AI Automation: Build LLM Apps & AI-Agents with n8n & APIs
Automate Everything: n8n, LLMs, OpenAI API, Claude, Ollama, MCP & RAG! Business & Private Agents; More than just ChatGPT
Lo que serás capaz de hacer
AI Automation is the Future. But how does it really work? And how can AI optimize business processes—on a whole new level, far beyond ChatGPT? The answer: AI Agents. This course guides you through both essential and advanced concepts in automation using AI automation, AI agents, LLMs, vector databases, Retrieval-Augmented Generation (RAG), and n8n. You'll learn how to create powerful automations, build intelligent AI agents, and seamlessly integrate them into your workflows to enhance both business and personal projects. Additionally, you'll receive 29 downloadable JSON workflows to accelerate your learning and implementation. What You’ll Learn in This Course: Fundamentals of Automation, AI Agents & LLMs Dive into the world of AI automation: Introduction to automation, AI agents & essential tools (n8n, Make, Zapier, LangChain, LangGraph, Flowise). Understanding APIs and their role in automation. LLMs explained: ChatGPT, Claude, Gemini, Deepseek, Llama, Mistral & more. OpenAI API: Pricing structure, GDPR-compliant usage & project setup. Function calling with LLMs: How AI agents use tools like calendars, emails, web search, webhooks, Airtable, Google Sheets, and more. RAG (Retrieval-Augmented Generation): Vector databases & embeddings explained. n8n Basics: Installation & First Workflows Master the fundamentals of n8n, the key to intelligent automation: Local installation with Node.js & using the web version without installation. Importing, exporting, and selling workflows. Setting up automations with Airtable, Google Sheets & Google Cloud. Using simple JavaScript variables in automation. Expanding AI Automation with LLMs Build advanced AI-powered automations: Email automation with OpenAI API, Gmail, and Airtable. Real-time sentiment analysis & database storage. Integrating open-source LLMs (Deepseek R1, Llama, Mistral) into automation. Using any LLM API in n8n (Deepseek API, Groq API & more). Integrating AI Agents & RAG Chatbots into Workflows Automate customer communication & data processing: RAG Agent: Automatically updating vector databases with Google Drive. RAG Chatbot using AI agent nodes, embeddings & retrieval techniques. AI-powered email agents for automated summaries & responses. Prompt Engineering for AI Agents Optimize your prompts for better AI responses: Principles & best practices for effective prompt engineering. Avoiding errors & precisely controlling AI outputs. Hosting, Social Media & Advanced Automations Expand your automations with self-hosting & real-time integrations: n8n self-hosting with Render & other options. Using AI agents in WhatsApp & Telegram. Social media automation with sub-workflows, webhooks & web scraping. Debugging & Optimizing API Integrations Enhance performance & error handling in n8n workflows: Debugging strategies for error-free n8n automations. Connecting Flowise AI agents with webhooks & Google Sheets. Extending n8n with Flowise & JavaScript custom tools. MCP Quickstart: Build Smarter AI Agents with Model Context Protocol Learn to integrate MCP into your n8n workflows: What MCP is and how Server & Client interact Hosting AI agents with Clade Desktop and MCP Using MCP Server & Host directly inside n8n Building a Business with AI Automation & AI Agents Leverage your skills to create a profitable AI automation business: Selling automations & AI agents as services. Developing market-ready RAG bots for lead generation & website integration. Marketing strategies for successfully selling AI solutions. Optimizing RAG Chatbots: Data Quality & Chunking Improve AI responses with optimized data strategies: Chunk size, overlap & data quality for better chatbot performance. Using Firecrawl for web data extraction in Markdown format. LlamaIndex & LlamaParse for data preprocessing in Google Colab. Security, Privacy & Ethical Considerations Protect your AI agents & ensure GDPR compliance: Understanding & preventing jailbreaks, prompt injections & data poisoning. Ensuring copyright & data protection for AI-generated content. Key legal frameworks: EU AI Act & more Additionally, you'll gain access to 29 ready-to-use JSON workflows, available for download to streamline your learning experience and accelerate implementation. Become an Expert in AI Agents & Automation! After this course, you will have a deep understanding of AI automation, n8n, LLMs & RAG and be able to develop, optimize, and deploy powerful AI agents for business applications. Sign up now and step into the future of AI automation!
