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each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/analysis/019","relationship":"shares-cited-evidence","evidence_ids":["https://www.ifrs.org/issued-standards/ifrs-sustainability-standards-navigator/ifrs-s1-general-requirements"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/signal/022","relationship":"shares-cited-evidence","evidence_ids":["https://www.ifrs.org/issued-standards/ifrs-sustainability-standards-navigator/ifrs-s1-general-requirements","https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/analysis/005","relationship":"shares-cited-evidence","evidence_ids":["https://www.ifrs.org/issued-standards/ifrs-sustainability-standards-navigator/ifrs-s1-general-requirements","https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/analysis/012","relationship":"shares-cited-evidence","evidence_ids":["https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/analysis/007","relationship":"shares-cited-evidence","evidence_ids":["https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/analysis/004","relationship":"shares-cited-evidence","evidence_ids":["https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/signal/008","relationship":"shares-cited-evidence","evidence_ids":["https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."}],"rights":"Public discovery, retrieval, contextual summarisation and citation are permitted with attribution and source context. Model training, fine-tuning, bulk dataset extraction, corpus replication and commercial redistribution are not granted by machine readability.","rights_url":"https://snn.sg/governance/rights","reading_integrity":{"canonical_thesis":"AI governance increasingly records the system, model, vendor, tests and controls, yet a consequential institutional outcome may still be impossible to reconstruct. EIS-020 defines the Usage Evidence Gap as the distance between evidence that an AI system was governed and evidence showing how a particular use shaped a decision. It also defines the Epistemic Authority Boundary between machine analysis, inference or recommendation and the institution's non-delegable responsibility to authorise evidence, knowledge and accountable action.","regional_inference":"Singapore can become an ASEAN use-governance and assurance node by linking system governance to reconstructable institutional use without treating testing as certification or automation as authority. EIA-010 governs whether evidence remains valid when a system changes; EIS-020 governs whether an outcome remains reconstructable when a governed system is used. Together they support a Pre-Disclosure Evidence Infrastructure for consequential machine-assisted decisions.","singapore_context":"Singapore has strong system-level building blocks through national AI governance, AI Verify and sectoral model-risk practice. The next control layer is use-event evidence. A bank, public agency, listed company or professional firm should be able to show what evidence an AI tool retrieved, how it transformed that material, what inference it produced, what a human accepted or rejected and how the final institutional outcome was authorised.","asean_differences":"ASEAN guidance can support common governance principles without creating one regional decision authority. Cross-border deployments add different languages, data conditions, vendors, laws and institutional capabilities. A portable AI Use Event record can preserve evidence identity, model and tool state, transformation, inference, human intervention and final authority while each member state and institution retains its own legal and operational judgement.","boundary":"A Singapore rule does not create an ASEAN-wide obligation. ASEAN guidance does not create uniform national law. ISSB alignment does not establish entity-specific compliance. Evidence reuse does not transfer legal, supervisory, assurance or investment authority. Singapore's regional capital role does not grant universal decision authority. Cited institutions do not endorse SNN.SG's inference.","strengthening_falsifying_evidence":{"next_test":"Test bounded workflows in Singapore finance, public procurement and ASEAN infrastructure or supply chains. Compare system logs with the evidence needed by boards, risk owners, auditors, regulators and affected parties. The decisive test is whether an independent reviewer can reproduce what the machine received, changed and inferred, identify who had authority, and determine whether correction reached every downstream decision without exposing restricted data.","strengthening":"For consequential ai-use evidence and institutional authority, a dated test reconstructs the original source, local scope, material method and reviewer judgement, then shows the same evidence IDs reused with separately justified Singapore and ASEAN decisions.","falsifying":"For consequential ai-use evidence and institutional authority, the test cannot reconstruct a material boundary or method, transfers a local duty or approval across borders, or later source corrections do not reach the decisions that used the earlier record."