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LLM Agent Cookbook: From ReAct to Multi-Agent in 4 Weeks

A 4-week curriculum for LLM Agent development using ReAct, LangGraph, and CrewAI.

LLM Agent Cookbook: From ReAct to Multi-Agent in 4 Weeks

LLM Agent Cookbook: From ReAct to Multi-Agent in 4 Weeks

Not sure where to start with LLM Agent development? You've heard of the ReAct pattern but don't know how to implement it? Curious about LangGraph and building multi-agent systems with CrewAI? This Cookbook has the answers.

Why LLM Agents?

LLMs like ChatGPT and Claude are powerful but have limitations:

  • No access to real-time information
  • Cannot interact with external systems
  • Cannot execute complex multi-step tasks

Agents overcome these limitations. Give an LLM tools, and let it reason and act autonomously.

Curriculum Overview

Week 1: Foundations

  • Understanding and implementing the ReAct pattern
  • How Tool Calling works
  • Designing robust schemas with Pydantic

Week 2: Enhanced Reasoning

  • RAG and Memory systems
  • Building complex workflows with LangGraph
  • Improving retrieval quality with Self-RAG

Week 3: Multi-Agent Systems

  • Building teams with CrewAI
  • MCP and Agent-to-Agent communication
  • Orchestration with Supervisor patterns

Week 4: Production Deployment

  • Building safety with Guardrails
  • Implementing Human-in-the-Loop
  • Deploying with FastAPI + Docker
  • Prompt optimization with DSPy

Key Features

  • Hands-on Jupyter Notebook exercises
  • Weekly real-world projects
  • Solution code available on GitHub
  • Bilingual support (Korean/English)
  • Integration with DrillCheck AI interview practice

Who Is This For?

  • Those with basic Python knowledge
  • Anyone with LLM API experience
  • Developers wanting to build their own agents
  • Engineers looking to deploy agents in production

Get Started

Start building production-ready LLM Agents in just 4 weeks with this free Cookbook.

Go to LLM Agent Cookbook

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