🎬 Videos — LLM Agents, Multi-Agent Systems & Agentic AI
Overview
Core theory and practice videos for PUMA’s agent architecture. See also: MOC-LLM-Benchmarks-PM-AI
Karpathy — Autoresearch & Agentic Research
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 1 | Karpathy Just Replaced RAG With Obsidian + Claude Code | Chase AI | https://www.youtube.com/watch?v=OSZdFnQmgRw | ⭐⭐⭐⭐⭐ Obsidian + Claude Code as research system; directly relevant to PUMA vault |
| 2 | Claude Code + Karpathy’s Autoresearch = The New Meta | Nick Saraev | https://www.youtube.com/watch?v=4Cb_l2LJAW8 | Autoresearch methodology for academic research |
| 3 | The only AutoResearch tutorial you’ll ever need | David Ondrej | https://www.youtube.com/watch?v=uBWuKh1nZ2Y | Comprehensive autoresearch guide |
| 4 | Karpathy’s “autoresearch” broke the internet | Greg Isenberg | https://www.youtube.com/watch?v=qb90PPbAWz4 | Overview of autoresearch impact |
| 5 | Karpathy’s “autoresearch” situation is crazy | Igor Kudryk (Salesforce) | https://www.youtube.com/watch?v=X5lnVHuAnAs | Analysis of autoresearch |
| 6 | Autoresearch - Another Karpathy banger | 0xSero | https://www.youtube.com/watch?v=RbvMY-bV4uI | Quick overview |
| 7 | Karpathy’s Autoresearch: We Achieved Near-Human Scores in 2 Hours! | Onchain AI Garage | https://www.youtube.com/watch?v=9jxrmk_Xses | Benchmark results with autoresearch |
| 8 | Claude Code + Autoresearch de Karpathy = El Nuevo Meta | Irving Garcia | https://www.youtube.com/watch?v=PVDsjvz9Ezw | Spanish explanation |
| 9 | How AI is Automating AI Research: The Agentic Loop Explained! | AINexLayer | https://www.youtube.com/watch?v=KjbaFUjPkpM | Agentic research loops |
| 10 | Build Self-Improving Claude Code Skills. The Results Are Crazy. | Simon Scrapes | https://www.youtube.com/watch?v=wQ0duoTeAAU | Self-improving agent skills |
| 11 | Andrej Karpathy: El fin de la programación, agentes, investigación automatizada | iabro | https://www.youtube.com/watch?v=3N3PF80c4Eo | Karpathy’s vision on agentic AI |
Agent Design Patterns & Architecture
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 12 | 3 Advanced AI agent design patterns | Google Cloud Tech | https://www.youtube.com/watch?v=89KKm_a4M7A | ⭐⭐⭐⭐⭐ Google’s authoritative agent design patterns |
| 13 | AI agent design patterns | Google Cloud Tech | https://www.youtube.com/watch?v=GDm_uH6VxPY | Comprehensive design patterns |
| 14 | 12-Factor Agents: Patterns of reliable LLM applications — Dex Horthy, HumanLayer | AI Engineer | https://www.youtube.com/watch?v=8kMaTybvDUw | ⭐⭐⭐⭐ 12-factor design for reliable agents; PUMA Constitution alignment |
| 15 | AI Agent Specialization. RAG vs Fine-tuning - T3chFest 2026 | T3chFest | https://www.youtube.com/watch?v=weNLIRJutC8 | Specialisation vs fine-tuning tradeoffs |
| 16 | Evolutionary Perspectives on AI Agent Evaluation | (from paper list) | — | See LN-Masterman-2024 survey |
| 17 | Building AI Agents that actually work (Full Course) | Greg Isenberg | https://www.youtube.com/watch?v=eA9Zf2-qYYM | ⭐⭐⭐⭐ Full course on building working agents |
| 18 | The Real Barrier to LLM Agent Usability is Agentic ROI | (from paper) | — | See LN papers |
