AI Agents

Building your first multi-agent system with open tools

I ITPulse SG Editors 5 min read Published Jul 27, 2026

You do not need a giant vendor stack to experiment. A coordinator plus a few specialised workers gets you surprisingly far.

Building your first multi-agent system with open tools

Multi-agent systems sound intimidating, but a useful first version is smaller than you think: one coordinator that delegates to a few specialised workers.

A minimal shape

Start with a planner that breaks a goal into steps, a set of tool-using workers (search, code, summarise), and a critic that checks the result before it is returned.

Try it locally first

Open frameworks let you wire this together on a laptop. Measure where it helps before promoting anything to production.

This article is illustrative sample content for a demonstration site and is not professional advice.

X f in 🔗

Related Stories