Study finds multi‑agent AI teams consume far more tokens for modest or no quality gains

Vals.ai benchmarked OpenAI’s GPT‑6 Sol and Anthropic’s Claude Opus 5.5 as single agents versus coordinated teams on a full‑stack web‑app task, revealing steep cost increases and only limited performance improvements.