🎬 Videos — RAG, Vector Databases & Knowledge Systems
Overview
Videos covering RAG pipelines, vector databases, and knowledge retrieval. Directly informs PUMA Stage 4 (RAG-enhanced triage) and the research knowledge base. See also: PN-RAG-Embeddings-VectorDB · LN-Tools-RAG-VectorDB
RAG Foundations & Architecture
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 1 | How to Build a Scalable RAG System for AI Apps (Full Architecture) | ByteMonk | https://www.youtube.com/watch?v=4KiiKQ9RVvA | ⭐⭐⭐⭐⭐ Full architecture guide for PUMA Stage 4 |
| 2 | Introducing RAG 2.0: Agentic RAG + Knowledge Graphs (FREE Template) | Cole Medin | https://www.youtube.com/watch?v=p0FERNkpyHE | ⭐⭐⭐⭐ RAG 2.0 with knowledge graphs |
| 3 | The Future of RAG is Agentic - Learn this Strategy NOW | Cole Medin | https://www.youtube.com/watch?v=_R-ff4ZMLC8 | Agentic RAG strategy |
| 4 | Google RAG + Claude Code: Cambiaron el RAG Para Siempre | Víctor Pérez | https://www.youtube.com/watch?v=5ZpDWj3hS0Q | Google + Claude Code RAG |
| 5 | MISO | Master Class - RAG en entornos reales y los desafíos con LLMs | U. Andes | https://www.youtube.com/watch?v=CwWEOIc2hmg | ⭐⭐⭐⭐ Academic master class on RAG challenges |
| 6 | ¿Qué es la arquitectura RAG para inteligencia artificial? | Antonio Pérez | https://www.youtube.com/watch?v=d69fx3dyEYs | RAG architecture basics |
| 7 | Por qué NO uso RAG (y qué uso en su lugar) | Ruben Loan | https://www.youtube.com/watch?v=5xZxgqif-qg | Critical perspective on RAG |
| 8 | Why the Best AI Coding Tools Abandoned RAG (And What They Use Instead) | Cole Medin | https://www.youtube.com/watch?v=60G93MXT4DI | RAG alternatives in coding tools |
Advanced RAG Techniques
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 9 | RAG 2.0: Olvida las alucinaciones de tu IA para SIEMPRE (tutorial Python) | Joaquín Ruiz Lite | https://www.youtube.com/watch?v=gvzibu9-OUc | RAG anti-hallucination Python tutorial |
| 10 | GraphRAG LOCAL: Soluciona PARA SIEMPRE los problemas de tu RAG (Python + Neo4j + Ollama) | Joaquín Ruiz Lite | https://www.youtube.com/watch?v=dJ6D_krxpX0 | ⭐⭐⭐⭐ GraphRAG with Neo4j + Ollama; PUMA Stage 5 extension |
| 11 | The PROVEN Solution for Unbelievable RAG Performance (LightRAG Guide) | Cole Medin | https://www.youtube.com/watch?v=Fx3J8k—U3E | LightRAG for better retrieval |
| 12 | RAG Avanzado: El Agente de IA que No Falla (Cópialo) | Nico CMW | https://www.youtube.com/watch?v=CSvwP2bIZqY | Advanced RAG agent |
| 13 | memorIA INFINITA: Procesa 2GB+ de Documentos con RAG y Python (Sin Alucinaciones) | Joaquín Ruiz Lite | https://www.youtube.com/watch?v=QR-jTaHik8k | Large-scale document RAG |
| 14 | The update the RAG needed!! MemoRAG | RAG Papers To Podcast | Paper To Podcast | https://www.youtube.com/watch?v=LwrQiaAcUJU | MemoRAG update |
Qdrant & Vector Databases
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 15 | How to Build Scalable Agentic RAG with Dify and Qdrant | Dify | https://www.youtube.com/watch?v=ZhNjf08TfOE | ⭐⭐⭐⭐ Qdrant in production agentic RAG |
| 16 | Run Supabase 100% LOCALLY for Your AI Agents | Cole Medin | https://www.youtube.com/watch?v=pOsO40HSbOo | Local database for agents |
NotebookLM & Local RAG
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 17 | The NEW Research Rabbit Makes Literature Reviews 5x Faster | Andy Stapleton | https://www.youtube.com/watch?v=YV05S65e7d8 | Research Rabbit for literature |
