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

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 11 қазан
**Author:** Matthias Bastian
**Source:** The Decoder
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/ai-agent-teams-waste-massive-tokens-for-barely-measurable-quality-gains

Teams of AI agents barely outperform solo agents but cost up to 5.1x more, according to Vals AI. Only one out of four tests with GPT-6 Sol and Claude Opus 5.5 showed a measurable gain. Anthropic's own data backs this up: beyond ten agents, quality plateaus while token costs keep…

> Материал бастапқы дереккөзден алынған: **The Decoder**
> [Толық мәтінді The Decoder сайтында оқу](https://the-decoder.com/ai-agent-teams-waste-massive-tokens-for-barely-measurable-quality-gains-research-finds/)

**Тегтер:** #Anthropic

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