Building Autonomous Multi-Agent Systems with CrewAI

What‘s Multi-Agent Autonomous System and How to build one with CrewAI and LangChain?

Mesut Duman
18 min readOct 23, 2024
Project Cover (AI Generated by Author)

Motivation

In fact, we are not unfamiliar with these concepts; we know them from movies. A person commands their AI, and the AI carries out these commands by using various tools. This is the path we are on today with the rise of AI systems. The era is gradually changing. In the past, people couldn’t undertake a task alone and would need a team. Without a team, they would either run out of energy after a while or hit the limits of their abilities. In the end, successful projects come from teams made up of individuals with different skills.

Teamwork makes the dream work.

However, these days a new technology has started to make a name for itself. We can call it the next phase of AI before AGI: ‘Agents.’ So, what are these agents? Before diving into the code, let’s talk a bit about the structure of multi-agent systems

How does it work?

To put the equation simply: Multi Agent Systems = AGENTs + TOOLs + TASKs It’s a system where multiple agents are equipped with various tasks and tools.

Agent

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Mesut Duman
Mesut Duman

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