The evidence behind the guides

Sources library

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

Sources for Biological synthesis uplift

1 source

Guide citations are still under editorial review.

UK AI Security Institute · 2025 Evaluation report

Frontier AI Trends Report (original source, new tab)

Tests through October 2025 show capability trends in bounded tasks; these are not proof of end-to-end harmful real-world success.

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