How does multi-agent orchestration work in LLM systems?

Multi-agent systems coordinate multiple LLMs or tools to solve complex tasks collaboratively.

Multi-agent orchestration breaks tasks into sub-problems handled by specialized agents (planner, retriever, executor, validator). Each agent uses an LLM or tool and communicates via structured messages. This improves modularity, reasoning depth, and tool usage efficiency.