A Stanford study finds that multi-agent systems often gain their performance edge simply by consuming more compute. The researchers identified specific exceptions where agent collaboration actually improves output quality. Practitioners should audit token usage before deploying complex agentic workflows. This suggests many current multi-agent gains are incremental rather than structural.