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James Zou

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00:00
2026-07-02
machinelearning.apple.com
large-language-models

Multi-Agent Teams Hold Experts Back

A study by researchers including Aneesh Pappu and James Zou found that self-organizing multi-agent LLM teams fail to match the performance of their best individual expert, with losses up to 41.1% on M…

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