{"entities":[{"id":"openai","name":"OpenAI"},{"id":"anthropic","name":"Anthropic"},{"id":"xai","name":"xAI"},{"id":"microsoft","name":"Microsoft"},{"id":"rsp-2023","name":"Responsible Scaling Policy (2023)"},{"id":"intelligence-explosion","name":"Intelligence explosion"},{"id":"colossus","name":"Colossus"},{"id":"rsp-v2-1","name":"Anthropic Responsible Scaling Policy — v2.1"},{"id":"rsp-v2-2","name":"Anthropic Responsible Scaling Policy — v2.2"},{"id":"rsp-v3-3","name":"Anthropic Responsible Scaling Policy — v3.3"},{"id":"fsf-v3-1","name":"Google DeepMind Frontier Safety Framework — v3.1"},{"id":"faif-2025","name":"xAI Frontier Artificial Intelligence Framework — December 2025 edition"},{"id":"faif-2026","name":"xAI Frontier Artificial Intelligence Framework — June 2026 edition"},{"id":"sam-mccandlish","name":"Sam McCandlish"},{"id":"metr","name":"Model Evaluation & Threat Research"},{"id":"metr-bis-comment-2024","name":"METR comment on BIS reporting proposal (2024)"},{"id":"meta","name":"Meta"},{"id":"joelle-pineau","name":"Joelle Pineau"},{"id":"meta-faf-v1-1","name":"Meta Frontier AI Framework — Version 1.1"},{"id":"openai-inc","name":"OpenAI, Inc. (OpenAI Foundation)"},{"id":"openai-group-pbc","name":"OpenAI Group PBC"},{"id":"extropy-1992-futique-neologisms-2","name":"Futique Neologisms 2"},{"id":"creating-friendly-ai-2001","name":"Creating Friendly AI 1.0: The Analysis and Design of Benevolent Goal Architectures"},{"id":"shulman-2009-arms-control-intelligence-explosions","name":"Arms Control and Intelligence Explosions"},{"id":"seed-ai","name":"Seed AI"},{"id":"fast-or-hard-takeoff","name":"Fast or hard takeoff"},{"id":"agrawal-gans-goldfarb-2019-ambiguous-labor-market-impact-jep","name":"Artificial Intelligence: The Ambiguous Labor Market Impact of Automating Prediction"},{"id":"joshua-achiam","name":"Joshua Achiam"},{"id":"llion-jones","name":"Llion Jones"},{"id":"sakana-ai","name":"Sakana AI"},{"id":"zihang-dai","name":"Zihang Dai"},{"id":"joshua-s-gans","name":"Joshua S. Gans"},{"id":"axiom-odc-release-2025","name":"Axiom Space to Launch Orbital Data Center Nodes to Support National Security, Commercial, International Customers"},{"id":"oc3-terrestrial-constraints","name":"Terrestrial constraints as a reason for orbital compute"},{"id":"eu-investai-2025","name":"EU launches InvestAI initiative to mobilise €200 billion of investment in artificial intelligence (IP/25/467)"},{"id":"nscale","name":"Nscale"},{"id":"nscale-loughton","name":"Nscale AI Campus, Loughton, England"},{"id":"three-body-computing-constellation","name":"Three-Body Computing Constellation (三体计算星座)"},{"id":"bwc-msp-2025-wp4","name":"Scientific and Technological Advances in the Life Sciences since 1975: How the Last 50 Years Will Shape the BTWC S&T Advisory Mechanism (BWC/MSP/2025/WP.4)"},{"id":"securebio","name":"SecureBio"}],"claims":[{"id":"xai-colossus-2024","statement":"NVIDIA described Colossus as being used to train xAI’s Grok models.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"This is a supplier’s account of use at the stated date; legal ownership and independent performance verification are not established.","evidenceIds":["evidence-xai-colossus-2024"]},{"id":"issued-rsp-2-2","statement":"Anthropic published Responsible Scaling Policy v2.2, identified by its effective date of 2025-05-14.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"Publication means a public document expression exists. The date is labelled effective; publication is not evidence that its requirements were implemented or effective in practice.","evidenceIds":["evidence-issued-rsp-2-2"]},{"id":"sam-mccandlish-openai-affiliation-2020","statement":"The first version of Scaling Laws for Neural Language Models lists Sam McCandlish with an OpenAI affiliation.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"Printed affiliation does not establish employee/contractor status or tenure.","evidenceIds":["evidence-sam-mccandlish-openai-affiliation-2020"],"attributes":{"role":"Research author affiliation"}},{"id":"eval-i-metr-bis-publication","statement":"METR made available an author-hosted comment dated October 11, 2024 responding to BIS’s proposed AI reporting requirements.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"The document date does not establish when the comment was posted or received. Direct retrieval of the government docket failed. Author hosting does not establish docket receipt, adoption or causal policy influence.","evidenceIds":["evidence-eval-i-metr-bis-publication"]},{"id":"prov-rsp-2023-pause-training","statement":"RSP v1.0 states that Anthropic commits to pause training before a model's capability level outstrips the Containment Measures it has implemented.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"What the edition states, quoted from the cited expression. It is not evidence of implementation, compliance or effectiveness.","evidenceIds":["evidence-prov-rsp-2023-pause-training"],"attributes":{"provision":{"kind":"required_action","key":"rsp-pause-training"}}},{"id":"cs-openai-foundation-removes-pbc-directors","statement":"Under Section V.3 of OpenAI Group PBC’s certificate of incorporation filed on 28 October 2025, the holder of the Class N Common Stock may remove directors with or without cause while any Class N shares are outstanding; OpenAI states that the OpenAI Foundation holds these rights and can replace directors at any time.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"The certificate also lets holders of two-thirds of the other voting power remove directors, up to one-third of the board in twelve months; the Class N right is not exclusive. The holder’s identity rests on OpenAI’s statements, as in the record of the Foundation’s right to elect the board.","evidenceIds":["evidence-cs-openai-foundation-removes-pbc-directors-1","evidence-cs-openai-foundation-removes-pbc-directors-2"],"attributes":{"control":{"right":"removes_directors","instrument":"Class N Common Stock (certificate of incorporation, Section V.3)","stage":"effective"}}},{"id":"ts-a4-extropy-1992-context","statement":"The Extropy glossary of Winter 1991/92 defines a singularitarian as someone who advocates the idea that technological progress will produce a singularity in human history.