Build Multi-Agent AI Teams with RAG & Custom Tools
In the video titled ‘Build Multi-Agent AI Teams with RAG & Custom Tools! (No-Code) | FlowiseAI,’ Leon van Zyl demonstrates how to create multi-agent AI teams using FlowiseAI, with a focus on incorporating custom tools and vector stores. This tutorial is designed for users who want to build AI workflows without writing any code.
The video starts with an overview of the project: a research team that includes a supervisor and three workers. The supervisor orchestrates tasks among the workers, which include a research specialist, an email drafter, and an email sender. The research specialist uses a retriever tool to gather information from a PDF file stored in a vector store. The email drafter then formats this information into an email, and the email sender uses a custom tool to send the email.
Leon begins by creating a new agent flow and adding a supervisor and worker nodes to the canvas. He assigns roles to each worker and connects them to the supervisor. The video then introduces a useful tip for generating worker prompts using a prompt engineering team within FlowiseAI. This team helps create detailed system prompts for each worker, streamlining the setup process.
Next, Leon adds a retriever tool for the research specialist to access the vector store. He demonstrates how to upload a PDF file to the vector store and connect it to the retriever tool. The video shows how to test the tool by querying the vector store for information about Tesla’s revenue in 2023.
The tutorial then covers the creation of a custom tool for sending emails. Leon uses make.com to set up a webhook that receives the email draft from FlowiseAI and sends it using Gmail. He provides a detailed walkthrough of setting up the Gmail API credentials and configuring the webhook to send emails.
Finally, Leon tests the entire workflow by asking a question about Tesla’s revenue, which triggers the research specialist to retrieve the information, the email drafter to format the email, and the email sender to send the email. The video concludes with a successful test, showing the email received in the inbox.
Overall, this tutorial provides a comprehensive guide to building multi-agent AI teams using FlowiseAI, custom tools, and vector stores, all without the need for coding.