# Mixture of Agents

> Together AI is the latest to demonstrate that agentic orchestration of cheap LLMs can produce better results than directly using expensive LLMs.

By [Ryan Porter](https://anth.us/ryan) · Published 2024-07-14

Canonical: https://anth.us/articles/mixture-of-agents/

Together AI is the latest to demonstrate that agentic orchestration of cheap LLMs can produce better results than directly using expensive LLMs, in [*Mixture-of-Agents Enhances Large Language Model Capabilities*](https://arxiv.org/pdf/2406.04692)

::image{
  src="images/posts/mixture-of-agents.jpg"
  alt="Agentic orchestration of cheap LLMs can produce better results than directly using expensive LLMs"
}

::image{
  src="images/posts/mixture-of-agents-spider.jpg"
  alt="A spider chart showing results from multi-agent orchestration."
}