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Weaviate Blog

· 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