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Building LLM Agents with LangGraph #1: Introduction to LLM Agents & LangGraph

14 min readFeb 28, 2025

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LLM agents are a very powerful tool for automating complex workflows. In this first article of the Building LLM Agents with LangGraph series, we lay the foundation for understanding LLM agents and their agentic workflows.

We explore what LLM agents are, the fundamental building blocks that make them work, and the concept of agentic workflows. By diving into key design patterns, such as self-reflection, tool use, planning, and multi-agent collaboration, readers will gain insights into how these patterns enhance agent capabilities.

The article also introduces LangGraph, a framework designed to streamline the creation and management of LLM agents, highlighting its core concepts and advantages. This introduction serves as the gateway to mastering the principles and practicalities of building LLM agents with LangGraph, which we will build in the coming articles.

This article is the first article in the ongoing series of Building LLM Agents with LangGraph:

  • Introduction to Agents & LangGraph (You are here!)
  • Building Simple ReAct Agent from Scratch (Coming Soon!)

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Towards AI
Towards AI

Published in Towards AI

We train AI Engineers. We deploy Enterprise AI. Join 100K+ AI practitioners at Towards AI Academy or reach out for help making your company AI native. towardsai.com