| 19 | My Complete Agentic Coding Workflow to Build Anything (No Fluff) | Cole Medin | https://www.youtube.com/watch?v=goOZSXmrYQ4 | Complete workflow for agentic coding |
| 20 | Coding Agents: AI Driven Dev Conference | MLOps.community | https://www.youtube.com/watch?v=99Kxkemj1g8 | Conference sessions on coding agents |
| 21 | The ONLY AI Tech Stack You Need in 2026 | Cole Medin | https://www.youtube.com/watch?v=21_k2St8bBI | Recommended stack for 2026 |
| 22 | Todos los agentes de IA que debes conocer | Fazt | https://www.youtube.com/watch?v=mJBy8GP68vs | Overview of AI agents landscape |
| 23 | Curso de Arquitectura Agencial: De Proyectos Aislados al Tejido Empresarial | Jesús Conde | https://www.youtube.com/watch?v=OzzCZjWO-Dw | Enterprise agentic architecture |
Multi-Agent Systems & Orchestration
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 24 | Codelab: Construyendo un Sistema Multi-Agente Multimodal para Análisis de Evidencia | DevHack | https://www.youtube.com/watch?v=4l0bYXTtDIs | ⭐⭐⭐⭐ Multi-agent evidence analysis codelab |
| 25 | Agentes de IA y LangGraph: cómo las empresas reducen costos con sistemas multiagentes | Código Espinoza | https://www.youtube.com/watch?v=FPQpVGoj0rI | Enterprise multi-agent cost reduction |
| 26 | CrewAI vs AutoGen vs LangGraph: Features, Pros & Cons Compared (2026) | GuideToEverything | https://www.youtube.com/watch?v=kVqk_eCEOns | ⭐⭐⭐⭐ Framework comparison for PUMA’s Stage 5 |
| 27 | My Multi-Agent Team with OpenClaw | Brian Casel | https://www.youtube.com/watch?v=bzWI3Dil9Ig | Multi-agent team practical example |
| 28 | Así Funcionan Los Agent Teams De Claude Code (Y Por Qué Cambian TODO) | Pau Berenguer | https://www.youtube.com/watch?v=gsBVA-E7bP4 | Agent teams in Claude Code |
| 29 | Metí 6 Agentes en una Mac Mini | AIPaths | https://www.youtube.com/watch?v=TOs7LzF5uRA | Running 6 agents on local hardware |
| 30 | Cómo crear AGENTES de IA con PYTHON (MASTERCLASS) | SensIO | https://www.youtube.com/watch?v=DjI7IEGio3s | Python agent masterclass |
| 31 | Orquestación de Agentes: Control Determinista con Hooks | DevExpert | https://www.youtube.com/watch?v=vCA2jBthyhA | Deterministic agent orchestration |
| 32 | Agent-First: Orquestación de Agentes y el Fin de los IDEs Tradicionales | DevExpert | https://www.youtube.com/watch?v=omeeX7ncIPQ | Agent-first architecture |
| 33 | Codex App: Arquitectura de agentes en paralelo y Git Worktrees | DevExpert | https://www.youtube.com/watch?v=tq8P_21uzQ4 | Parallel agent architecture |
LangGraph
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 34 | LangGraph:18 Network or Collaborative Multi-Agent System Implementation | Sunny Savita | https://www.youtube.com/watch?v=OlxJtmYW5dk | LangGraph multi-agent network |
| 35 | Langgraph JS - En Español - Construyendo tu primer grafo | Smart Devs | https://www.youtube.com/watch?v=VtjOrvMlRvc | LangGraph basics in Spanish |
| 36 | Local Gemma 4 with OpenCode & llama.cpp | Build a Local RAG with LangChain | 🔴 Live | Venelin Valkov | https://www.youtube.com/watch?v=-_hC-C_Drcw | Local LLM + LangChain RAG live |
Claude Code & Agentic Coding