| 18 | I Replaced Google NotebookLM with This INSANE Open-Source Version (Local + Private!) | Amit Shukla | https://www.youtube.com/watch?v=k2omSrsvKKA | Open-source NotebookLM alternative |
| 19 | NotebookLM vs Elephas – Why Elephas Is the Better Choice | Elephas AI | https://www.youtube.com/watch?v=Q8Mb5NX8aTo | NotebookLM comparison |
| 20 | Did you like NotebookLM? Create it yourself from scratch (RAG Masterclass) | Javi Manzano | https://www.youtube.com/watch?v=N3IN2pG6ZMM | Build NotebookLM from scratch |
| 21 | LM Studio + AnythingLLM: Process Local Documents with RAG Like a Pro! | Vibe Coding AI | https://www.youtube.com/watch?v=UG8uftJXcNs | ⭐⭐⭐⭐ LM Studio + AnythingLLM for local RAG |
| 22 | CLAUDE COWORK es más práctico que NOTEBOOKLM en nuestro día a día | Emowe | https://www.youtube.com/watch?v=jAafi8boE20 | Cowork vs NotebookLM comparison |
LangChain & RAG Frameworks
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 23 | CURSO LANGCHAIN (JS) #4: RAG Completo - Cómo Darle Contexto a tu LLM desde Cualquier Web | Simon Blanco | https://www.youtube.com/watch?v=buUY4rfo8jM | LangChain RAG from web sources |
| 24 | Curso Completo de LangChain 🚀 IA Conversacional desde Cero | Código Espinoza | https://www.youtube.com/watch?v=wnpjqPOK5JU | Complete LangChain course |
| 25 | Dando vida a chatbots: La ciencia de la Memoria con LangChain | EvoAcademy | https://www.youtube.com/watch?v=pQ9tlY5XgyY | LangChain memory implementation |
| 26 | 🤖💻 CURSO DE LANGCHAIN - 01 - Introducción | AI Charly | https://www.youtube.com/watch?v=-q6Yqwtw-QQ | LangChain introduction |
Embeddings & Semantic Search
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 27 | ¡NUEVO! Gemini Embeddings 2 Multimodal: Tutorial paso a paso | Carlos Alarcón | https://www.youtube.com/watch?v=nGUawmdQSjw | Multimodal embeddings tutorial |
| 28 | 🔔 ADIOS RAGS (AHORA ES MAS FÁCIL HACER CHATBOTS) ✅ GOOGLE LANZA GEMINI EMBEDDING 2 | Patricio Plus | https://www.youtube.com/watch?v=LpJhuGdFJdo | Gemini Embedding 2 overview |
| 29 | Turn ANY File into LLM Knowledge in SECONDS | Cole Medin | https://www.youtube.com/watch?v=fg0_0M8kZ8g | Rapid document ingestion |
| 30 | Limpia y prepara webs y PDF para tus LLM - Dos formas sencillas de convertirlos en Markdown | La Hora Maker | https://www.youtube.com/watch?v=VhemTbav1cU | PDF/web to Markdown for LLMs |
Knowledge Graph RAG
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 31 | How to Build a Custom Dify Knowledge Base with InfraNodus | Nodus Labs | https://www.youtube.com/watch?v=N2atScjxU58 | Knowledge graph-based retrieval |
| 32 | Google ADK + A2A Protocol: How 7 AI Agents Build an IDP | Nicolas Neira | https://www.youtube.com/watch?v=wB0ZMerDxN4 | Multi-agent + knowledge integration |
NotebookLM Advanced
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 33 | CÓMO CONFIGURAR NOTEBOOKLM para que sea un Experto de Prompt Engineering | (unlisted channel) | https://www.youtube.com/watch?v=pDoWJ_yWRzk | NotebookLM for prompt engineering |
| 34 | NotebookLM with Google Antigravity is INSANE 🔥 | Alejavi Rivera | https://www.youtube.com/watch?v=QgD2q6qecOE | NotebookLM + Antigravity |
| 35 | NotebookLM Agent Skills: Build POWERFUL Claude AI Agents for ANYTHING! | Universe of AI | https://www.youtube.com/watch?v=I-4cJgqF_JY | NotebookLM for agent building |