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The Librarian – 7.1M-node knowledge graph beats vector search

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#technology#knowledge management#artificial intelligence
The Librarian – 7.1M-node knowledge graph beats vector search
⚡ TL;DR · AI summary

The Multimodal Librarian is a web-based knowledge management system designed to process and manage PDF content. It features a conversational interface that allows users to interact with the system and receive multimedia responses. The system utilizes a microservices architecture and supports both local development and AWS production environments.

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Multimodal Librarian A conversational web-based knowledge management system that processes PDF books with multimodal content, stores them in a unified vector database, and enables conversational queries with multimedia output generation. Features Multimodal PDF Processing: Extract text, images, charts, and metadata from PDF files Generic Multi-Level Chunking Framework: Automated content profiling and adaptive chunking strategies Unified Knowledge Management: Treat books and conversations as equivalent knowledge sources Conversational Interface: Multimedia chat interface with real-time interactions Knowledge Graph Integration: Concept extraction and multi-hop reasoning capabilities Multimedia Output Generation: Generate text, charts, audio, and video responses Multi-Format Export: Export…

Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.

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