kapynResearch

Multi-Agent Teams Hold Experts Back

New research questions the effectiveness of unconstrained multi-agent LLM teams. Studies suggest fixed roles and workflows may outperform emergent coordination, challenging current deployment assumptions. This finding is crucial for developers optimizing LLM collaboration and performance.

Apple ML Research·Jul 2, 2026

Opening Kapyn…