- Fundamentals of Automation, AI Agents & LLMs (ChatGPT, Claude, Gemini, Deepseek, Llama, Mistral & more)
- Introduction to automation & key tools (n8n, Make, Zapier, LangChain, LangGraph, Flowise)
- Understanding and utilizing APIs for automation
- OpenAI API: Pricing structure, compliant usage & project setup
- Function calling with LLMs: Using calendars, emails, web search, webhooks, Airtable, Google Sheets & more
- Everything about vector databases, embedding models & Retrieval-Augmented Generation (RAG)
Temario
UNIDAD 1 - Introduction · 6 leccionesUNIDAD 1 - Introduction
UNIDAD 1 - Introduction
- Welcome!
- Course Overview.
- Important Tips for the Course.
- Explanation of the Links that you need in the Course
- Important Links
- Instructor Introduction: Arnold Oberleiter (Arnie)
UNIDAD 2 - Basics – Automation, LLMs, Function Calling, Vector Databases & RAG Explained · 10 leccionesUNIDAD 2 - Basics – Automation, LLMs, Function Calling, Vector Databases & RAG Explained
UNIDAD 2 - Basics – Automation, LLMs, Function Calling, Vector Databases & RAG Explained
- What to Expect in This Section
- What Are Automations, AI Automation, and AI Agents?
- What Is an API (Client and Server)
- Tools for Automation & AI Agents: n8n, Make, Zapier, LangChain, Flowise & More
- What are LLMs like ChatGPT, Claude, Gemini, Llama, Deepseek, Grok etc.
- OpenAI API Explained: Pricing, Project Setup, Management & Compliance
- Test Time Compute (TTS) Explained: Thinking Models like Deepseek R1 & OpenAI o3
- What is Function Calling in LLMs for AI Agents and AI Automations
- Vector Databases, Embedding Models & Retrieval-Augmented Generation (RAG)
- Key Takeaways!
UNIDAD 3 - n8n Basics – Installation, Interface & First Simple Workflows · 12 leccionesUNIDAD 3 - n8n Basics – Installation, Interface & First Simple Workflows
UNIDAD 3 - n8n Basics – Installation, Interface & First Simple Workflows
- What This Section Covers
- Local Installation of n8n with Node.js & Interface Overview
- For Mac Users
- Managing Node Versions (Fixing Errors in n8n Installation)
- Updating n8n Locally via Node.js
- Testing n8n for Free Without Local Installation
- First Automation: Automatically Save Bookings from On Form Submit in Airtable
- n8n Workflow-Builder with AI
- Importing, Exporting, and Selling Workflows as JSON
- Automatically Backing Up Airtable Data Locally
- Connecting Google Sheets with n8n (Google Cloud Platform Console)
- Recap!
UNIDAD 4 - Expanding Automations with LLMs & AI · 7 leccionesUNIDAD 4 - Expanding Automations with LLMs & AI
UNIDAD 4 - Expanding Automations with LLMs & AI
- Overview of This Section
- Email Automation for Customer Bookings with OpenAI (ChatGPT) Gmail & Airtable
- Sentiment Analysis with LLMs & Storing Data in Airtable: OpenAI API
- Using Open-Source LLMs with Ollama: Deepseek R1, Llama, Mistral & More
- Ornith
- Integrating Any LLM into n8n via APIs: Deepseek API, Groq, Gemini, Claude & More
- Recap of Automations with LLMs in n8n!
UNIDAD 5 - AI Agents & RAG Chatbots in Your Automations & Email Automation · 10 leccionesUNIDAD 5 - AI Agents & RAG Chatbots in Your Automations & Email Automation
UNIDAD 5 - AI Agents & RAG Chatbots in Your Automations & Email Automation
- What to Expect in This Section
- RAG Agent (Part 1): Automatic Vector Database Updates with Google Drive
- Problems with Pinecone Embeddings
- RAG Chatbot (Part 2): AI Agent Node, Vector Database, Embeddings & More
- Build n8n Workflows with this n8n Agent!
- Email Agent with Sub-Workflows, Vector Database, Google Sheets & More
- The Fastest Way to Build an Email Agent!