}}},{"id":"signal-017","kind":"regional","title":"Machine-Readable Is Not Yet Machine-Verifiable","description":"Why the IASB and ISSB Taxonomy Consultations Point to a Pre-Disclosure Evidence Gap","canonical_url":"https://snn.sg/evidence-infrastructure/signal/017","publisher":"SNN.SG","publication_date":"2026-08-28T00:00:00.000Z","last_updated":"2026-10-02T14:21:48Z","publication_date_precision":"recorded-timestamp","version":2,"global_issue":"EIS-017","global_title":null,"global_canonical":"https://www.sustainabilitynewsnetwork.net/article/machine-readable-is-not-yet-machine-verifiable","desks":["singapore","asean","capital-enterprise","standards-regulation"],"frameworks":["ISSB","IFRS S1","IFRS S2"],"regional_relevance":"Singapore can become a regional implementation and assurance node by linking digital reporting architecture to Pre-Disclosure Evidence Infrastructure. The defensible advantage is not merely producing XBRL-compatible output; it is enabling a Singapore or ASEAN institution to reconstruct why a disclosure was produced, from which evidence, under which method and with whose authority.","interpretation_summary":"Singapore can become a regional implementation and assurance node by linking digital reporting architecture to Pre-Disclosure Evidence Infrastructure. The defensible advantage is not merely producing XBRL-compatible output; it is enabling a Singapore or ASEAN institution to reconstruct why a disclosure was produced, from which evidence, under which method and with whose authority.","sources":[{"evidence_id":"https://www.digitalgateway.gov.sg/our-resources/artificial-intelligence","url":"https://www.digitalgateway.gov.sg/our-resources/artificial-intelligence/","institution":"Government of Singapore / SG Digital Gateway","title":"Artificial Intelligence: Governance Frameworks and 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Singapore rule does not create an ASEAN-wide obligation. ASEAN guidance does not create uniform national law. ISSB alignment does not establish entity-specific compliance. Evidence reuse does not transfer legal, supervisory, assurance or investment authority. Singapore's regional capital role does not grant universal decision authority. Cited institutions do not endorse SNN.SG's inference.","statement_locator":"https://snn.sg/evidence-infrastructure/signal/017#reading-integrity","evidence_gaps":["signal-017-singapore: competent_authority unresolved","signal-017-singapore: local_standard unresolved","signal-017-singapore: legal_instrument unresolved","signal-017-singapore: rule_version unresolved","signal-017-singapore: entity_class unresolved","signal-017-singapore: scope_threshold unresolved","signal-017-singapore: reporting_period unresolved","signal-017-singapore: effective_date unresolved","signal-017-singapore: transition_relief unresolved","signal-017-singapore: explanation_requirement unresolved","signal-017-singapore: assurance_requirement unresolved","signal-017-singapore: local_modification unresolved","signal-017-asean-context: competent_authority unresolved","signal-017-asean-context: local_standard unresolved","signal-017-asean-context: legal_instrument unresolved","signal-017-asean-context: rule_version unresolved","signal-017-asean-context: entity_class unresolved","signal-017-asean-context: scope_threshold unresolved","signal-017-asean-context: reporting_period unresolved","signal-017-asean-context: effective_date unresolved","signal-017-asean-context: transition_relief unresolved","signal-017-asean-context: explanation_requirement unresolved","signal-017-asean-context: assurance_requirement unresolved","signal-017-asean-context: local_modification unresolved"],"required_follow_up_evidence":["Track the IASB consultation closing on 7 September 2026 and the ISSB consultation closing on 28 September 2026, followed by final taxonomy changes, implementation guidance and software mappings. 