This article explains how to build a multi-agent system using the Mosaic AI Agent Framework and Genie spaces from Databricks. It highlights the advantages of Genie agents, which allow users to engage with structured data through natural language queries, offering more flexibility than traditional SQL tools. The system can combine Genie agents with other agents to query both structured and unstructured data. The article also covers the steps for authenticating Genie agents using Personal Access Tokens (PAT) to ensure secure access to Genie Spaces and their resources. Additionally, it provides practical examples for setting up a multi-agent Genie system, making it easier for users to create and manage their AI-driven solutions.
Creating Multi-Agent Systems with Mosaic AI and Genie Framework
This article explores how to design a multi-agent system by utilizing the Mosaic AI Agent Framework alongside Genie Spaces. For more detailed guidance, check the resources on setting up and managing an AI/BI Genie space.
Benefits of Genie Agents
Multi-agent systems consist of various AI agents collaborating together, with each agent possessing unique abilities. One such agent, Genie, enables users to engage with structured data through natural language prompts. Unlike traditional SQL function tools, which only execute predefined queries, Genie provides the flexibility to craft innovative queries that address unfamiliar user inquiries spanning across multiple tables. By integrating Genie agents with Retrieval-Augmented Generation (RAG) agents, users can access structured and unstructured data seamlessly. The Agent Framework enhances this by allowing agents to share contextual answers, providing users with comprehensive insights derived from diverse sources.
Genie Authentication Using a Personal Access Token (PAT)
In order for deployed agents to have access to a Genie Space, they must authenticate, ensuring secure interactions with essential resources like Functions, Tables, and SQL Warehouses. Databricks suggests enrolling in the “Genie Space embedded credentials” feature to simplify this authentication process. You can reach out to your Databricks account team for participation opportunities. A Personal Access Token, or PAT, is key for this authentication and can either be created for an individual or a service principal. To maintain uninterrupted service, remember that these tokens have an expiration date and require regular rotation.
Multi-Agent Genie System Example
To learn more about creating a multi-agent system, utilize the existing resources that demonstrate the integration of LangGraph with Genie. This combination allows for a powerful setup of collaborative AI agents, enhancing your capability to handle complex queries efficiently. The notebook provided in the resources will walk you through the specifics of implementing this multi-agent setup.
By leveraging these technologies, organizations can significantly improve their data interactions and enhance decision-making processes with the help of AI-powered solutions.
What is Use Genie in multi-agent systems?
Use Genie is a tool designed to help different agents work together in a system. It makes sure they communicate well and coordinate their efforts. This improves efficiency and helps achieve shared goals more effectively.
How does Use Genie make communication easier?
Use Genie simplifies the way agents talk to each other. It uses clear messages and standard formats, so agents understand each other without confusion. This reduces misunderstandings and speeds up decision-making.
Can Use Genie work with any type of agent?
Yes, Use Genie is flexible and can be used with various kinds of agents. Whether they’re software agents or robots, as long as they can follow the Use Genie protocols, they can benefit from its features.
What are the benefits of using Use Genie in a multi-agent system?
Using Use Genie can lead to several advantages, including improved collaboration, faster problem-solving, and reduced errors. It helps agents work harmoniously, which can lead to better overall performance.
Is it hard to implement Use Genie in a system?
No, implementing Use Genie is designed to be user-friendly. The setup process is straightforward, and there are many resources available to guide users through it. Most people can get it running with a little practice.