Risk Governance · Technical report

Open Problems in Frontier AI Risk Management

NUWA research note · independent review pending

First published: Publication date not verifiedSource checked: 2026-10-28

NUWA Research Note

Research question Design and assumptions Source findings NUWA interpretation Limits and contrary evidence Research and decision relevance Evidence update Institutions and roles Original resources

Model-assisted reading · Abstract, contents and introduction only (pp. 1–3); later chapters have not been reviewed.

At a glance

Risk management is a staged decision process rather than a benchmark threshold alone.

Research question

Which gaps remain between evaluation evidence and a deployment decision?

Design and assumptions

This reading covers only the abstract, contents and introduction on pages 1–3 of the 81-page report. Those sections organise open problems into risk planning, identification, analysis, evaluation and mitigation, separating consensus, framework and implementation barriers.

Source findings

The introductory map treats risk management as a staged decision process with scientific and institutional gaps. It does not provide a single benchmark threshold sufficient for deployment.

NUWA interpretation

The introductory map is useful for governance research discovery. Until later chapters are read, their headings should not be presented as fully checked arguments or consensus conclusions.

Limits and contrary evidence

Only introductory material was selected. The remainder of the report and its individual arguments have not been audited in this integration.

Research and decision relevance

NUWA recommendation: Read the evaluation and mitigation chapters next, linking each decision claim to its own evidence and assumptions.

Precise source locations

Open Problems in Frontier AI Risk Management · PDF pp.1–3; table of contents; text lines 00024,00044,00140,00154,00155,00177,00226,00227Original resource captured 2026-10-28T07:25:52.921186+00:00; sha256:c8b80c04dab32c3b289afcf04a80e85f59d8743363d0b9421c99b785abaf123e

Source checking, extraction, editorial approval and replication are recorded separately. Methodology →

Evidence update · 2026-10-28

Model-assisted reading · independent evidence and bilingual editorial review pending. Values are source findings or inventory counts, separate from the trend result series.

Download source-bound evidence · JSON ↓

Institutions and roles

Affiliation not indexed in this review

Cite and reuse

Cite the original publication for its findings. Cite this NUWA record separately for its explanation and retained snapshot.

BibTeX ↓RIS ↓Record + source metadata · JSON ↓Reading coverage · JSON Suggest a correction

Original publication · BibTeX

@misc{risk-open-problems,
  title = {Open Problems in Frontier AI Risk Management},
  url = {https://arxiv.org/pdf/2604.25982},
  version = {Original resource captured 2026-10-28T07:25:52.921186+00:00; sha256:c8b80c04dab32c3b289afcf04a80e85f59d8743363d0b9421c99b785abaf123e},
  note = {Original resource captured 2026-10-28T07:25:52.921186+00:00; sha256:c8b80c04dab32c3b289afcf04a80e85f59d8743363d0b9421c99b785abaf123e}
}

NUWA record · BibTeX

@misc{risk-open-problems-nuwa,
  title = {Open Problems in Frontier AI Risk Management — NUWA research record},
  url = {https://whitzard.tech/en/nuwa/whitzard-index/work/risk-open-problems/},
  version = {2026-10-29.1},
  organization = {NUWA Frontier AI Safety Lab},
  howpublished = {Retained note edition: https://whitzard.tech/nuwa/whitzard-index/data/record-editions/2026-10-29.1--risk-open-problems.json},
  note = {NUWA research note. Source-reading scope and independent review status are stated on the record. Snapshot 2026-10-29.1. Retained note edition: https://whitzard.tech/nuwa/whitzard-index/data/record-editions/2026-10-29.1--risk-open-problems.json.}
}

Evidence snapshot 2026-10-29.1 · Index updates · RSS

References

[1] Open Problems in Frontier AI Risk Management ; PDF pp.1–3; table of contents; text lines 00024,00044,00140,00154,00155,00177,00226,00227