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| # Enterprise AGI/ASI Governance Implementation Roadmap & Master Reference (2026–2035) | ||
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| ## Document Intent | ||
| This reference is a regulator-ready implementation blueprint for Fortune 500, Global 2000, and G‑SIFIs implementing high-impact AGI/ASI capabilities between **2026 and 2035**. | ||
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| It is designed to be directly operationalized through policy-as-code, formal specification, supervisory evidence pipelines, and cross-jurisdiction control mapping. | ||
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| > **Important**: This document is an implementation reference, not legal advice. Local counsel and supervisory guidance should validate jurisdiction-specific obligations. | ||
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| --- | ||
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| ## 1) Reference Architecture and Stack Baseline | ||
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| ### 1.1 Stack Components (Normative Baseline) | ||
| - **Sentinel AI Governance Stack v2.4**: policy decision, runtime enforcement, evidence signing, control orchestration. | ||
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Check notice on line 15 in ENTERPRISE_AGI_ASI_GOVERNANCE_MASTER_REFERENCE_2026_2035.md
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| - **WorkflowAI Pro**: workflow orchestration, human-in-the-loop gates, delegation constraints. | ||
| - **G-Stack**: governance data plane, risk analytics, dossier assembly. | ||
| - **SIP v2.4**: regulator interface protocol (APIs, schema contracts, signed supervisory exchange). | ||
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| ### 1.2 Five-Zone Control Topology | ||
| 1. **Fiduciary Zone**: board-level approvals, risk appetite, accountability (SMCR-like named owners). | ||
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Check notice on line 21 in ENTERPRISE_AGI_ASI_GOVERNANCE_MASTER_REFERENCE_2026_2035.md
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| 2. **Policy Zone**: machine-enforced policies (OPA/Rego), change control, exception governance. | ||
| 3. **Verification Zone**: TLA+ invariants, conformance tests, release gates. | ||
| 4. **Runtime Zone**: Omni-Sentinel containment, ASAs, intervention automations. | ||
| 5. **Supervisory Zone**: regulator APIs, OSCAL bundles, ARRE/VAR evidence delivery. | ||
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| ### 1.3 Mandatory Cross-Cutting Controls | ||
| - Cryptographic evidence immutability. | ||
| - Segregation of duty: model builders cannot unilaterally alter runtime policy. | ||
| - Deny-by-default on high-impact autonomous actions. | ||
| - Jurisdiction-aware localization for controls, logging, and retention. | ||
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| --- | ||
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| ## 2) Phased Roadmap (2026–2030) + Extension (2031–2035) | ||
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| ## Phase 0 — Foundation (Q3 2026 to Q4 2026) | ||
| **Target**: Establish governance constitution and inventory completeness. | ||
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| **Must-Ship Artifacts** | ||
| - AI constitution and fiduciary governance charter. | ||
| - Enterprise model/agent inventory with impact tiering (T0–T4). | ||
| - Control baseline profile combining NIST AI RMF, ISO/IEC 42001, SR 11-7 principles. | ||
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| **Exit Criteria** | ||
| - >95% model inventory coverage. | ||
| - 100% T0/T1 systems mapped to named control owners. | ||
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| ## Phase 1 — Policy/Specification Industrialization (2027) | ||
| **Target**: Convert policy narratives into executable controls and verified invariants. | ||
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| **Must-Ship Artifacts** | ||
| - Rego policy packs by jurisdiction and risk tier. | ||
| - TLA+ specifications for critical agent workflows. | ||
| - Annex IV-ready dossier templates with machine-fillable fields. | ||
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| **Exit Criteria** | ||
| - 100% T0/T1 deployments gated by policy checks. | ||
| - Spec-to-policy traceability map complete for all critical paths. | ||
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| ## Phase 2 — Runtime Containment and Perpetual Assurance (2028) | ||
| **Target**: Operate AGI containment and SOC-grade monitoring at enterprise scale. | ||