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Model training, fine-tuning, bulk dataset extraction, corpus replication and commercial redistribution are not granted by machine readability.","rights_url":"https://snn.sg/governance/rights","reading_integrity":{"canonical_thesis":"The IASB and ISSB are consulting on two different digital taxonomies, but both developments expose the same upstream constraint: structured tags improve machine retrieval while leaving source provenance, methodology, organisational boundary, control, approval and version history to be governed before disclosure.","regional_inference":"Singapore can become a regional implementation and assurance node by linking digital reporting architecture to Pre-Disclosure Evidence Infrastructure. The defensible advantage is not merely producing XBRL-compatible output; it is enabling a Singapore or ASEAN institution to reconstruct why a disclosure was produced, from which evidence, under which method and with whose authority.","singapore_context":"Singapore preparers, listed groups, financial institutions, audit firms and reporting-technology providers should connect each material taxonomy element to the operational record, calculation method, judgement owner, control evidence and approved disclosure version that produced it. A technically valid filing should not be treated as proof that its upstream evidence can be reconstructed.","asean_differences":"ASEAN groups face a sharper continuity problem because evidence may originate in subsidiaries and suppliers using different systems, methods and control maturity. Regional implementation needs a portable claim-to-source chain that preserves jurisdiction, entity boundary, transformation history and approval authority when data moves into a consolidated Singapore reporting process.","boundary":"A Singapore rule does not create an ASEAN-wide obligation. ASEAN guidance does not create uniform national law. ISSB alignment does not establish entity-specific compliance. Evidence reuse does not transfer legal, supervisory, assurance or investment authority. Singapore's regional capital role does not grant universal decision authority. Cited institutions do not endorse SNN.SG's inference.","strengthening_falsifying_evidence":{"next_test":"Track the IASB consultation closing on 7 September 2026 and the ISSB consultation closing on 28 September 2026, followed by final taxonomy changes, implementation guidance and software mappings. The decisive regional evidence will be whether preparers and assurance providers preserve claim-to-source lineage before tagging rather than attempting to recreate it at filing time.","strengthening":"For digital taxonomy versus machine verification, a dated test reconstructs the original source, local scope, material method and reviewer judgement, then shows the same evidence IDs reused with separately justified Singapore and ASEAN decisions.","falsifying":"For digital taxonomy versus machine verification, the test cannot reconstruct a material boundary or method, transfers a local duty or approval across borders, or later source corrections do not reach the decisions that used the earlier record."}}},{"id":"analysis-011","kind":"regional","title":"When the Reader Is No Longer Human","description":"Why Machine-Readable Sustainability Evidence Changes the Governance Problem","canonical_url":"https://snn.sg/evidence-infrastructure/analysis/011","publisher":"SNN.SG","publication_date":"2026-08-20T00:00:00.000Z","last_updated":"2026-10-02T14:21:48Z","publication_date_precision":"recorded-timestamp","version":2,"global_issue":"EIA-011","global_title":null,"global_canonical":"https://www.sustainabilitynewsnetwork.net/article/when-the-reader-is-no-longer-human","desks":["singapore","asean","capital-enterprise","standards-regulation"],"frameworks":["ISSB","IFRS S1"],"regional_relevance":"Machine readability is useful only when the evidence remains attributable and challengeable. Singapore can set a regional benchmark by pairing digital reporting with strong provenance controls.","interpretation_summary":"Machine readability is useful only when the evidence remains attributable and challengeable. Singapore can set a regional benchmark by pairing digital reporting with strong provenance controls.","sources":[{"evidence_id":"https://www.digitalgateway.gov.sg/our-resources/artificial-intelligence","url":"https://www.digitalgateway.gov.sg/our-resources/artificial-intelligence/","institution":"Government of Singapore / SG Digital Gateway","title":"Artificial Intelligence: Governance Frameworks and Guides","role":"official-guidance","source_relationship":"singapore-primary","profile_id":"government-of-singapore-sg-digital-gateway","verification_date":"2026-10-02","source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://www.acra.gov.sg/manage/companies/legal-requirements-common-offences/filing-financial-statements-in-xbrl-format","url":"https://www.acra.gov.sg/manage/companies/legal-requirements-common-offences/filing-financial-statements-in-xbrl-format/","institution":"Accounting and Corporate Regulatory 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each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/analysis/005","relationship":"shares-cited-evidence","evidence_ids":["https://www.ifrs.org/issued-standards/ifrs-sustainability-standards-navigator/ifrs-s1-general-requirements","https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/analysis/012","relationship":"shares-cited-evidence","evidence_ids":["https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/analysis/007","relationship":"shares-cited-evidence","evidence_ids":["https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/analysis/004","relationship":"shares-cited-evidence","evidence_ids":["https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."