The evidence behind the guides

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Browse by topic or search for a study, author or question. Open evidence notes to see what a source can—and cannot—tell us.

TopicCollection

Sources for Multi-agent race to the bottom

1 source

Guide citations are still under editorial review.

Hammond and colleagues · Cooperative AI Foundation 2025 Research risk framework

Multi-Agent Risks from Advanced AI (original source, new tab)

Distinguishes miscoordination, conflict and collusion with examples and research; proposed scenarios are not all observed incidents.

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