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Vals AI research finds AI agent teams cost 1.8x to 5.1x more than single agents with almost no quality gains. Only GPT-6 Sol at medium reasoning showed a 7.3 point improvement. OpenAI researcher Noam Brown confirmed multi-agent systems mainly buy speed, not better quality, citing a coordination tax.
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