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"The credit \"Mark Plus, August 1991\" is the entry’s attribution, not a publication date or evidence of origin.","evidenceIds":["evidence-ts-a4-extropy-1992-context"],"attributes":{"thought":{"roles":["context"],"register":"nonfiction","missing":"Defines an advocate of the technological singularity; no transition period or AI mechanism."}}},{"id":"ts-a2-cfai","statement":"Creating Friendly AI defines a seed AI as an AI designed for self-understanding, self-modification and recursive self-improvement.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"The sentence refers to General Intelligence and Seed AI, whose 2001 text says \"recursive self-enhancement\" instead.","evidenceIds":["evidence-ts-a2-cfai"],"attributes":{"thought":{"roles":["articulation"],"register":"nonfiction","attested":{"date":"2001-06-17","note":"The quoted wording is that of the 2001 HTML edition as captured on 2001-06-17; earlier version-history dates do not authenticate it."}}}},{"id":"ts-a1-shulman-2009","statement":"Shulman’s paper starts from the argument that human-level software would launch an extremely rapid technological transformation by designing its own successors, an \"intelligence explosion\" too fast for biological humans to supervise.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"The abstract attributes the argument to \"a number of commentators\"; the paper then discusses arms control.","evidenceIds":["evidence-ts-a1-shulman-2009"],"attributes":{"thought":{"roles":["articulation"],"register":"nonfiction","qualifier":"Reported as what commentators have argued; the paper starts from it.","attested":{"note":"MIRI reprint marked \"This version contains minor changes\"; not compared with the conference version."}}}},{"id":"lg-mx-pineau-meta-departure-2025","statement":"CNBC reported on 1 April 2025 that Joelle Pineau, Meta's vice president of AI research, had announced in a LinkedIn post that she would leave Meta, with 30 May as her last day.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"The record rests on reporting: CNBC relays Pineau's LinkedIn post, which was not retrieved. It establishes the announcement, not the actual last working day.","evidenceIds":["lg-ev-mx-pineau-meta-departure-2025"],"attributes":{"role":"Vice President of AI Research"}},{"id":"lg-gs-achiam-openai-departure-2026","statement":"WIRED reported on 7 July 2026 that OpenAI's chief futurist, Joshua Achiam, had notified colleagues that day that he would leave the company later that month.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"The record rests on reporting (WIRED, citing a note to staff it obtained); no post by Achiam or announcement by OpenAI was retrieved. WIRED relays from the note his own account of the decision; because the note itself was not retrieved, no reason is recorded.","evidenceIds":["lg-ev-gs-achiam-openai-departure-2026"],"attributes":{"role":"Chief Futurist"}},{"id":"lg-new-jones-sakana-cto","statement":"Sakana AI’s corporate information page, as retrieved on 15 October 2026, identifies Llion Jones as CTO.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"A snapshot of the title on an undated page; it does not establish when the role began.","evidenceIds":["lg-ev-new-jones-sakana-cto"],"attributes":{"role":"CTO"}},{"id":"lg-mx-dai-cofounded-xai","statement":"Business Insider reported on 25 March 2026 that Zihang Dai was among xAI's cofounders.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"The record rests on reporting; Dai is named in a list of cofounder departures. Not a legal founder record.","evidenceIds":["lg-ev-mx-dai-cofounded-xai"],"attributes":{"role":"Cofounder"}},{"id":"ap-joshua-s-gans-agrawal-gans-goldfarb-2019-ambiguous-labor-market-impact-jep","statement":"The Journal of Economic Perspectives article “Artificial Intelligence: The Ambiguous Labor Market Impact of Automating Prediction” (2019) credits Joshua S. Gans as one of its 3 authors.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"Credited co-authorship; it does not allocate parts of the text between authors or imply agreement with every passage.","evidenceIds":["evidence-ap-joshua-s-gans-agrawal-gans-goldfarb-2019-ambiguous-labor-market-impact-jep"]},{"id":"cmp-rsp-v3-3-d1-other","statement":"RSP · v3.3 states a provision on the comparison question “Other named domains”.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"A threshold row on sabotage by AI systems. Its industry-wide column calls for compartmentalization, monitoring, capability assessments and evidence on whether models tend to deceive, manipulate or sabotage their users. What the edition states, paraphrased from the cited expression with its page. It is not evidence of implementation, compliance or effectiveness, and a shared question does not make two editions’ provisions equivalent.","evidenceIds":["ev-cmp-rsp-v3-3-d1-other-1"],"attributes":{"provision":{"kind":"risk_domain","key":"comparison-d1-other","facet":{"id":"D1.other","status":"stated"}}}},{"id":"cmp-fsf-v3-1-d1-autonomy","statement":"FSF · v3.1 states a provision on the comparison question “Autonomy, self-improvement or AI research and development”.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"Machine learning R&D is tracked in a combined “ML R&D and Misalignment” domain with ML R&D acceleration level 1 and ML R&D automation level 1 (Table 3.2.2.a, PDF p. 15) and the “Stealth and Situational Awareness TCL” (PDF p. 14). What the edition states, paraphrased from the cited expression with its page. It is not evidence of implementation, compliance or effectiveness, and a shared question does not make two editions’ provisions equivalent.","evidenceIds":["ev-cmp-fsf-v3-1-d1-autonomy-1"],"attributes":{"provision":{"kind":"risk_domain","key":"comparison-d1-autonomy","facet":{"id":"D1.autonomy","status":"stated"}}}},{"id":"cmp-faif-2025-d1-cyber","statement":"FAIF · December 2025 edition states a provision on the comparison question “Cyber operations”.