Great to see multi-agent systems getting serious engineering attention.
One thing we think about a lot: as agents get more capable, the orchestration layer matters just as much as the models themselves.
Our work on Symphony explores what happens when you remove the central controller entirely and let agents coordinate across consumer hardware through decentralized task allocation and weighted voting.
We've achieved up to 41.6% accuracy gains over centralized frameworks, running on commodity GPUs with <5% orchestration overhead.
Find out more in our Symphony paper:
New on the Anthropic Engineering Blog:
How we use a multi-agent harness to push Claude further in frontend design and long-running autonomous software engineering.
Read more: