Stanford and Together AI paper shows self-organizing agent teams beat routing
The non-obvious finding is that letting agents write their own teamwork protocol beats even an oracle that picks the best individual answer, and the protocol transfers across benchmarks after training on just 15 problems. Builders of multi-agent systems can copy this approach instead of hand-tuning roles and pipelines, with off-the-shelf models like DeepSeek-V3 already sufficient as team members.