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| **Must-Ship Artifacts** | ||
| - Omni-Sentinel containment rings in enforce mode. | ||
| - GAI-SOC telemetry fabric with signed event lineage. | ||
| - Red Dawn simulation program (quarterly). | ||
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| **Exit Criteria** | ||
| - MTTC for critical governance breach < 90s. | ||
| - 24/7 telemetry for all T0/T1 systems. | ||
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| ## Phase 3 — Prudential Stress Regime (2029) | ||
| **Target**: Basel-style AI stress testing integrated with risk appetite and buffers. | ||
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| **Must-Ship Artifacts** | ||
| - G‑SRI methodology and scorecards. | ||
| - BBOM perpetual assurance dashboard. | ||
| - Annual supervisory stress package and board response protocol. | ||
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| **Exit Criteria** | ||
| - Stress program cycles completed within 30 business days. | ||
| - No unremediated critical findings past quarter close. | ||
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| ## Phase 4 — Supervisory Interoperability (2030) | ||
| **Target**: API-first supervision and cross-border evidence portability. | ||
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| **Must-Ship Artifacts** | ||
| - SIP v2.4 regulator APIs (evidence, incidents, stress, policy). | ||
| - OSCAL exports with ARRE + VAR packages. | ||
| - zk-SNARK compliance proof delivery for privacy-preserving attestations. | ||
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| **Exit Criteria** | ||
| - >95% recurring supervisory requests fulfilled via API. | ||
| - Manual dossier assembly reduced below 5% of volume. | ||
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| ## 2031–2035 Extension | ||
| - 2031–2032: dynamic risk budgets + automated guardrail retuning under formal constraints. | ||
| - 2033: shared utility model for systemic incident intelligence. | ||
| - 2034: coordinated multi-regulator simulation sandboxes. | ||
| - 2035: near-real-time cross-border prudential AI supervision. | ||
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| --- | ||
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| ## 3) AGI/ASI Technical Governance Architecture | ||
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| ### 3.1 Omni-Sentinel Containment | ||
| - **Ring 0**: compute and execution kernel constraints. | ||
| - **Ring 1**: runtime policy enforcement for tool use and capability exposure. | ||
| - **Ring 2**: workflow-level dual control and transaction gates. | ||
| - **Ring 3**: enterprise blast-radius limits (DLP/fraud/legal escalation). | ||
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| ### 3.2 AGI Containment Labs | ||
| - Air-gapped adversarial simulation clusters. | ||
| - Digital twins for critical finance/operations pathways. | ||
| - Reproducible red-team corpora and scenario registries. | ||
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| ### 3.3 GAI-SOC | ||
| - Canonical telemetry schema: prompt lineage, policy decision, tool effect, intervention state. | ||
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Check notice on line 119 in ENTERPRISE_AGI_ASI_GOVERNANCE_MASTER_REFERENCE_2026_2035.md
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| - Correlation for autonomy drift, collusion indicators, and policy evasion attempts. | ||
| - Signed intervention trail for post-incident supervisory replay. | ||
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| ### 3.4 Red Dawn Simulations | ||
| - Quarterly severe-but-plausible exercises across cyber/model/operational axes. | ||
| - Mandatory after-action governance remediation, tracked to closure SLAs. | ||
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| ### 3.5 Autonomous Supervisory Agents (ASAs) | ||
| - **Compliance ASA**: statutory and policy constraint checks. | ||
| - **Risk ASA**: dynamic risk throttles and exposure caps. | ||
| - **Fiduciary ASA**: customer impact safeguards and outcome fairness checks. | ||
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| All ASAs are subordinate to human-ratified constitutional policy with immutable priority ordering. | ||
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| --- | ||
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| ## 4) Formal Verification and Policy-as-Code Conformance | ||
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| ### 4.1 TLA+ Verification Objectives | ||
| Critical invariants include: | ||
| 1. No irreversible external actuation without approved path. | ||
