OpenAI and Anthropic are selling the same next step for AI agents: more of them. Claude Code now forks subagents by default, and Sol Ultra fans a problem across up to 64. Google Research ran the controlled test, and the answer is a split: more agents help work that breaks into independent pieces and hurt work that runs as one dependent chain, by up to 70%. Which one your task is decides whether the swarm is an upgrade or a tax.
OpenAI (GPT-5.6 Sol Ultra) and Anthropic (Claude Code subagents), and the industry 'more agents are better' heuristic, August 2026. Recorded 19 August 2026. Our ruling means: literally true, materially misleading.
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“Using AI for just 10 minutes erodes your ability to persist at hard things”
TRUE, BUTBerkeley News (UC Berkeley), headline on a 9 Oct 2026 story about an arXiv preprint; reached the Hacker News front page
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