- Automatically Summarizing All New Emails of the Day with LLMs at 7AM
- AI-Powered Email Automation: Filtering Messages & Auto-Replying
- Recap & Practical Task!
UNIDAD 6 - Prompt Engineering for AI Agents & AI Automations · 2 leccionesUNIDAD 6 - Prompt Engineering for AI Agents & AI Automations
UNIDAD 6 - Prompt Engineering for AI Agents & AI Automations
- Prompt Engineering for AI Agents & AI Automations (Systemprompts)
- Key Principles of Prompt Engineering for AI Agents & Automations (Atricle)
UNIDAD 7 - Hosting & Tool Integration: Telegram, WhatsApp, Calendar, Scraping & More · 10 leccionesUNIDAD 7 - Hosting & Tool Integration: Telegram, WhatsApp, Calendar, Scraping & More
UNIDAD 7 - Hosting & Tool Integration: Telegram, WhatsApp, Calendar, Scraping & More
- Hosting n8n: Self-Hosting with Render & Other Options
- Integrating AI Agents & Automations into WhatsApp
- Code Snippet (Dynamic Expression) for WhatsApp as Download
- Using AI Agents & Sub-Workflows with Telegram Trigger Node
- Telegram Agent: Automating Emails, Calendars & More via Voice & Text
- Push the Boundaries: Big AI-Agent that can talk and automate everything
- IMPORTANT: Security Warning for Telegram in n8n
- More Practical Examples. Social Media Automation, Scraping, Crawling & More
- My BEST Tip for Building and Prompting AI-Agents
- Recap!
UNIDAD 8 - Debugging Workflows & Integrating Other Apps/APIs with HTTP Requests & Webhooks · 6 leccionesUNIDAD 8 - Debugging Workflows & Integrating Other Apps/APIs with HTTP Requests & Webhooks
UNIDAD 8 - Debugging Workflows & Integrating Other Apps/APIs with HTTP Requests & Webhooks
- What to Expect: Debugging & Controlling n8n from Other Apps with Webhooks
- Finding Errors in n8n Workflows with This Automation (Debugging n8n)
- Flowise AI Agent & n8n Webhook: Integrate Sheets with JavaScript & HTTP request
- JavaScript Code for the Flowise Custom Tool as Download (fetch for HTTP-Request)
- One more example for Webhooks and HTTPS request
- Recap of Webhooks, HTTP Requests and Error Trigger Nodes
UNIDAD 9 - MCP QuickStart · 3 leccionesUNIDAD 9 - MCP QuickStart
UNIDAD 9 - MCP QuickStart
- MCP (Model Context Protocol) Explained: MCP Server & Client
- Clade Desktop as an AI Agent Host with MCP Server in n8n
- MCP Server & MCP Host in n8n!
UNIDAD 10 - Integrate Apps in Websites and Build a Business with AI Automation & AI Agents · 8 leccionesUNIDAD 10 - Integrate Apps in Websites and Build a Business with AI Automation & AI Agents
UNIDAD 10 - Integrate Apps in Websites and Build a Business with AI Automation & AI Agents
- Overview of This Section: AI Automation as a Business
- What AI Automations & Agents Can Be Sold?
- Market-Ready RAG Bot for Lead Generation (n8n, Pinecone & Google Sheets)
- RAG Lead Bot as a Standalone App with a Published URL
- Integrating RAG Bots into Websites: HTML, WordPress & Custom CSS Branding
- Selling Automations & AI Agents: Marketing, Offers, Price, Sales & More
- Web Scraping with Software – Quickly Find Many Leads
- Summary & Additional Tips!
