---
title: "Google's New Model + Claude Code Just Changed RAG Forever"
source_url: https://youtu.be/hem5D1uvy-w
captured_at: 2026-03-15
author: "Nate Herk | AI Automation"
contributor: "ชิดชนก"
platform: youtube
---
# Google's New Model + Claude Code Just Changed RAG Forever

youtube video by **Nate Herk | AI Automation**, 15m10s, uploaded 2026-03-11. URL: https://youtu.be/hem5D1uvy-w

## Shared in LINE Note+
- 2026-03-15 08:23 by ชิดชนก

## Description
My FREE AI OS Course: 
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Google just dropped Gemini Embeddings 2, a new model that natively understands images, videos, and text all at once. In this video I use it with Claude Code to build a full visual search engine from scratch. 

The crazy part is you don't have to build any of the chunking or ingestion pipeline yourself anymore. Just describe what you want, point it at your files, and Claude Code handles everything. It extracts content from images, generates descriptions, builds out your Pinecone vector database, all of it. 

You basically just throw everything you want to be searchable at it and it works. This is a massive unlock for anyone building with RAG.

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TIMESTAMPS 
0:00 What Gemini Embeddings 2 Can Do
0:38 Instruction Manual Demo
2:24 Roofing Company Demo
4:01 Why This Is a Big Deal
4:22 How RAG & Embeddings Work
6:54 Setting Up Claude Code
7:31 Planning the Build
9:30 Creating the Vector Database
10:13 Building the Chat App
11:48 Testing & Impro