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· 12 min read
Prajjwal Yadav
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Multimodal Embeddings and RAG: A Practical Guide

Multimodal embeddings allow AI systems to search and reason across text, images, audio, and video in their native formats. This blog covers the key intuitions behind how this all works and walks through three practical implementations using Weaviate and Gemini.

April 1, 2026 · 12 min read

· 21 min read
Victoria Slocum
Danny Williams
Edward Schmuhl
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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.

August 12, 2025 · 21 min read