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The article argues that most 'agentic' systems are actually single agents with tools, highlighting the high costs and complexity of multi-agent setups. It outlines three valid multi-agent patterns—orchestrator-worker, pipeline, and peer-to-peer—and provides criteria for deciding when to use them versus a single agent.