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Cohere researchers test multi-agent coding teams against single agents using ProgramBench and Commit0-Lite benchmarks. While teams outperform solo agents on complex tasks, they cost 14 times as much and take 13 times as long. The study evaluates five design variables including model heterogeneity and asynchronous leads to find efficient configurations for software development.
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