Mastering Agentic AI: The Multi-Agent Collaboration Pattern

mail@carlosprados.com (Carlos Prados) — Tue, 23 Jun 2026 00:00:00 +0000

In the previous post, Planning gave our agents the ability to decompose complex objectives into actionable steps. That’s the bridge from reacting to strategizing. But there’s still an implicit assumption underneath every pattern we’ve covered so far: one agent does the work. One LLM, one set of instructions, one persona.

That assumption breaks the moment the problem genuinely spans multiple domains. A research project needs a researcher, an analyst, and a writer — each with different prompts, different tools, different ways of thinking. Stuffing all three roles into a single prompt produces mediocre versions of all three.

Multi-Agent on EnRedAndo Me - Carlos Prados

Mastering Agentic AI: The Multi-Agent Collaboration Pattern