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"Named as a risk-assessment heading, with cyber benchmarks listed (for example Cybench and WMDP-Cyber, PDF p. 4). The edition says xAI will keep re-assessing the risk of cyber misuse in later releases and has not yet identified enforceable critical steps for cyber (PDF p. 6); it sets no cyber threshold. What the edition states, paraphrased from the cited expression with its page. It is not evidence of implementation, compliance or effectiveness, and a shared question does not make two editions’ provisions equivalent.","evidenceIds":["ev-cmp-faif-2025-d1-cyber-1"],"attributes":{"provision":{"kind":"risk_domain","key":"comparison-d1-cyber","facet":{"id":"D1.cyber","status":"stated"}}}},{"id":"cmp-faif-2026-d8-process","statement":"FAIF · June 2026 edition states a provision on the comparison question “Revision process and approval”.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"No review interval or approval body for revisions of the framework is stated; the edition says the Security Goal is to be reviewed at least every year (PDF p. 7). What the edition states, paraphrased from the cited expression with its page. It is not evidence of implementation, compliance or effectiveness, and a shared question does not make two editions’ provisions equivalent.","evidenceIds":["ev-cmp-faif-2026-d8-process-1"],"attributes":{"provision":{"kind":"revision","key":"comparison-d8-process","facet":{"id":"D8.process","status":"stated"}}}},{"id":"cmp-meta-faf-v1-1-d1-other","statement":"No passage meeting the comparison question “Other named domains” was found in Meta FAF · v1.1 within the inspected scope.","derivation":"inferred","resolution":"supported","inferenceRationale":"Premises: the comparison question asks for the following. Any further domain the edition names as tracked (for example misalignment, deceptive behaviour, sabotage of oversight). Research categories or monitored-only domains are recorded with their status as worded. Overlap rule: loss of control or misalignment defined through deception or undermining human oversight is recorded here; autonomy, self-replication and AI research and development go under “Autonomy, self-improvement or AI research and development”. The inspected scope of Meta FAF · v1.1 was: Whole edition, PDF pp. 1–21, read in the text layer of the decoded PDF of the Internet Archive capture of 2025-02-13; cover and PDF pp. 12–13 and 19 inspected visually. Method: the edition was read in full and its text layer searched case-insensitively for decep, misalign, sabot, oversight, domain. Hits examined and not counted: PDF p. 16, §4.1: deception concerns the reliability of evaluations; no deceptive-behaviour or loss-of-control outcome or monitored domain is named. Domain hits on PDF pp. 3, 7, 8, 10, 14, 16 and 21 refer to the two named domains, expert disciplines, possible future domains not yet named, or the glossary. The conclusion is bounded by that scope and method.","editorialState":"seed","qualification":"A recorded absence within the stated scope: not a claim that the provision was deleted, and not a statement about practice or intent.","evidenceIds":["ev-cmp-meta-faf-v1-1-d1-other"],"attributes":{"provision":{"kind":"risk_domain","key":"comparison-d1-other","facet":{"id":"D1.other"}}}},{"id":"cpo-ch-anthropic-azure-commitment","statement":"The joint announcement of 18 November 2025 by Microsoft, NVIDIA and Anthropic stated that Anthropic had committed to purchase $30 billion of Azure compute capacity and to contract additional compute capacity up to one gigawatt.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"A stated purchase commitment; no payment, term in years or delivery is shown. The $30 billion and the \"up to one gigawatt\" are stated as separate elements and are not combined here. The three parties published identical figures, so one record carries the statement.","evidenceIds":["evidence-cpo-ch-anthropic-azure-commitment-1","evidence-cpo-ch-anthropic-azure-commitment-2"],"attributes":{"transactionType":"cloud_services","relationshipContext":"external","transactionStage":"committed","amount":{"value":30000000000,"currency":"USD","bound":"exact","scope":"transaction"}}},{"id":"cpo-orb-oc3-axiom-2025","statement":"Axiom Space's release (April 2025) states that limitations of terrestrial data centres, including energy, cooling, real estate, licensing and permitting, are becoming increasingly apparent, and presents its orbital nodes as mitigating them.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"Company announcement; its nodes are small edge-processing units, not a replacement for terrestrial capacity.","evidenceIds":["evidence-cpo-orb-oc3-axiom-2025-1","evidence-cpo-orb-oc3-axiom-2025-2"],"attributes":{"thought":{"roles":["articulation"],"register":"nonfiction"}}},{"id":"cpo-dc-eu-investai-four-gigafactories","statement":"The InvestAI announcement states that the fund will finance four future AI gigafactories, and that the gigafactories will have around 100,000 latest-generation AI chips.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"A stated intention of the initiative; no gigafactory site is named, and chip counts are planned characteristics, not installations. The press release is marked \"Updated on 10/04/2025\"; the text read is that version.","evidenceIds":["evidence-cpo-dc-eu-investai-four-gigafactories-1","evidence-cpo-dc-eu-investai-four-gigafactories-2"],"attributes":{"provision":{"kind":"statement","key":"dc-eu-investai-four-gigafactories"},"quantity":{"value":100000,"unit":"chips (as worded: \"The gigafactories will have around 100 000 latest-generation AI chips\"; whether per gigafactory is not stated, though the release compares the figure with the AI factories)","bound":"approximate","measures":"chips"}}},{"id":"cpo-dc-nscale-loughton-microsoft","statement":"Nscale announced that it and Microsoft had entered a commitment on Nscale's AI Campus in Loughton, stated to deliver 50MW of AI capacity, scalable to 90MW, and initially to house 23,040 NVIDIA GB300 GPUs delivered in Q1 2027.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"A stated commitment whose terms are not given; capacity and GPU delivery are targets.","evidenceIds":["evidence-cpo-dc-nscale-loughton-microsoft-1","evidence-cpo-dc-nscale-loughton-microsoft-2"],"attributes":{"transactionStage":"committed","quantity":{"value":50,"unit":"MW (as worded: \"50MW of AI capacity, scalable to 90MW\")","bound":"exact","measures":"not_stated"},"statedDates":[{"kind":"delivery_target","date":"2027","wording":"Q1 2027","statedBy":"nscale"}]}},{"id":"cpo-orb-three-body-capacity-stated","statement":"Science and Technology Daily, relayed on ncsti.gov.cn, reported Zhejiang Lab as stating that the constellation's first mission reached an overall in-orbit computing power of 5 POPS and had deployed and verified 10 AI models and applications in orbit.