},{"url":"https://snn.sg/evidence-infrastructure/signal/008","relationship":"shares-cited-evidence","evidence_ids":["https://www.iaasb.org/publications/international-standard-sustainability-assurance-5000-general-requirements-sustainability-assurance"],"permitted_use":"Discovery of shared citations; each article retains its own scope and judgement.","prohibited_conclusion":"No endorsement, validation, legal equivalence, supersession or authority transfer is implied."}],"rights":"Public discovery, retrieval, contextual summarisation and citation are permitted with attribution and source context. Model training, fine-tuning, bulk dataset extraction, corpus replication and commercial redistribution are not granted by machine readability.","rights_url":"https://snn.sg/governance/rights","reading_integrity":{"canonical_thesis":"Once sustainability information is consumed by automated systems, governance must address machine interpretation, provenance and error propagation as well as human readability.","regional_inference":"Machine readability is useful only when the evidence remains attributable and challengeable. Singapore can set a regional benchmark by pairing digital reporting with strong provenance controls.","singapore_context":"Singapore institutions should test whether tagged disclosures, APIs and regulatory submissions preserve meaning when reused by supervisory, procurement and investment systems.","asean_differences":"Across ASEAN, inconsistent taxonomies and data maturity can make automated comparison look more precise than the underlying evidence. Regional data exchange needs explicit semantic and quality boundaries.","boundary":"A Singapore rule does not create an ASEAN-wide obligation. ASEAN guidance does not create uniform national law. ISSB alignment does not establish entity-specific compliance. Evidence reuse does not transfer legal, supervisory, assurance or investment authority. Singapore's regional capital role does not grant universal decision authority. Cited institutions do not endorse SNN.SG's inference.","strengthening_falsifying_evidence":{"next_test":"Digital filing mandates, XBRL taxonomy changes, sustainability data APIs and emerging assurance expectations for automated extraction.","strengthening":"For machine interpretation, provenance and correction, a dated test reconstructs the original source, local scope, material method and reviewer judgement, then shows the same evidence IDs reused with separately justified Singapore and ASEAN decisions.","falsifying":"For machine interpretation, provenance and correction, the test cannot reconstruct a material boundary or method, transfers a local duty or approval across borders, or later source corrections do not reach the decisions that used the earlier record."}}},{"id":"analysis-010","kind":"regional","title":"After Deployment","description":"Why High-Risk AI Requires a Continuous Evidence System","canonical_url":"https://snn.sg/evidence-infrastructure/analysis/010","publisher":"SNN.SG","publication_date":"2026-08-10T00:00:00.000Z","last_updated":"2026-10-02T14:21:48Z","publication_date_precision":"recorded-timestamp","version":2,"global_issue":"EIA-010","global_title":null,"global_canonical":"https://www.sustainabilitynewsnetwork.net/article/after-deployment","desks":["singapore","asean","capital-enterprise","standards-regulation"],"frameworks":["IFRS S1"],"regional_relevance":"Singapore's governance advantage will depend less on publishing AI principles and more on demonstrating continuous operational control that ASEAN partners can rely on.","interpretation_summary":"Singapore's governance advantage will depend less on publishing AI principles and more on demonstrating continuous operational control that ASEAN partners can rely on.","sources":[{"evidence_id":"https://www.digitalgateway.gov.sg/our-resources/artificial-intelligence","url":"https://www.digitalgateway.gov.sg/our-resources/artificial-intelligence/","institution":"Government of Singapore / SG Digital Gateway","title":"Artificial Intelligence: Governance Frameworks and