AI agent teams waste massive tokens for barely measurable quality gains, research finds. Vals AI reports that multi-agent setups cost up to 5.1× more tokens, yet only 25% of tests with GPT‑6 Sol or Claude Opus 5.5 show measurable improvement. Anthropic’s data confirms quality plateaus beyond ten agents while costs rise.
Opening Kapyn…