AI agent teams waste massive tokens for barely measurable quality gains, research finds

Research from Vals AI shows that teams of AI agents barely outperform solo agents while costing up to 5.1 times more. Only one out of four tests with GPT-6 Sol and Claude Opus 5.5 showed a measurable quality gain. Anthropic's own data confirms that beyond ten agents, quality plateaus while token costs keep climbing.