Highly effective Collaboration of AI Brokers with CrewAI | by Toon Beerten | Feb, 2024


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A hands-on advertising use case

Toon Beerten

Towards Data Science
Picture by creator (with)

On this article, I’ll present you the best way to orchestrate AI puppets to efficiently sort out a real-life advertising problem the place the brokers work collectively to:

  • analyze buyer information profiles
  • choose the perfect merchandise for focused advertising
  • create compelling promotional textual content for these merchandise.

We’ll use a brand new framework known as CrewAI, enabling autonomous AI brokers to collaborate and obtain frequent objectives. Every little thing is documented within the offered Colab pocket book, so you may replicate and adapt it to your personal use case.

CrewAI is a brand new framework that facilitates the collaboration of AI brokers. The brokers can undertake particular roles, share frequent goals, and — as an entire — operate as an environment friendly workforce. It’s open supply and constructed upon Langchain. Some alternate options in the identical subject are Microsofts AutoGen and ChatDev.

Picture taken from official documentation

The principle ideas of CrewAI revolve round three core entities: Brokers, Duties, and Crews.

  1. Brokers: These are standalone models programmed to carry out duties , make selections and talk with different brokers. They’ll use Instruments which may be easy search capabilities or complicated integrations involving different chains, APIs, and so forth.
  2. Duties: Duties are assignments or jobs that an AI agent wants to finish. They’ll embrace further data like which agent ought to do it and what instruments they may want.
  3. A Crew is a workforce of brokers, every with a selected function, that work collectively to attain a standard objective. The method of forming a crew includes assembling brokers, defining their duties and establishing a sequence of process execution.

To check out what it’s able to, I devised the next situation…

Think about you’re the head of a neighborhood retailer. Subsequent week you’ll run a promotion marketing campaign on 12 merchandise. Which merchandise will you goal to which clients? As you may…



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