UNIDAD 11 - Optimizing RAG Chatbots – Data Quality, Chunk Size, Overlap, Embeddings & More · 5 leccionesUNIDAD 11 - Optimizing RAG Chatbots – Data Quality, Chunk Size, Overlap, Embeddings & More
UNIDAD 11 - Optimizing RAG Chatbots – Data Quality, Chunk Size, Overlap, Embeddings & More
- Optimizing RAG Chatbots: Data Quality, Chunk Size, Overlap, Embeddings & More
- Scraping Webpages and Converting HTML & PDFs to Markdown for Better RAG
- Efficient RAG with LlamaIndex & LlamaParse: Data Preparation for PDFs & CSVs
- Chunk Size and Chunk Overlap for your Embeddings (Better RAG Application)
- Recap: Data Quality, Chunk Size, Overlap, Embeddings for betther RAG
UNIDAD 12 - Problems, Security & Compliance – Copyright, Data Protection, GDPR & EU AI Act · 12 leccionesUNIDAD 12 - Problems, Security & Compliance – Copyright, Data Protection, GDPR & EU AI Act
UNIDAD 12 - Problems, Security & Compliance – Copyright, Data Protection, GDPR & EU AI Act
- First Problems and what will we Learn in this Section?
- Jailbreaks: A Method to Hack LLMs and AI-Agents & Automations with Prompts
- Prompt Injections: Another Security Vulnerability of LLMs, Agents & Automations
- Data Poisoning and Backdoor Attacks
- Copyrights & Intellectual Property of Generated Data from AI Agents
- Privacy & Protection for your own and Client Data
- Censorship, Alignment & Bias in LLMs: Deepseek, ChatGPT, Claude, Gemini, Dolphin
- License of n8n: Can you sell AI agents, AI Automations or the Codebase from n8n?
- EU & US Compliance: GDPR (DSGVO), CCPA/CPRA & the EU AI Act
- Overview of the EU AI Act for ChatBots & AI Agents + CCPA/CPRA (Deep Research)
- DSGVO (GDPR) Compliance for Chatbots & AI Agents + CCPA/CPRA (Deep Research)
- Recap Important Points to Remember
UNIDAD 13 - What’s Next? · 2 leccionesUNIDAD 13 - What’s Next?
UNIDAD 13 - What’s Next?
- Recap, Thank You & Next Steps
- Bonus
Tu certificado lo emite la SEP, no solo una plataforma
Al demostrar la competencia recibes un certificado emitido por la Secretaría de Educación Pública a través del Gobierno del Estado de México: un documento oficial que puedes presentar con confianza ante cualquier empleador o institución.
Tu certificado con INEC
- Lo emite la Secretaría de Educación Pública (SEP), a través del Gobierno del Estado de México
- Documento oficial con folio verificable en línea
- Lo otorga la Universidad Tecnológica Fidel Velázquez
Otras plataformas en línea
- Constancia privada emitida por la misma plataforma
- Solo acredita horas cursadas o asistencia
- Sin respaldo de una autoridad educativa
Tu itinerario, de la inscripción al certificado
- 1
Inscripción con pago único
Pagas $2,800 MXN una sola vez y entras de inmediato al curso.
- 2
Estudias a tu ritmo
13 unidades con videos, lecturas y actividades, disponibles 24/7 durante 12 meses.
- 3
Cuestionarios por unidad
Cuestionarios para comprobar lo aprendido.
- 4
Certificado
Emitido por la SEP a través del Gobierno del Estado de México, con folio verificable.
Un certificado oficial de la SEP
- Emitido por la Secretaría de Educación Pública (SEP), a través del Gobierno del Estado de México. No es una constancia privada: es un documento oficial, y ese respaldo marca la diferencia frente a otras plataformas en línea.
- Contenido impartido por Arnold Oberleiter.
- Folio y QR verificables para compartirlo con quien te contrate.
Empieza hoy, a tu ritmo
Un solo pago y acceso inmediato al curso completo durante 12 meses.
- 13 unidades · 93 lecciones · 60 h
- 12 meses de acceso
- Certificado emitido por la SEP (Gob. del Estado de México) con folio verificable
Sobre tu inscripción
¿Cómo es el pago?
Un solo pago de $2,800 MXN. No hay mensualidades ni cargos recurrentes.
¿Cuánto tiempo tengo acceso?
12 meses desde tu inscripción, 24/7, para avanzar a tu ritmo.
¿Quién imparte el contenido?
El curso es impartido por Arnold Oberleiter; INEC gestiona tu inscripción, evaluación y certificado.
¿Qué pasa cuando vence mi acceso?
Puedes renovar tu cuenta tú mismo desde la plataforma, sin trámites ni esperas.


