
AI Agents Bootcamp
Build production AI agents from first principles.
Start from a single LLM call and build up to reasoning loops, tools, memory, RAG, and multi-agent systems. Master every major framework — LangChain, LangGraph, CrewAI, Smolagents, Google ADK, and n8n — through hands-on projects, then turn agents into shippable products.
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00What Is an AI Agent?5 capsules
What Is an AI Agent? — 5 chapters.
01Why Agents, Why Nowintuitionfree14 min02From LLM to Agentconcept🔒14 min03The Anatomy of an Agentconcept🔒14 min04The Agent Landscape and Real-World Use Casesintuition🔒12 min05Setup: API Keys and Your Environmentcode🔒12 min01The Engine: Large Language Models4 capsules
The Engine: Large Language Models — 4 chapters.
06What Is a Large Language Model?concept🔒13 min07How GPT Was Built: From GPT-1 to GPT-3deep-dive🔒12 min08Prompting: The Agent's Control Surfaceconcept🔒14 min09Your First LLM Call in Codecode🔒13 min02Reasoning, Tools, and the Agent Loop6 capsules
Reasoning, Tools, and the Agent Loop — 6 chapters.
10Chain-of-Thought: Teaching Models to Think Step by Stepdeep-dive🔒13 min11ReAct: Interleaving Reasoning and Actingdeep-dive🔒14 min12What Are Tools, Really?concept🔒16 min13Toolformer: How Models Learn to Use Toolsdeep-dive🔒13 min14Build a ReAct Agent From Scratchproject🔒16 min15Generative Agents and the Idea of Memorydeep-dive🔒15 min03Frameworks I: LangChain and Smolagents6 capsules
Frameworks I: LangChain and Smolagents — 6 chapters.
16Why Agent Frameworks Existconcept🔒14 min17LangChain: Models, Prompts, and Chainsconcept🔒13 min18LangChain Agents: Tools and Memorycode🔒14 min19Langflow: Building Agents Visuallyconcept🔒14 min20Smolagents: Agents That Write Code to Actcode🔒14 min21Seeing Inside Your Agent with Langfusecode🔒13 min04Multi-Agent Systems and Browser Agents5 capsules
Multi-Agent Systems and Browser Agents — 5 chapters.
22Why One Agent Is Not Enoughintuition🔒12 min23Multi-Agent Architectures: Managers and Workersconcept🔒14 min24Build a Multi-Agent Systemproject🔒17 min25Browser Agents: Giving Agents Eyes and Handscode🔒14 min26Coordination, Cost, and Failure Modesdeep-dive🔒14 min05Retrieval: RAG and Agentic RAG6 capsules
Retrieval: RAG and Agentic RAG — 6 chapters.
27Why Agents Need Retrievalintuition🔒14 min28Embeddings and Vector Searchmath🔒12 min29The RAG Pipeline: Chunk, Embed, Retrieve, Generateconcept🔒15 min30Build a RAG System with LlamaIndexproject🔒13 min31Agentic RAG: Retrieval as a Toolcode🔒13 min32Evaluating and Improving RAG Qualitydeep-dive🔒15 min06Frameworks II: LangGraph and CrewAI6 capsules
Frameworks II: LangGraph and CrewAI — 6 chapters.
33LangGraph: Agents as State Machinesconcept🔒12 min34Nodes, Edges, and Conditional Routingcode🔒13 min35Cycles, Checkpoints, and Human-in-the-Loopdeep-dive🔒15 min36CrewAI: Role-Based Agent Teamsconcept🔒14 min37CrewAI: Tasks, Tools, and Sequential vs Hierarchical Processescode🔒14 min38Build a Research-and-Write Crewproject🔒14 min07Frameworks III: Google ADK and n8n Automation5 capsules
Frameworks III: Google ADK and n8n Automation — 5 chapters.
39Google ADK: Google's Agent Development Kitconcept🔒14 min40Building an Agent with Google ADKcode🔒13 min41n8n: Agents Inside No-Code Automationsconcept🔒14 min42Build an n8n Agent Workflowproject🔒14 min43Choosing the Right Frameworkintuition🔒18 min08From Agents to Products4 capsules
From Agents to Products — 4 chapters.
44End-to-End Industrial Agent Projectsproject🔒14 min45Productionizing Agents: Cost, Latency, and Reliabilitydeep-dive🔒15 min46Go-to-Market and Monetizing Agentsintuition🔒17 min47Capstone: Design and Ship Your Own Agentproject🔒18 minRatings & reviews
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