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"Press-only, attributed to Zhejiang Lab; POPS is the lab's unit (peta operations per second) with no precision or benchmark stated. Ranking wording in the report is not adopted. Recorded as a stated status of the constellation; the cross-family check found no laboratory or operator text for it.","evidenceIds":["evidence-cpo-orb-three-body-capacity-stated-1","evidence-cpo-orb-three-body-capacity-stated-2"],"attributes":{"quantity":{"value":5,"unit":"POPS (as worded: '5POPS')","bound":"exact"}}},{"id":"ab-fw-rsp-v2-1-cbrn-4-threshold","statement":"RSP v2.1 states a CBRN-4 Capability Threshold: the ability to substantially uplift the CBRN development capabilities of moderately resourced state programs with relevant expert teams, such as by novel weapons design, substantially accelerating existing processes, or dramatically reducing technical barriers.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"The record states the threshold as the edition words it, at the generality of its own entry. It is not a finding about any model and names no state, programme or agent.","evidenceIds":["evidence-ab-fw-rsp-v2-1-cbrn-4-threshold-1"],"attributes":{"provision":{"kind":"threshold","key":"rsp-cbrn-4-threshold"}}},{"id":"ab-gov-bwc-uk-wp4-st-mechanism-ai","statement":"Working paper BWC/MSP/2025/WP.4, submitted by the United Kingdom to the 2025 Meeting of States Parties to the Biological Weapons Convention, proposes artificial intelligence and digital technology as a technical theme for the Convention's science and technology review mechanism, stating that the mechanism could explore the opportunities and risks of AI within the life sciences and the potential for layering AI into the Convention to strengthen implementation and operationalisation.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"A proposal in a working paper submitted by one State Party. It is not a decision of the Meeting of States Parties, and no mechanism, theme or outcome is recorded as agreed.","evidenceIds":["evidence-ab-gov-bwc-uk-wp4-st-mechanism-ai-1"],"attributes":{"provision":{"kind":"required_action","key":"bwc-st-mechanism-ai-theme"}}},{"id":"ab-ev-chatgpt-agent-securebio-engagement","statement":"OpenAI's ChatGPT Agent System Card reports that two SecureBio virologists carried out about ten hours of manual red-teaming with ChatGPT agent, and that SecureBio also supplied an external assessment within the card's biological evaluations.","derivation":"explicit","resolution":"supported","editorialState":"seed","qualification":"Reported performed work, as the developer describes it. It does not establish the scope, independence or quality of the work, and the record does not restate any finding of the red-teaming. The passage describing the red teamers' focus and findings is technical content; only the fact and extent of the engagement are quoted.","evidenceIds":["evidence-ab-ev-chatgpt-agent-securebio-engagement-1","evidence-ab-ev-chatgpt-agent-securebio-engagement-2"],"attributes":{"activityStage":"reported_performed","evaluatedSystem":"ChatGPT agent","activityScope":"Manual red-teaming of ChatGPT agent on biological risk, and an external assessment contributed to the card's biological and chemical evaluations"}}],"sources":[{"id":"source-nvidia-colossus","title":"NVIDIA Ethernet Networking Accelerates World’s Largest AI Supercomputer, Built by xAI","authors":["NVIDIA"],"publisher":"NVIDIA","publicationDate":"2024-10-28","version":"Dated page, inspected at retrieval","canonicalUrl":"https://nvidianews.nvidia.com/news/spectrum-x-ethernet-networking-xai-colossus","evidenceUrl":"https://nvidianews.nvidia.com/news/spectrum-x-ethernet-networking-xai-colossus","language":"en","archivedUrl":"https://web.archive.org/web/20260911150137/https://nvidianews.nvidia.com/news/spectrum-x-ethernet-networking-xai-colossus","archivedAt":"2026-09-11","accessedAt":"2026-09-17","reuse":{"attribution":"NVIDIA, NVIDIA Ethernet Networking Accelerates World’s Largest AI Supercomputer, Built by xAI (2024-10-28).","licence":"No open redistribution licence asserted","note":"Bibliographic metadata, editorial paraphrases and minimal attributed excerpts only. 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Retrieved again at admission on 2026-10-30 (SHA-256 50ae35b91badd87ec3f6bcc467581d479862622a334bf9b5e1576308a693ea87, the same bytes).","canonicalUrl":"https://www.ncsti.gov.cn/kjdt/kjrd/202602/t20260213_238278.html","evidenceUrl":"https://www.ncsti.gov.cn/kjdt/kjrd/202602/t20260213_238278.html","language":"zh-Hans","accessedAt":"2026-10-28","reuse":{"attribution":"ncsti.gov.cn, relaying a Science and Technology Daily (科技日报) report, “三体计算星座编织全球最强太空算力网”, 2026-02-13.","licence":"No open redistribution licence asserted","note":"Bibliographic metadata, editorial paraphrases and short attributed quotations (at most 50 words each). Recheck terms before wider redistribution."}},{"id":"source-ab-gov-bwc-msp2025-wp4","title":"Scientific and Technological Advances in the Life Sciences since 1975: How the Last 50 Years Will Shape the BTWC S&T Advisory Mechanism (BWC/MSP/2025/WP.4)","authors":["United Nations (document of the 2025 Meeting of States Parties to the Biological Weapons Convention), submitted by the United Kingdom"],"publisher":"United Nations (document of the 2025 Meeting of States Parties to the Biological Weapons Convention), submitted by the United Kingdom","publicationDate":null,"version":"Retrieved for the candidate pack on 2026-10-28 (SHA-256 50e60bf267adfca224470f9af790454791eab2aefde06ae11549e8277144f88f). English PDF of document BWC/MSP/2025/WP.4, dated 21 April 2026 on the UNODA documents list and 10 December 2025 on the document itself; reached through https://docs.un.org/en/BWC/MSP/2025/WP.4, whose iframe resolves to the documents.un.org symbol access endpoint and then to this file URL. Retrieved 2026-10-28. Retrieved again at admission on 2026-10-30 (SHA-256 50e60bf267adfca224470f9af790454791eab2aefde06ae11549e8277144f88f, the same bytes).","canonicalUrl":"https://documents.un.org/doc/undoc/gen/g25/206/66/pdf/g2520666.pdf","evidenceUrl":"https://documents.un.org/doc/undoc/gen/g25/206/66/pdf/g2520666.pdf","language":"en","accessedAt":"2026-10-28","reuse":{"attribution":"United Nations (document of the 2025 Meeting of States Parties to the Biological Weapons Convention), submitted by the United Kingdom, “Scientific and Technological Advances in the Life Sciences since 1975: How the Last 50 Years Will Shape the BTWC S&T Advisory Mechanism (BWC/MSP/2025/WP.4)”.","licence":"No open redistribution licence asserted","note":"Bibliographic metadata, editorial paraphrases and short attributed quotations (at most 50 words each). Recheck terms before wider redistribution."