AI agent teams waste massive tokens for barely measurable quality gains, research finds
Vals AI finds agent teams cost up to 5.1x more than solo agents for almost no quality gain.
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Self-Organizing Agent Teams Learn to Reason Together
Self-organizing agent teams learn collaboration strategies and beat their strongest member on math and physics benchmarks.