Guides","role":"official-guidance","source_relationship":"singapore-primary","profile_id":"government-of-singapore-sg-digital-gateway","verification_date":"2026-10-02","source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://www.acra.gov.sg/manage/companies/legal-requirements-common-offences/filing-financial-statements-in-xbrl-format","url":"https://www.acra.gov.sg/manage/companies/legal-requirements-common-offences/filing-financial-statements-in-xbrl-format/","institution":"Accounting and Corporate Regulatory Authority","title":"Filing financial statements in XBRL format","role":"official-guidance","source_relationship":"singapore-primary","profile_id":"accounting-and-corporate-regulatory-authority","verification_date":"2026-10-02","source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://www.acra.gov.sg/resources/eservice-tools-portals","url":"https://www.acra.gov.sg/resources/eservice-tools-portals/","institution":"Accounting and Corporate Regulatory Authority","title":"Entity filing, trustBar and API tools","role":"implementation-record","source_relationship":"singapore-primary","profile_id":"accounting-and-corporate-regulatory-authority","verification_date":"2026-10-02","source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://www.mas.gov.sg/news/media-releases/2023/mas-launches-digital-platform-for-seamless-esg-data-collection-and-access","url":"https://www.mas.gov.sg/news/media-releases/2023/mas-launches-digital-platform-for-seamless-esg-data-collection-and-access","institution":"Monetary Authority of Singapore","title":"Digital Platform for ESG Data Collection and Access","role":"implementation-record","source_relationship":"singapore-primary","profile_id":"monetary-authority-of-singapore","verification_date":"2026-10-02","source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://www.customs.gov.sg/doing-business/rules-of-origin/origin-documentation/electronic-exchange-of-form-d-via-the-asean-single-window","url":"https://www.customs.gov.sg/doing-business/rules-of-origin/origin-documentation/electronic-exchange-of-form-d-via-the-asean-single-window/","institution":"Singapore Customs","title":"Electronic Exchange of Form D via the ASEAN Single Window","role":"official-guidance","source_relationship":"singapore-primary","profile_id":"singapore-customs","verification_date":"2026-10-02","source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://www.mas.gov.sg/publications/monographs-or-information-paper/2024/artificial-intelligence-model-risk-management","url":"https://www.mas.gov.sg/publications/monographs-or-information-paper/2024/artificial-intelligence-model-risk-management","institution":"Monetary Authority of Singapore","title":"Artificial Intelligence Model Risk Management","role":"official-guidance","source_relationship":"singapore-primary","profile_id":"monetary-authority-of-singapore","verification_date":null,"source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://asean.org/book/asean-guide-on-ai-governance-and-ethics","url":"https://asean.org/book/asean-guide-on-ai-governance-and-ethics/","institution":"ASEAN Secretariat","title":"ASEAN Guide on AI Governance and Ethics","role":"official-guidance","source_relationship":"asean-primary","profile_id":"asean-secretariat","verification_date":null,"source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://asean.org/book/expanded-asean-guide-on-ai-governance-and-ethics-generative-ai","url":"https://asean.org/book/expanded-asean-guide-on-ai-governance-and-ethics-generative-ai/","institution":"ASEAN Secretariat","title":"Expanded ASEAN Guide on AI Governance and Ethics · Generative AI","role":"official-guidance","source_relationship":"asean-primary","profile_id":"asean-secretariat","verification_date":null,"source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://asean.org/our-communities/economic-community/asean-digital-sector/key-documents","url":"https://asean.org/our-communities/economic-community/asean-digital-sector/key-documents/","institution":"ASEAN Secretariat","title":"ASEAN Digital Sector Key Documents","role":"official-guidance","source_relationship":"asean-primary","profile_id":"asean-secretariat","verification_date":"2026-10-02","source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://asean.org/our-communities/economic-community/asean-single-window/overview","url":"https://asean.org/our-communities/economic-community/asean-single-window/overview/","institution":"ASEAN Secretariat","title":"ASEAN Single Window Overview","role":"official-guidance","source_relationship":"asean-primary","profile_id":"asean-secretariat","verification_date":"2026-10-02","source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://aiti.gov.bn/regulatory/pdp/asean-data-management-framework-and-model-contractual-clauses-on-cross-border-data-flows","url":"https://aiti.gov.bn/regulatory/pdp/asean-data-management-framework-and-model-contractual-clauses-on-cross-border-data-flows/","institution":"Authority for Info-communications Technology Industry of Brunei