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Multi-Agent Patterns

A single agent with more tools is usually simpler and cheaper than several agents talking to each other. Multi-agent earns its complexity when one model juggling every tool starts picking the wrong one, or when responsibilities are cleanly separable (a researcher, a writer, a reviewer) and keeping their contexts and system prompts separate improves each one's accuracy.