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Forecasting LLM-Enabled Biorisk and the Efficacy of Safeguards

confirmed95% confidence

1 evidence check

Last checked: 3/26/2026

The source text directly confirms all key fields in the record. The title matches exactly, the authors are listed in full (Williams, Righetti, Rosenberg et al. is an accurate shorthand for the full author list), the publication date is confirmed as July 1, 2025 (matching 2025-07), the URL is provided, and the publication type as a research paper is confirmed. All verifiable claims in the record are supported by the source.

Evidence — 1 source, 1 check

confirmed95%Haiku 4.5 · 3/26/2026
Found: Title: 'Forecasting LLM-Enabled Biorisk and the Efficacy of Safeguards'; Authors: Bridget Williams, Luca Righetti, Josh Rosenberg, Rebecca Ceppas de Castro, Otto Kuusela, Rhiannon Britt, Emily Soice,

Note: The source text directly confirms all key fields in the record. The title matches exactly, the authors are listed in full (Williams, Righetti, Rosenberg et al. is an accurate shorthand for the full author list), the publication date is confirmed as July 1, 2025 (matching 2025-07), the URL is provided, and the publication type as a research paper is confirmed. All verifiable claims in the record are supported by the source.

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Record type: publication

Record ID: TOM4zHcHmc

Source Check: Forecasting LLM-Enabled Biorisk and the Efficacy of Safeguards | Longterm Wiki