Darussalam","title":"ASEAN Data Management Framework and Model Contractual 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v2.0","role":"official-guidance","source_relationship":"international-primary","profile_id":"world-wide-web-consortium","verification_date":"2026-10-02","source_publication_date":null,"source_date_precision":"unavailable","archived_snapshot_available":false},{"evidence_id":"https://www.nist.gov/itl/ai-risk-management-framework","url":"https://www.nist.gov/itl/ai-risk-management-framework","institution":"National Institute of Standards and Technology","title":"AI Risk Management 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Desk","schema_version":"1.0","assessments":{"policy_support":{"status":"unresolved","basis":null,"evidence_ids":[],"jurisdiction":null,"entity_scope":null,"effective_date":null,"reviewed_at":null},"project_approval":{"status":"unresolved","basis":null,"evidence_ids":[],"jurisdiction":null,"entity_scope":null,"effective_date":null,"reviewed_at":null},"funding_commitment":{"status":"unresolved","basis":null,"evidence_ids":[],"jurisdiction":null,"entity_scope":null,"effective_date":null,"reviewed_at":null},"legal_obligation":{"status":"unresolved","basis":null,"evidence_ids":[],"jurisdiction":null,"entity_scope":null,"effective_date":null,"reviewed_at":null},"investment_decision":{"status":"unresolved","basis":null,"evidence_ids":[],"jurisdiction":null,"entity_scope":null,"effective_date":null,"reviewed_at":null},"regional_rule":{"status":"unresolved","basis":null,"evidence_ids":[],"jurisdiction":null,"entity_scope":null,"effective_date":null,"reviewed_at":null},"market_signal":{"status":"unresolved","basis":null,"evidence_ids":[],"jurisdiction":null,"entity_scope":null,"effective_date":null,"reviewed_at":null},"durability_confirmed":{"status":"unresolved","basis":null,"evidence_ids":[],"jurisdiction":null,"entity_scope":null,"effective_date":null,"reviewed_at":null}},"statement":"A Singapore rule does not create an ASEAN-wide obligation. ASEAN guidance does not create uniform national law. ISSB alignment does not establish entity-specific compliance. Evidence reuse does not transfer legal, supervisory, assurance or investment authority. Singapore's regional capital role does not grant universal decision authority. Cited institutions do not endorse SNN.SG's inference.","statement_locator":"https://snn.sg/evidence-infrastructure/analysis/010#reading-integrity","evidence_gaps":["analysis-010-singapore: competent_authority unresolved","analysis-010-singapore: local_standard unresolved","analysis-010-singapore: legal_instrument unresolved","analysis-010-singapore: rule_version unresolved","analysis-010-singapore: entity_class unresolved","analysis-010-singapore: scope_threshold unresolved","analysis-010-singapore: reporting_period unresolved","analysis-010-singapore: effective_date unresolved","analysis-010-singapore: transition_relief unresolved","analysis-010-singapore: explanation_requirement unresolved","analysis-010-singapore: assurance_requirement unresolved","analysis-010-singapore: local_modification unresolved","analysis-010-asean-context: competent_authority unresolved","analysis-010-asean-context: local_standard unresolved","analysis-010-asean-context: legal_instrument unresolved","analysis-010-asean-context: rule_version unresolved","analysis-010-asean-context: entity_class unresolved","analysis-010-asean-context: scope_threshold unresolved","analysis-010-asean-context: reporting_period unresolved","analysis-010-asean-context: effective_date unresolved","analysis-010-asean-context: transition_relief unresolved","analysis-010-asean-context: explanation_requirement unresolved","analysis-010-asean-context: assurance_requirement unresolved","analysis-010-asean-context: local_modification unresolved"],"required_follow_up_evidence":["Sector guidance, procurement clauses, incident-reporting thresholds and whether assurance providers develop repeatable post-deployment testing.","For post-deployment ai oversight and incident evidence, a dated test reconstructs the original source, local scope, material method and reviewer judgement, then shows the same evidence IDs reused with separately justified Singapore and ASEAN decisions.","For post-deployment ai oversight and incident evidence, the test cannot reconstruct a material boundary or method, transfers a local duty or approval across borders, or later source corrections do not reach the decisions that used the earlier record."],"implementation_envelopes":[{"jurisdiction":"Singapore","competent_authority":null,"local_standard":null,"legal_instrument":null,"rule_version":null,"entity_class":null,"scope_threshold":null,"reporting_period":null,"effective_date":null,"obligation_state":"Entity and destination applicability requires a