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54 posts tagged with "how-to"

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How to extract meaning from charts and tables in PDFs

· 16 min read
Augustas Skaburskas
Senior Full Stack Engineer
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How to extract meaning from charts and tables in PDFs

PDFs full of charts and tables are notoriously hard to put through a traditional RAG pipeline. In this post, we show how late-interaction multi-vector retrieval lets you search PDFs by what the page looks like: no OCR, no chunking, no text extraction.

· 15 min read

Elysia: Building an end-to-end agentic RAG app

· 22 min read
Victoria Slocum
Machine Learning Engineer
Danny Williams
Machine Learning Engineer
Edward Schmuhl
Machine Learning Engineer
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Elysia: Building an end-to-end agentic RAG app

Elysia is an open-source, decision tree-based agentic RAG framework that dynamically displays data, learns from user feedback, and chunks documents on-demand. Built with pure Python logic and powered by Weaviate, it's designed to be the next evolution beyond traditional text-only AI assistants.

· 22 min read