From Single to Multi-Agent Systems: Key Infrastructure Needs

**From Single to Multi-Agent Systems: Key Infrastructure Needs**

A multi-agent system leverages specialized agents to collaboratively handle complex workloads. Unlike single-agent systems, these require supporting infrastructure such as container orchestration, networking layers, messaging backbones, shared memory, and observability tools. In this article, we’ll take a look at the entire stack required for multi-agent systems from scratch. We’ll cover orchestration patterns, communication protocols, shared memory and state, compute and networking requirements, fault-tolerance, and observability. We’ll touch on real-world frameworks that demonstrate these concepts...

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