| 2. No unauthorized privilege transition across rings. | ||
| 3. No bypass of human checkpoint for designated high-impact actions. | ||
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| ### 4.2 OPA/Rego Enforcement Objectives | ||
| - Jurisdiction-aware modules with deterministic reason codes. | ||
| - Deny-by-default for missing evidence or missing approvals. | ||
| - Explicit exception handling with expiry and owner attribution. | ||
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| ### 4.3 CI/CD Gate (Required) | ||
| 1. TLA+ lint/model-check pass. | ||
| 2. Rego unit + scenario test pass. | ||
| 3. Spec-vs-runtime conformance test pass. | ||
| 4. Artifact signing and evidence registration. | ||
| 5. Change approval by independent control owner. | ||
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| ### 4.4 Conformance Chain | ||
| `spec hash -> policy hash -> build attestation -> deploy attestation -> runtime decision hash -> dossier evidence` | ||
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| --- | ||
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| ## 5) Basel-Style AI Stress Testing (G‑SRI + BBOM) | ||
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| ### 5.1 G-SRI Components | ||
| - Interconnectedness. | ||
| - Substitutability. | ||
| - Complexity and autonomy depth. | ||
| - Cross-border spillover potential. | ||
| - Concentration across providers and compute. | ||
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| ### 5.2 Required Scenario Families | ||
| - Multi-agent collusion and strategic manipulation. | ||
| - Safety classifier false-negative spike during crisis load. | ||
| - Policy engine latency and cascading gate failures. | ||
| - Compute region outage with policy-localization mismatch. | ||
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| ### 5.3 BBOM Perpetual Assurance | ||
| - Continuous behavior indicators with threshold-triggered escalation ladders. | ||
| - Board and regulator reporting cadence fed from signed telemetry and stress outputs. | ||
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| --- | ||
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| ## 6) Regulator-Grade Dossier Factory (OSCAL + ARRE + VAR) | ||
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| ### 6.1 ARRE (AI Risk & Resilience Evidence) | ||
| Minimum sections: | ||
| - Governance and accountability. | ||
| - Lifecycle controls and test evidence. | ||
| - Runtime containment and incidents. | ||
| - Stress results and residual risk. | ||
| - Remediation commitments and closure status. | ||
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| ### 6.2 VAR (Validation Attestation Record) | ||
| Minimum sections: | ||
| - Independent validation opinion. | ||
| - Scope and coverage statement. | ||
| - Limitations/exceptions. | ||
| - Time-bound mitigation commitments. | ||
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| ### 6.3 OSCAL Annexes | ||
| - Component definitions, control implementations, assessment results, and plans of action. | ||
| - Mappable references to Annex IV technical documentation fields. | ||
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| --- | ||
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| ## 7) Privacy-Preserving Supervisory Assurance (zk-SNARKs) | ||
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| Use zk proofs to demonstrate compliance without disclosing sensitive model internals or customer data. | ||
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| Required proof families: | ||
| - Threshold compliance at decision time. | ||
| - Policy version conformance by jurisdiction. | ||
| - Containment response within mandated SLA. | ||
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| --- | ||
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| ## 8) Regulator-Facing APIs and Dashboards (SIP v2.4) | ||
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| ### 8.1 APIs | ||
| - **Evidence API**: signed artifacts and lineage proofs. | ||
| - **Incident API**: timeline, impact, containment, remediation. | ||
| - **Stress API**: scenario catalog, outputs, trend deltas. | ||
| - **Policy API**: active rules, versions, exceptions. | ||
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| ### 8.2 Dashboard Requirements | ||
| - Jurisdictional heatmaps. | ||
| - Early warning indicators and breach forecasts. | ||
| - Drill-through from KPI to signed raw evidence. | ||
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| --- | ||
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| ## 9) Regulatory Mapping Playbooks (Control Objectives) | ||