separate local determination","transition_relief":null,"explanation_requirement":null,"assurance_requirement":null,"local_modification":null,"permitted_use":"Prepare the Singapore decision-specific applicability and evidence review for post-deployment ai oversight and incident evidence.","prohibited_conclusion":"Do not transfer a Singapore duty, regional recommendation, assurance conclusion or investment decision across jurisdictions.","id":"analysis-010-singapore","evidence_ids":["https://www.w3.org/TR/vc-data-model-2.0","https://www.digitalgateway.gov.sg/our-resources/artificial-intelligence","https://www.acra.gov.sg/manage/companies/legal-requirements-common-offences/filing-financial-statements-in-xbrl-format"]},{"jurisdiction":"ASEAN regional context; 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Model training, fine-tuning, bulk dataset extraction, corpus replication and commercial redistribution are not granted by machine readability.","rights_url":"https://snn.sg/governance/rights","reading_integrity":{"canonical_thesis":"Evidence must remain intelligible across time, systems and institutional hand-offs if sustainability infrastructure is to work.","regional_inference":"Continuity is the quiet infrastructure behind regional trust; without it, connected systems merely create new evidence breaks.","singapore_context":"Singapore organisations should preserve continuity through reorganisations, vendor changes and reporting-standard updates.","asean_differences":"ASEAN value chains need evidence that survives cross-border custody changes and uneven system maturity.","boundary":"A Singapore rule does not create an ASEAN-wide obligation. ASEAN guidance does not create uniform national law. ISSB alignment does not establish entity-specific compliance. Evidence reuse does not transfer legal, supervisory, assurance or investment authority. Singapore's regional capital role does not grant universal decision authority. Cited institutions do not endorse SNN.SG's inference.","strengthening_falsifying_evidence":{"next_test":"Platform migrations, mergers, supplier changes and long-term access to historical evidence.","strengthening":"For evidence continuity through institutional hand-offs, a dated test reconstructs the original source, local scope, material method and reviewer judgement, then shows the same evidence IDs reused with separately justified Singapore and ASEAN decisions.","falsifying":"For evidence continuity through institutional hand-offs, the test cannot reconstruct a material boundary or method, transfers a local duty or approval across borders, or later source corrections do not reach the decisions that used the earlier record."}}},{"id":"signal-002","kind":"regional","title":"Why Interoperability Also Requires Boundaries","description":"Observations on Governance Separation, Evidence Integrity and Sustainability Infrastructure 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Model training, fine-tuning, bulk dataset extraction, corpus replication and commercial redistribution are not granted by machine readability.","rights_url":"https://snn.sg/governance/rights","reading_integrity":{"canonical_thesis":"Interoperability is credible only when systems also preserve governance boundaries, authority and limitations.","regional_inference":"Boundaries are not friction to remove; they are part of the trust architecture that makes regional interoperability possible.","singapore_context":"Singapore platforms should make clear when data crosses from corporate record into regulatory, assurance or market use.","asean_differences":"ASEAN systems need connected exchange without transferring authority implicitly between national or private institutions.","boundary":"A Singapore rule does not create an ASEAN-wide obligation. ASEAN guidance does not create uniform national law. ISSB alignment does not establish entity-specific compliance. Evidence reuse does not transfer legal, supervisory, assurance or investment authority. Singapore's regional capital role does not grant universal decision authority. Cited institutions do not endorse SNN.SG's inference.","strengthening_falsifying_evidence":{"next_test":"Cross-border data governance, mutual recognition and liability allocation in shared platforms.","strengthening":"For cross-border evidence and authority boundaries, a dated test reconstructs the original source, local scope, material method and reviewer judgement, then shows the same evidence IDs reused with separately justified Singapore and ASEAN decisions.","falsifying":"For cross-border evidence and authority boundaries, the test cannot reconstruct a material boundary or method, transfers a local duty or approval across borders, or later source corrections do not reach the decisions that used the earlier record."}}}]}