Design Multi-Agent AI Systems Using MCP and A2A

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Deploying Multi-Agent Systems

In the previous chapter, we covered testing, debugging, and troubleshooting multi-agent systems. We explored common failure modes such as hallucination and tool misuse, instrumentation and observability strategies, debugging techniques for coordination failures, and designing for resilience through redundancy and graceful degradation. We used MAKDO throughout as a concrete example to illustrate these concepts.

Now, it’s time to deploy MAKDO for real. But running multi-agent systems in production introduces new challenges around deployment architecture, service discovery, networking, and security. How do you deploy agents across multiple environments? How do they communicate securely? How do you manage credentials ...