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Title: GitHub - Buffden/rag-document-engine: A progressive RAG system built from scratch in Python, starting from raw embeddings and cosine similarity, evolving into a full pipeline with vector storage, LLM-generated answers, multi-format document ingestion, hybrid retrieval, and role-based access control. · GitHub

Open Graph Title: GitHub - Buffden/rag-document-engine: A progressive RAG system built from scratch in Python, starting from raw embeddings and cosine similarity, evolving into a full pipeline with vector storage, LLM-generated answers, multi-format document ingestion, hybrid retrieval, and role-based access control.

X Title: GitHub - Buffden/rag-document-engine: A progressive RAG system built from scratch in Python, starting from raw embeddings and cosine similarity, evolving into a full pipeline with vector storage, LLM-generated answers, multi-format document ingestion, hybrid retrieval, and role-based access control.

Description: A progressive RAG system built from scratch in Python, starting from raw embeddings and cosine similarity, evolving into a full pipeline with vector storage, LLM-generated answers, multi-format document ingestion, hybrid retrieval, and role-based access control. - GitHub - Buffden/rag-document-engine: A progressive RAG system built from scratch in Python, starting from raw embeddings and cosine similarity, evolving into a full pipeline with vector storage, LLM-generated answers, multi-format document ingestion, hybrid retrieval, and role-based access control.

Open Graph Description: A progressive RAG system built from scratch in Python, starting from raw embeddings and cosine similarity, evolving into a full pipeline with vector storage, LLM-generated answers, multi-format do...

X Description: A progressive RAG system built from scratch in Python, starting from raw embeddings and cosine similarity, evolving into a full pipeline with vector storage, LLM-generated answers, multi-format do...

Opengraph URL: https://github.com/Buffden/rag-document-engine

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	https://github.com/Buffden/rag-document-engine#rag-document-engine
	https://github.com/Buffden/rag-document-engine#what-it-does-current-state
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