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Table Of Contents
Design Multi-Agent AI Systems Using MCP and A2A
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Earlier in the chapter, we discussed different agent orchestration paradigms. Now, let’s explore how to design effective workflows for multi-agent systems. Designing collaborative agent workflows involves decomposing complex tasks into manageable subtasks, assigning appropriate roles to each agent, and establishing clear communication protocols. Let’s start with answering the most basic question: How do you divide a complex task into a pipeline of multiple agents?
One of the most critical decisions in multi-agent system design is how to decompose complex tasks into manageable agent roles. Effective decomposition requires identifying natural boundaries where different types of expertise, tools, or responsibilities can be cleanly separated. Here are the key strategies and practical examples.
The most intuitive approach is to divide agents based on specialized...