}}],"evidence":[{"id":"evidence-xai-colossus-2024","sourceRole":"primary","support":"supports","locator":"Second body paragraph","passage":"The release says Colossus is being used to train xAI’s Grok model family.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-09-17","note":"Source passage inspected by an automated research assistant. Human editorial review is pending."},{"id":"evidence-issued-rsp-2-2","sourceRole":"primary","support":"supports","locator":"PDF p. 1, cover: version and effective-date lines","passage":"Version 2.2 Effective May 14, 2025","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-03","note":"Verbatim excerpt checked by an automated research assistant on 2026-10-03 against the inspected PDF, byte-identical to the Internet Archive capture of 2025-05-14; it replaces an earlier attributed paraphrase. Human editorial review is pending."},{"id":"evidence-sam-mccandlish-openai-affiliation-2020","sourceRole":"primary","support":"supports","locator":"PDF p. 1, Sam McCandlish author-affiliation block","passage":"Sam McCandlish is listed with OpenAI under the author name.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-09-19","note":"Source passage independently inspected by an automated research assistant for this scoped record. Human source review pending."},{"id":"evidence-eval-i-metr-bis-publication","sourceRole":"primary","support":"supports","locator":"PDF page 1, date, addressee, response title and opening paragraph.","passage":"The author-hosted comment bears the document date October 11, 2024 and addresses recommendations to BIS; the inspected document does not establish public-posting or docket-receipt dates.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-09-27","note":"Original publisher passage machine-inspected. This is not human review or independent reproduction of the reported activity."},{"id":"evidence-prov-rsp-2023-pause-training","sourceRole":"primary","support":"supports","locator":"PDF p. 4 (printed p. 4), section 'Initial Commitments', numbered item 4 ('Evaluation protocol'), second sentence","passage":"We commit to pause training before a model's capability level outstrips the Containment Measures we have implemented.","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-03","note":"Verbatim excerpt checked by an automated research assistant on 2026-10-03 against the inspected PDF, byte-identical to the Internet Archive capture of 2023-09-19 (earlier www-files.anthropic.com address). Extraction note: Straight apostrophe as in the text layer. The operative procedure is in the Evaluation Protocol 'Response policy' (PDF p. 13): step (2) pause training and analyse the risk if sufficient measures are not yet implemented; step (2b) do not resume training until the next safety level is defined and its Containment Measures are implemented. The broader pause/delay commitment is recorded under rsp-no-train-deploy-without-safeguards. Human editorial review is pending."},{"id":"evidence-cs-openai-foundation-removes-pbc-directors-1","sourceRole":"primary","support":"supports","locator":"Section V.3 (page 24)","passage":"Directors may be removed with or without cause by the vote of the Class N holder while Class N shares are outstanding, or by two-thirds of the other voting stock, limited to one-third of the board in any twelve months.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-10-04","note":"Editorial paraphrase of the page image, re-checked on 2026-10-04 by the integrating session against the scan. Added by the integrating session in week 4c; not part of the week 4b research pass. Human editorial review is pending."},{"id":"evidence-cs-openai-foundation-removes-pbc-directors-2","sourceRole":"primary","support":"supports","locator":"Section “Our Board”, second paragraph","passage":"OpenAI states that the Foundation holds special voting and governance rights through which it can replace OpenAI Group’s directors at any time.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-10-04","note":"Editorial paraphrase, re-checked on 2026-10-04 by the integrating session against its own direct fetch of the cited expression. The integrating session wrote or selected this passage from its own reading of the source; it does not repeat a passage from the week 4b research pass. Human editorial review is pending."},{"id":"evidence-ts-a4-extropy-1992-context","sourceRole":"primary","support":"supports","locator":"p. 34, left column, SINGULARITARIAN","passage":"A singularitarian advocates the idea that technological progress will produce a singularity; the entry refers back to issue 7.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-10-06","note":"Paraphrase from the pre-1996 candidate search."},{"id":"evidence-ts-a2-cfai","sourceRole":"primary","support":"supports","locator":"Opening of section 3.3 \"Seed AI goal systems\" (section 5.3, printed p. 99, in MIRI’s reprint)","passage":"A \"seed AI\" is an AI designed for self-understanding, self-modification, and recursive self-improvement.","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-06","note":"Checked against the 2001-06-17 capture on 2026-10-06."},{"id":"evidence-ts-a1-shulman-2009","sourceRole":"primary","support":"supports","locator":"Abstract","passage":"such entities will launch an extremely rapid technological transformation as they design their own successors. The speed of such a “Singularity” or “intelligence explosion” would be so great that biological humans would lack time for extensive deliberation regarding or supervision of the process.","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-06","note":"Checked against MIRI’s reprint on 2026-10-06."