How To Build Your Own RAG AI System - Better Results Than Claude
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RAG (Retrieval Augmented Generation) is crucial to nearly every business. Knowing how to build your own RAG system will put you far ahead of most other job applicants. In this video I will not only show you how to build a complete RAG system, but I will also show you how go about building production ready applications with AI from scratch.
📚 Materials/References:
GitHub Code: https://github.com/WebDevSimplified/video-blog-suggester-yt
AI Sandbox Setup Video: https://youtu.be/7Z7ID5BbZU4
AI Skills Video: https://youtu.be/cxQLKsktiBA
Local AI LM Studio Setup Video: https://youtu.be/UngVdAsQEiU
🌎 Find Me Here:
My Blog: https://blog.webdevsimplified.com
My Courses: https://courses.webdevsimplified.com
Patreon: https://www.patreon.com/WebDevSimplified
Twitter: https://twitter.com/DevSimplified
Discord: https://discord.gg/7StTjnR
GitHub: https://github.com/WebDevSimplified
CodePen: https://codepen.io/WebDevSimplified
⏱️ Timestamps:
00:00:00 - Introduction
00:02:17 - Project Setup
00:08:23 - Project Planning
00:13:27 - Drizzle Setup
00:20:59 - Neon Setup
00:24:14 - Setup BetterAuth
00:44:46 - CodeRabbit Setup
00:47:51 - CodeRabbit Review
00:52:14 - RAG - Ingesting Blog Articles
01:23:17 - RAG - Article Chunking
01:32:13 - RAG - Embedding Text
01:40:00 - Vercel Workflow Testing
01:49:17 - CodeRabbit Local Review
01:58:03 - Search UI Implementation
01:59:49 - Securing Cron Jobs
02:03:29 - Search UI Continued
02:18:54 - RAG - Ingesting YouTube Videos
02:20:33 - YouTube API Setup
02:27:04 - UI CodeRabbit Review
02:31:32 - RAG - Ingesting YouTube Videos Continued
02:47:17 - Rate Limiting
02:55:25 - YouTube Ingest CodeRabbit Review
02:58:25 - Rate Limit Continued
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