Sometimes one agent is the wrong shape and you want several specialists that coordinate. This lesson covers when multi-agent actually helps (genuinely separable roles) versus when it just adds cost and failure modes, and A2A (agent-to-agent) as the emerging way agents communicate across systems.

The judgment matters more than the plumbing: most problems do not need multiple agents, and knowing when they do is the skill. Demoed live from prepared examples.