},{"id":"lg-ev-mx-pineau-meta-departure-2025","sourceRole":"secondary","support":"supports","locator":"Key Points and opening paragraph","passage":"Joelle Pineau, the company's vice president of AI research, announced her departure in a LinkedIn post, saying her last day at the social media company will be May 30.","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-15","note":"Candidate pack passage, lab genealogy (research/lab-genealogy). The quotation (29 words) matched the retrieved text on 2026-10-15 and again in a fresh retrieval the same day. Read through the third-party reader relay r.jina.ai, which renders the publisher’s current page (the publisher refused direct retrieval); not an archive copy. Matching ignored differences of whitespace, case, quotation marks, apostrophes, dashes and Unicode compatibility forms, so the source’s typography can differ. A cross-family machine check (2026-10-16/17) re-read the record’s sources and agreed with the record. No human editorial review.","retrievalRoute":"reader_relay"},{"id":"lg-ev-gs-achiam-openai-departure-2026","sourceRole":"secondary","support":"supports","locator":"Paragraph 1","passage":"OpenAI’s chief futurist, Joshua Achiam, notified colleagues on Tuesday that he is leaving the company later this month after nearly nine years","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-15","note":"Candidate pack passage, lab genealogy (research/lab-genealogy). The quotation (22 words) matched the retrieved text on 2026-10-15 and again in a fresh retrieval the same day. Read directly from the publisher. Matching ignored differences of whitespace, case, quotation marks, apostrophes, dashes and Unicode compatibility forms, so the source’s typography can differ. A cross-family machine check (2026-10-16/17) re-read the record’s sources and agreed with the record. No human editorial review.","retrievalRoute":"direct"},{"id":"lg-ev-new-jones-sakana-cto","sourceRole":"primary","support":"supports","locator":"Section “Leadership”","passage":"Llion Jones Co-Founder & CTO","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-15","note":"Candidate pack passage, lab genealogy (research/lab-genealogy). The quotation (5 words) matched the retrieved text on 2026-10-15 and again in a fresh retrieval the same day. Read directly from the publisher. Matching ignored differences of whitespace, case, quotation marks, apostrophes, dashes and Unicode compatibility forms, so the source’s typography can differ. No human editorial review.","retrievalRoute":"direct"},{"id":"lg-ev-mx-dai-cofounded-xai","sourceRole":"secondary","support":"supports","locator":"Paragraphs 2–3 (the sentence ending “now sits at 10” closes paragraph 2; the list of names opens paragraph 3)","passage":"the number of cofounder departures now sits at 10. Guodong Zhang, Zihang Dai, Toby Pohlen, Jimmy Ba, Tony Wu, and Greg Yang have all stepped away since January.","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-15","note":"Candidate pack passage, lab genealogy (research/lab-genealogy). The quotation (28 words) matched the retrieved text on 2026-10-15 and again in a fresh retrieval the same day. Read directly from the publisher. Matching ignored differences of whitespace, case, quotation marks, apostrophes, dashes and Unicode compatibility forms, so the source’s typography can differ. A cross-family machine check (2026-10-16/17) re-read the record’s sources and agreed with the record. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-ap-joshua-s-gans-agrawal-gans-goldfarb-2019-ambiguous-labor-market-impact-jep","sourceRole":"primary","support":"supports","locator":"Page head: author byline","passage":"Joshua S. Gans","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-27","note":"Credited name checked by an automated research assistant on 2026-10-27 in a direct retrieval and checked by a reviewer from a different model family on 2026-10-27. Human editorial review is pending.","retrievalRoute":"direct"},{"id":"ev-cmp-rsp-v3-3-d1-other-1","sourceRole":"primary","support":"supports","locator":"PDF p. 7, §1, threshold table, row title, left column (“Capability or usage threshold”)","passage":"The edition’s threshold table has a row titled “Misaligned AI systems in high-stakes settings”.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-10-27","note":"Explicit paraphrase, written on 2026-10-27 by an automated research assistant after re-reading the passage in the publisher copy, whose SHA-256 matches the copy retrieved on 2026-10-15. The comparison quoted the passage; it is given here as a paraphrase to keep the edition within the quotation limit. The row concerns AI systems that are heavily relied on, have wide access to sensitive assets and a moderate ability to act autonomously toward goals and to use subterfuge, such that they could plausibly carry out sabotage that irreversibly and substantially raises the chance of a global catastrophe later on. Human editorial review is pending."},{"id":"ev-cmp-fsf-v3-1-d1-autonomy-1","sourceRole":"primary","support":"supports","locator":"PDF p. 5 (printed p. 5), §1.3.1 Risk Identification, fourth sentence","passage":"The edition says Google DeepMind has determined, on early research, that significant or severe risks from future models may be likeliest in CBRN, cyber, harmful manipulation, and in “machine learning R&D and misalignment”.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-10-27","note":"Explicit paraphrase, written on 2026-10-27 by an automated research assistant after re-reading the passage in the publisher copy, whose SHA-256 matches the copy retrieved on 2026-10-15. The comparison quoted the passage; it is given here as a paraphrase to keep the edition within the quotation limit. Human editorial review is pending."},{"id":"ev-cmp-faif-2025-d1-cyber-1","sourceRole":"primary","support":"supports","locator":"PDF pp. 5–6, 'Addressing Risks of Malicious Use' › '2. Risk Assessment', paragraph 'Cyber Attacks on Critical Infrastructure', heading and second sentence","passage":"Under the heading “Cyber Attacks on Critical Infrastructure”, the edition says that xAI currently depends on its basic refusal policy to stop its models being misused for cyber attacks.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-10-27","note":"Explicit paraphrase, written on 2026-10-27 by an automated research assistant after re-reading the passage in the publisher copy, whose SHA-256 matches the copy retrieved on 2026-10-15. The comparison quoted the passage; it is given here as a paraphrase to keep the edition within the quotation limit. Human editorial review is pending."