Claim · 2025-06-12 · publication · Stated in source · Supported

The RAND working paper of 12 June 2025 states that flawed safety assessments resting on tacit knowledge and inadequate benchmarks may create a false sense of security, leading to weak safeguards and regulatory gaps.

One recorded claim. The claim panel gives its qualification, the source passages with their place in each source, and how it was checked.

What it connects

Contemporary AI foundation models increase biological weapons risk → articulates → Published evaluations do not establish real-world biological risk

Where it appears

Arguments about AI and biological risk →

Claim and evidence

Contemporary AI foundation models increase biological weapons riskarticulates ↓Published evaluations do not establish real-world biological risk

Machine-checked, not reviewed by an editorStated in sourceSupported

Supporting evidence: primary · 1 source

Subject version: RAND working paper WR-A3853-1, arXiv v1 (12 June 2025) · Published 2025-06-12 · Effective date not established
Date: 2025-06-12 · publication
Role: Articulation
Register (kind of text): Nonfiction
Scope of the passage: Argues that the direction of the measurement error is an understatement of risk.

Scope and limitsThe record documents what this working paper states about published assessments; it is not evidence that the proposition is true. The paper argues that assessments understate risk, where other texts recorded on this proposition argue that the evidence is too thin to decide; the record does not reconcile them. Only the summary's argument about assessment methods is cited; the paper's technical content was excluded and is not paraphrased.

The evidence 01

primary sourceSupports the claim

Contemporary AI foundation models increase biological weapons risk

RAND Corporation (working paper WR-A3853-1), posted to arXiv · Publication date unknown

Cite the original source

Cite the original document, not Selekoa. Check these details against it.

Source excerpt

“Flawed safety assessments that rely on tacit knowledge and inadequate benchmarks may create a false sense of security, leading to weak safeguards and regulatory gaps.”

Location in source Summary, p. iv (PDF p. 4)

How it was read Retrieved directly from the publisher

Machine-checked · 2026-10-30

Source details and check notes

Authors: RAND Corporation (working paper WR-A3853-1), posted to arXiv
Version: Retrieved for the candidate pack on 2026-10-28 (SHA-256 1cc64de0a880543bda08d64374ee47539c029c55b187ab3f4e66603e3f8ad7e5). arXiv v1 of 12 June 2025; the PDF is the RAND working paper WR-A3853-1 of June 2025, marked "not been formally reviewed or edited" Retrieved again at admission on 2026-10-30 (SHA-256 1cc64de0a880543bda08d64374ee47539c029c55b187ab3f4e66603e3f8ad7e5, the same bytes).
Canonical address: Open the canonical source ↗
Accessed: 2026-10-28
Language: English (en)
Attribution: RAND Corporation (working paper WR-A3853-1), posted to arXiv, “Contemporary AI foundation models increase biological weapons risk”.
Reuse: No open redistribution licence asserted. Bibliographic metadata, editorial paraphrases and short attributed quotations (at most 50 words each). Recheck terms before wider redistribution.
Check notes: Candidate pack passage, AI and biosecurity (research/ai-bio). The quotation (25 words) matched the text retrieved for the candidate pack on 2026-10-28 and again at admission on 2026-10-30, in a fresh retrieval whose SHA-256 equals the pack’s. Matching ignored differences of whitespace, case, quotation marks, dashes and Unicode compatibility forms, so the source’s typography can differ. The paper is the primary source for its own argument. A cross-family machine check (2026-10-30, item 117) re-read the record’s sources and found full support. No human editorial review.

Status and meaning

Editorial status. Not reviewed by an editor. An exploratory record that no editor has accepted. This status does not say whether a person has read any linked passage. Each evidence record above shows how it was checked.

Relation. A passage of the document meets the proposition’s criterion. The record documents what the text states, in its register (fiction and satire are labelled); it is not evidence that the proposition is true and implies no influence on or from another text.

Date. Date of the arXiv v1 submission of the working paper.

Record ID ab-arg-d3-brent-articulates