AINeutralarXiv – CS AI · 8h ago6/10
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Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams
Researchers introduce AgentCARD, a benchmark suite for optimizing LLM agent teams by evaluating different role assignments and deployment modes. The study demonstrates that heterogeneous teams using specialized models can achieve 44% accuracy improvements over homogeneous setups or match top performance at 12x lower cost through hybrid deployment strategies.