},{"id":"ev-cmp-faif-2026-d8-process-1","sourceRole":"primary","support":"supports","locator":"PDF p. 2, §1 Introduction, final paragraph, final sentence","passage":"The edition says xAI will review the framework periodically and expects significant changes as its models' capabilities expand.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-10-15","note":"Explicit paraphrase, written on 2026-10-27 by an automated research assistant from the comparison’s quotation of this passage, which was checked on 2026-10-15 against the publisher copy (SHA-256 recorded in the comparison pack). The edition could not be retrieved again on 2026-10-27; the archive capture of 2026-07-16 has the same SHA-256 (research/archive-checks-2026-10-26/codex-report.md). Given as a paraphrase to keep the edition within the quotation limit. Human editorial review is pending."},{"id":"ev-cmp-meta-faf-v1-1-d1-other","sourceRole":"primary","support":"supports","locator":"Meta FAF · v1.1: Whole edition, PDF pp. 1–21, read in the text layer of the decoded PDF of the Internet Archive capture of 2025-02-13; cover and PDF pp. 12–13 and 19 inspected visually","passage":"Within the inspected scope, no passage meeting the comparison question “Other named domains” was found.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-10-27","note":"Absence recorded by a reviewer from a different model family on 2026-10-27, which read the whole edition in the Internet Archive capture of 2025-02-13, which it retrieved and hashed (decoded PDF SHA-256 9fa301df…cc21; research/frontier-framework-comparison/codex-meta-v1-1-2026-10-27.md) before opening the comparison’s stored cells. One reading; no second reviewer. Human editorial review is pending."},{"id":"evidence-cpo-ch-anthropic-azure-commitment-1","sourceRole":"primary","support":"supports","locator":"body, paragraph 1","passage":"Anthropic has committed to purchase $30 billion of Azure compute capacity and to contract additional compute capacity up to one gigawatt.","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, compute, power and orbit (research/compute-power-orbit). The quotation (21 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 (SHA-256 5045db9881c730e0064071529b8ead4fe49aaae668aa0961c1be76c34f12cd21; the bytes differ from the pack’s retrieval). Matching ignored differences of whitespace, case, quotation marks, dashes and Unicode compatibility forms, so the source’s typography can differ. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-cpo-ch-anthropic-azure-commitment-2","sourceRole":"primary","support":"supports","locator":"body, paragraph 1","passage":"NVIDIA’s copy of the joint text states the same $30 billion Azure commitment and additional capacity \"up to 1 gigawatt\".","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, compute, power and orbit (research/compute-power-orbit). The paraphrase is Selekoa’s, written from the text retrieved for the candidate pack on 2026-10-28; it is not a quotation and was not machine-matched. The cross-family check found it faithful. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-cpo-orb-oc3-axiom-2025-1","sourceRole":"primary","support":"supports","locator":"penultimate body paragraph","passage":"the limitations of terrestrial data centers — such as energy consumption, cooling, real estate, regulatory licensing and permitting, and exposure to human or natural disruptions — are becoming increasingly apparent","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, compute, power and orbit (research/compute-power-orbit). The quotation (28 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 (SHA-256 417e035f07e507ced7390772ded7fec691b494bb959dd889d937568798d305f7; the bytes differ from the pack’s retrieval). Matching ignored differences of whitespace, case, quotation marks, dashes and Unicode compatibility forms, so the source’s typography can differ. A cross-family machine check (2026-10-29/30, item 86) re-read the record’s sources and found full support. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-cpo-orb-oc3-axiom-2025-2","sourceRole":"primary","support":"supports","locator":"penultimate body paragraph","passage":"Axiom Space is at the forefront of mitigating these challenges by developing a modular and scalable network of ODC nodes","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, compute, power and orbit (research/compute-power-orbit). The quotation (20 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 (SHA-256 417e035f07e507ced7390772ded7fec691b494bb959dd889d937568798d305f7; the bytes differ from the pack’s retrieval). Matching ignored differences of whitespace, case, quotation marks, dashes and Unicode compatibility forms, so the source’s typography can differ. A cross-family machine check (2026-10-29/30, item 86) re-read the record’s sources and found full support. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-cpo-dc-eu-investai-four-gigafactories-1","sourceRole":"primary","support":"supports","locator":"paragraph 4","passage":"The EU's InvestAI fund will finance four future AI gigafactories across the EU.","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, compute, power and orbit (research/compute-power-orbit). The quotation (13 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. A cross-family machine check (2026-10-29/30, item 7) re-read the record’s sources and found full support. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-cpo-dc-eu-investai-four-gigafactories-2","sourceRole":"primary","support":"supports","locator":"paragraph 4","passage":"The gigafactories will have around 100 000 latest-generation AI chips","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, compute, power and orbit (research/compute-power-orbit). The quotation (10 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. A cross-family machine check (2026-10-29/30, item 7) re-read the record’s sources and found full support. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-cpo-dc-nscale-loughton-microsoft-1","sourceRole":"primary","support":"supports","locator":"paragraph 3","passage":"Nscale and Microsoft announce that they have entered a commitment on Nscale's AI Campus in Loughton.