Glossary

Multi-agent system

Several specialised agents coordinating on a task, each with a narrow role and its own tools.

Splitting work across specialised agents can improve reliability, a research agent, a drafting agent, a checking agent, because each has a smaller, better-defined job.

It also multiplies failure modes and cost. Every hand-off is a place where context is lost.

A useful test before adopting one: can you describe what each agent knows that the others do not? If the answer is nothing, you have split one agent across several prompts and added hand-off failures for no gain. Genuine specialisation, different tools, different permissions, different context, is what makes the pattern pay.

Commonly misunderstood: Multi-agent architectures are often adopted for elegance rather than need. One well-scoped agent beats three poorly coordinated ones.

Related terms, in context

The concepts you almost always meet alongside multi-agent system.

AI agent
A system that plans a sequence of steps, calls tools, and changes state in real systems, rather than only producing text.
Tool calling
Letting a model invoke defined functions with structured arguments, so it can act rather than only describe.

Where this shows up in our work

Multi-agent system is not an abstraction for us. It is a decision we make on live projects. It shows up most directly in ai agent development, agentic workflow automation, where getting it wrong has a cost someone can measure.

If you are evaluating a vendor on this, the useful question is not whether they can define the term. It is what they measure, what they would refuse to do, and what happens in their system when the assumption behind multi-agent system stops holding.

Questions

What is Multi-agent system?

Several specialised agents coordinating on a task, each with a narrow role and its own tools.

What do people get wrong about multi-agent system?

Multi-agent architectures are often adopted for elegance rather than need. One well-scoped agent beats three poorly coordinated ones.

Does Orqent Labs build this?

Yes, AI Agent Development and Agentic Workflow Automation. We work across India, covering all 19,238 PIN codes remotely.

Building something that involves multi-agent system?

We will tell you honestly whether it is the right approach for your problem.

Or email bd@dtrasglobal.com · call +91 74118 77878