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rag-from-scratch

rag-from-scratch

by pguso · GitHub

Demystify RAG by building it from scratch. Local LLMs, no black boxes - real understanding of embeddings, vector search, retrieval, and context-augmented generation.

# agents# ai-agents# educational# llm
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⭐ Stars
1.5k
🍴 Forks
175
🔥 Trending
+1 today
📜 License
MIT
Commercial use OK
📅 Created
2025
🔄 Last commit
4 mo ago
🏷️ Category
agents
💻 Language
🖥️ Self-hostable
Likely
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📈 Star history
1 4781 477
2026-07-202026-07-22
📄 About

Demystify RAG by building it from scratch. Local LLMs, no black boxes - real understanding of embeddings, vector search, retrieval, and context-augmented generation.

Frequently asked questions

What is rag-from-scratch?

Demystify RAG by building it from scratch. Local LLMs, no black boxes - real understanding of embeddings, vector search, retrieval, and context-augmented generation.

Is rag-from-scratch open source?

rag-from-scratch is an open-source project. It is released under the MIT license.

Is rag-from-scratch free?

Yes. rag-from-scratch is free and open source — you can use, modify and self-host it.

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