Chapter 1
The limits of the lone brain
Chapter 2
Neuro-symbolic AI: Logic meets intuition
Chapter 3
Mixture of Agents: The ultimate group chat
Chapter 4
The full toolbox: RAG, physics, and play
Ch 3 · Mixture of Agents: The ultimate group chat
007skaty Multiple distinct AI models answer a prompt, allowing an aggregator model to combine their best insights into one superior response.
007skaty The collaborativeness effect proves that even smaller, cheaper AI assistants improve the final output
Quiz
How does the collaborativeness effect help reduce the cost of running high-quality AI?
Quiz
What surprising discovery did researchers make about the collaborativeness of AI models?
Fun Fact
Teamwork works: Research shows that a large AI model writes significantly better answers when it can review drafts written by smaller, much cheaper AI models.
BETA
007skaty Stack different AI tools to discover how mixing all types of AI solves complex challenges.
Quiz
What is a key difference between Mixture of Agents (MoA) and a standard model ensemble?
Glossary
mixture of agents (noun)
A system that combines outputs from multiple artificial intelligence models to produce a single, refined response. Together AI researchers introduced this collaborative framework in 2024 to surpass the capabilities of individual frontier models.
A system that combines outputs from multiple artificial intelligence models to produce a single, refined response. Together AI researchers introduced this collaborative framework in 2024 to surpass the capabilities of individual frontier models.
007skaty The Digital Boardroom
We got a panel of models debating in the room (debate in the room!) / And the aggregator blends them to make the answer bloom (make it bloom!)
Quiz
Why is it beneficial to use different AI architectures or brands in a single MoA team?
Quiz
In an MoA team designed to write a medical report, what role would a highly logical, rule-based model likely play?