huidev2025/CSF#三个工程级设计放在行业坐标里看
	https://github.com/huidev2025/CSF#-自举与自持self-sustaining
	https://github.com/huidev2025/CSF#-基线-log-分离hotcold-separation-in-filesystem
	https://github.com/huidev2025/CSF#-多角色物理隔离--异步文件通信industrial-grade-multi-agent
	https://github.com/huidev2025/CSF#已被实战验证的事实不夸大
	https://github.com/huidev2025/CSF#边界同样诚实地说
	https://github.com/huidev2025/CSF#已被证明的事情
	https://github.com/huidev2025/CSF#看图说话ai-自己维护给自己看的项目状态
	https://github.com/huidev2025/CSF/blob/main/assets/project-panorama-and-red-dot.png
	https://github.com/huidev2025/CSF#理论独立性
引言	https://github.com/huidev2025/CSF/blob/main/%E5%BC%95%E8%A8%80v3%EF%BC%9A%E4%BD%A0%E4%BB%AC%E5%9C%A8%E6%8B%BF%E7%9D%80%E5%89%8D%E6%9C%9D%E7%9A%84%E5%B0%9A%E6%96%B9%E5%AE%9D%E5%89%91%EF%BC%8C%E6%96%A9%E5%BD%93%E6%9C%9D%E7%9A%84%E5%AE%98.md
csf-minimal	https://github.com/huidev2025/CSF/blob/main/csf-minimal/README.md
	https://github.com/huidev2025/CSF#路线图
QUICKSTART.md	https://github.com/huidev2025/CSF/blob/main/QUICKSTART.md
csf-lite/README.md	https://github.com/huidev2025/CSF/blob/main/csf-lite/README.md
	https://github.com/huidev2025/CSF#未来
	https://github.com/huidev2025/CSF#联系
CONTACT.md	https://github.com/huidev2025/CSF/blob/main/CONTACT.md
	https://github.com/huidev2025/CSF#如何引用
	https://github.com/huidev2025/CSF#授权--license
CC BY-NC 4.0	https://creativecommons.org/licenses/by-nc/4.0/
	https://github.com/huidev2025/CSF#比-license-更想说的话
csf	https://github.com/topics/csf
manifesto	https://github.com/topics/manifesto
multi-agent	https://github.com/topics/multi-agent
chinese	https://github.com/topics/chinese
software-engineering	https://github.com/topics/software-engineering
ai-agents	https://github.com/topics/ai-agents
dogfooding	https://github.com/topics/dogfooding
ai-development	https://github.com/topics/ai-development
llm	https://github.com/topics/llm
prompt-engineering	https://github.com/topics/prompt-engineering
llm-engineering	https://github.com/topics/llm-engineering
ai-methodology	https://github.com/topics/ai-methodology
human-ai-collaboration	https://github.com/topics/human-ai-collaboration
agentic-workflow	https://github.com/topics/agentic-workflow
ai-collaboration	https://github.com/topics/ai-collaboration
rag-alternative	https://github.com/topics/rag-alternative
context-engineering	https://github.com/topics/context-engineering
no-rag	https://github.com/topics/no-rag
pang-principle	https://github.com/topics/pang-principle
collaboration-specification-framework	https://github.com/topics/collaboration-specification-framework
Readme	https://github.com/huidev2025/CSF#readme-ov-file
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