Vizuara Books
AI Agents Bootcamp
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Vizuara AI Labs · intermediate

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.

intermediateagentsllmtoolsraglanggraphcrewai
47 capsules221 figures~11 hoursby Dr. Raj Dandekar

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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 min
01The 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 min
02Reasoning, 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 min
03Frameworks 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 min
04Multi-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 min
05Retrieval: 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 min
06Frameworks 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 min
07Frameworks 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 min
08From 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 min

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