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 37 | CLAUDE CODE 2026: Curso Completo en Español | Benjamín Cordero | https://www.youtube.com/watch?v=73eFWU-edO4 | Complete Claude Code course 2026 |
| 38 | 12 Claude Code Features Every Engineer Should Know | ByteByteAI | https://www.youtube.com/watch?v=E4fzxVMOav4 | ⭐⭐⭐⭐ Subagents, CLAUDE.md, MCP, checkpoints |
| 39 | Aprende CLAUDE CODE antes de 2026 | TUTORIAL Completo en ESPAÑOL | codinglatam | https://www.youtube.com/watch?v=STg_1-WPk34 | Full Spanish tutorial |
| 40 | Así Uso Claude Code Profesionalmente - Mis Tips de Claude Code | Fazt | https://www.youtube.com/watch?v=KHiwBh7lO2I | Professional tips |
| 41 | 6 meses usando Claude Code y descubrí esto | Mi setup definitivo | The Coder Cave | https://www.youtube.com/watch?v=M9mFw9DZkGo | 6-month experience; real setup |
| 42 | Nadie Usa Claude Code Correctamente (hasta que aprende ESTO) | codinglatam | https://www.youtube.com/watch?v=jmNMWuzX3gQ | Key Claude Code patterns |
| 43 | Claude Code para Desktop es la MEJOR forma de construir apps con IA | Alex Finn | https://www.youtube.com/watch?v=pZ2N7CJFbBk | Desktop app development |
| 44 | Curso de Claude Code (Skills, MCP, SubAgents) | Fazt | https://www.youtube.com/watch?v=Bf7hfpItrDk | Skills + MCP + subagents |
| 45 | Claude Code en VSCode: La guía COMPLETA para desarrolladores | Fazt | https://www.youtube.com/watch?v=2Xu70fu2Pf4 | VS Code integration guide |
| 46 | De Cursor a Claude Code - 5 tips para empezar | G Bascunana | https://www.youtube.com/watch?v=NUatoVjYa-8 | Transition tips |
| 47 | El sistema que convirtió a Claude Code en mi MEJOR dev | Pablo Álvarez | https://www.youtube.com/watch?v=1jQmz7Z6N_0 | System-level Claude Code setup |
Observability & Production Agents
| # | Title | Channel | URL | PUMA Relevance |
|---|---|---|---|---|
| 48 | MAIA | Master Class - De NLP a la IA Agéntica: Una visión general | U. Andes | https://www.youtube.com/watch?v=u2Lpf1-ZURo | Academic master class on agentic AI |
| 49 | Construyendo IA Fiable: Evals, Trazabilidad y Observabilidad | LambdaCast 34 | LambdaLoopers | https://www.youtube.com/watch?v=qZ2Eu3kqA_g | ⭐⭐⭐⭐ Evals + observability; PUMA transparency requirement |
| 50 | A Visual Tour of Modern LLM Architectures | Sebastian Raschka | https://www.youtube.com/watch?v=CepbWmGie0E | LLM architecture visual overview |
| 51 | Flujos de trabajo utilizando Agentes - Andrew Ng explica cómo funcionan y sus ventajas | La Hora Maker | https://www.youtube.com/watch?v=YIcFlsIez_Q | ⭐⭐⭐⭐⭐ Andrew Ng on agentic workflows |
| 52 | Programa como un Senior con IA usando Context Engineering | LIDR | https://www.youtube.com/watch?v=okYRbetLh7M | Senior engineering with AI |
| 53 | Software Factories: Cómo prepararte para construir agentes con IA | teramot | https://www.youtube.com/watch?v=5vFaN0f2EsY | Software factory approach |
| 54 | I Can Actually Watch My AI Agents Work Now | Nate Herk | https://www.youtube.com/watch?v=62Rfe1w9NBc | Agent monitoring and visibility |
| 55 | Integra la IA de forma efectiva en tu equipo de desarrollo | LIDR | https://www.youtube.com/watch?v=EhGY1S82ZnY | AI integration in dev teams |
Related Notes
- LN-Yao-2022-ReAct
- LN-Masterman-2024-AgentArchSurvey
- PN-MultiAgent-ArchitecturePatterns
- Smart-PMO-Vision