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, compute, power and orbit (research/compute-power-orbit). The paraphrase is Selekoa’s, written from the text retrieved for the candidate pack on 2026-10-28; it is not a quotation and was not machine-matched. The cross-family check found it faithful. A cross-family machine check (2026-10-29/30, item 17) answered the record’s question blind from fresh retrievals and agreed with the record. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-cpo-dc-nscale-loughton-microsoft-2","sourceRole":"primary","support":"supports","locator":"paragraph 3","passage":"The site will deliver 50MW of AI capacity, scalable to 90MW, and will initially house 23,040 NVIDIA GB300 GPUs delivered in Q1 of 2027.","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, compute, power and orbit (research/compute-power-orbit). The quotation (24 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. A cross-family machine check (2026-10-29/30, item 17) answered the record’s question blind from fresh retrievals and agreed with the record. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-cpo-orb-three-body-capacity-stated-1","sourceRole":"secondary","support":"supports","locator":"paragraph 1","passage":"通过在轨协同完成了10个人工智能（AI）模型与应用的部署与验证","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, compute, power and orbit (research/compute-power-orbit). The quotation (27 words, each CJK character counted as one) 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. English machine translation, not verified by a person: “through in-orbit coordination, completed the deployment and verification of 10 artificial intelligence (AI) models and applications (Selekoa working translation)”. A cross-family machine check (2026-10-29/30, item 118) answered the record’s question blind from fresh retrievals and agreed with the record. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-cpo-orb-three-body-capacity-stated-2","sourceRole":"secondary","support":"supports","locator":"final paragraph","passage":"整体在轨算力达5POPS","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, compute, power and orbit (research/compute-power-orbit). The quotation (8 words, each CJK character counted as one) 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. English machine translation, not verified by a person: “overall in-orbit computing power reached 5 POPS (Selekoa working translation)”. A cross-family machine check (2026-10-29/30, item 118) answered the record’s question blind from fresh retrievals and agreed with the record. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-ab-fw-rsp-v2-1-cbrn-4-threshold-1","sourceRole":"primary","support":"supports","locator":"PDF p. 8 (printed p. 4), §2 Capability Thresholds and Required Safeguards, table row “Chemical, Biological, Radiological, and Nuclear (CBRN) weapons”, entry “CBRN-4”, Capability Thresholds column","passage":"The ability to substantially uplift CBRN development capabilities of moderately resourced state programs (with relevant expert teams), such as by novel weapons design, substantially accelerating existing processes, or dramatic reduction in technical barriers.","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, AI and biosecurity (research/ai-bio). The quotation (33 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. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-ab-gov-bwc-uk-wp4-st-mechanism-ai-1","sourceRole":"primary","support":"supports","locator":"Section on proposed technical themes, point (b) \"Artificial Intelligence and Digital Tech\", PDF p. 4","passage":"The S&T Review Mechanism could explore the opportunities and risks of AI within the life sciences, and the potential for layering AI into the BTWC to strengthen implementation and operationalisation.","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, AI and biosecurity (research/ai-bio). The quotation (30 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 same point states that AI and digital tech can act as a foundation for innovation and a catalyst for other technologies such as robotics, bioinformatics and synthesis. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-ab-ev-chatgpt-agent-securebio-engagement-1","sourceRole":"primary","support":"supports","locator":"PDF p. 22 (printed p. 21), §5.1.1.6.3 Manual Red Teaming, first sentence","passage":"Two SecureBio PhD virologists … conducted approximately 10 hours of manual red-teaming with the ChatGPT agent.","passageType":"quote","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, AI and biosecurity (research/ai-bio). The quotation (15 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 ellipsis stands for a clause describing the virologists' laboratory experience, which is not recorded. No human editorial review.","retrievalRoute":"direct"},{"id":"evidence-ab-ev-chatgpt-agent-securebio-engagement-2","sourceRole":"primary","support":"supports","locator":"PDF p. 17 (printed p. 16), Table 15 overview of biological and chemical evaluations, row naming the external assessment","passage":"The overview table of biological and chemical evaluations lists an external assessment by SecureBio among the evaluations relied on for the capabilities assessment.","passageType":"paraphrase","verification":"machine_checked","checkedAt":"2026-10-30","note":"Candidate pack passage, AI and biosecurity (research/ai-bio). The paraphrase is Selekoa’s, written from the text retrieved for the candidate pack on 2026-10-28; it is not a quotation and was not machine-matched. Paraphrased because the table cell lists benchmark names that are not recorded here. No human editorial review.","retrievalRoute":"direct"}],"at":{"entities":[0,1,3,4,21,27,29,43,44,48,52,56,57,73,109,117,157,160,199,207,212,273,311,319,337,339,561,710,731,785,846,881,1096,1117,1127,1161,1162,1187,1205,1265],"claims":[14,60,159,269,523,649,824,913,933,1755,1876,1924,2004,2232,2569,2626,2671,2691,2852,3074,3085,3127,3146,3243,3266,3348,3390],"sources":[6,35,37,38,42,47,51,52,83,118,178,190,212,215,275,314,324,514,667,696,701,729,905,906,931,968,986,1003,1040],"evidence":[14,63,178,290,589,785,786,1035,1130,1155,2254,2418,2487,2589,2879,3225,3295,3352,3379,3655,4036,4037,4052,4053,4133,4134,4176,4177,4451,4452,4480,4597,4658,4659]},"version":"1lg47t7"}