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| ### EU AI Act (Annex IV, Articles 48, 71, 72) | ||
| - Annex IV dossier completeness and traceability automation. | ||
| - Supervisory cooperation and incident escalation integration. | ||
| - Penalty-exposure readiness workflow with legal/compliance triage. | ||
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| ### NIST AI RMF 1.0 / AI 600-1 | ||
| - GOVERN-MAP-MEASURE-MANAGE mapped to executable control objectives. | ||
| - Sector profile overlays and periodic maturity re-baselining. | ||
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| ### ISO/IEC 42001 AIMS | ||
| - Management system alignment across policy, competence, operation, evaluation, improvement. | ||
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| ### MAS FEAT + MAS AI Guidelines | ||
| - Fairness/transparency/accountability gates embedded in product lifecycle. | ||
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| ### Basel III/IV, SR 11-7, SR 26-2 | ||
| - Model risk governance, validation independence, issue governance discipline. | ||
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| ### DORA, NIS2, FCA, UK SMCR/Consumer Duty | ||
| - Operational resilience, third-party risk, accountability regime mapping, customer outcome controls. | ||
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| ### HKMA Fintech 2030 + ICGC Compute Governance | ||
| - Cross-border compute attestation and concentration-risk reporting. | ||
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| --- | ||
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| ## 10) Implementation Checklist (First 180 Days) | ||
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| 1. Appoint named AI accountable executives and control owners. | ||
| 2. Stand up governance PMO and change approval board. | ||
| 3. Onboard T0/T1 systems to containment + telemetry. | ||
| 4. Deploy initial Rego packs and CI/CD gate. | ||
| 5. Formalize top-10 TLA+ invariants for critical workflows. | ||
| 6. Execute first Red Dawn simulation and close findings. | ||
| 7. Produce first Annex IV/OSCAL ARRE+VAR packet. | ||
| 8. Publish first G‑SRI baseline and BBOM dashboard. | ||
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| --- | ||
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| ## 11) Quantitative KPI Targets | ||
| - Policy decision latency P95 < 50ms. | ||
| - Unauthorized critical autonomous actions = 0 per quarter. | ||
| - Spec-to-runtime conformance > 99.5%. | ||
| - T0/T1 pre-deployment verification coverage = 100%. | ||
| - Severe incident containment SLA adherence > 99%. | ||
| - On-demand supervisory packet generation < 72 hours. | ||
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,18 @@ | ||
| framework,obligation,control_family,evidence_artifact,automation_mechanism | ||
| EU AI Act Annex IV,technical documentation completeness,dossier_factory,arre_var_bundle,oscal_export_pipeline | ||
| EU AI Act Article 48,oversight and quality management,human_oversight_and_qms,oversight_logs,sip_supervisory_endpoint | ||
| EU AI Act Articles 71-72,supervisory cooperation and enforcement readiness,incident_and_penalty_workflow,incident_casepack,incident_api | ||
| NIST AI RMF 1.0,GOVERN MAP MEASURE MANAGE operationalization,policy_and_metrics,control_kpi_dashboard,rego_policy_pack | ||
| NIST AI 600-1,implementation profile and assurance cadence,sector_profile_controls,profile_attestation,spec_policy_trace_map | ||
| ISO IEC 42001 AIMS,management system conformance,aims_management_controls,aims_review_pack,continuous_assurance_pipeline | ||
| MAS FEAT,fairness ethics accountability transparency,fairness_and_fiduciary_controls,model_outcome_assessment,lifecycle_gates | ||
| Basel III IV,model risk and prudential discipline,prudential_model_risk,stress_pack_and_validation,g_sri_bbom_engine | ||
| SR 11-7,model inventory and independent validation,model_risk_governance,validation_attestation,var_records | ||
| SR 26-2,supervisory expectations for risk governance,enterprise_risk_governance,board_risk_pack,risk_committee_reporting | ||
| DORA,operational resilience and ICT risk,operational_resilience,operational_resilience_register,resilience_dashboard | ||
| NIS2,cybersecurity governance and reporting,cyber_governance,cyber_incident_bundle,gai_soc_correlation | ||
| FCA requirements,consumer and conduct risk controls,conduct_and_governance,conduct_outcome_review,policy_exception_workflow | ||
| UK SMCR,senior manager accountability,named_accountability,smcr_responsibility_map,approval_workflow | ||
| UK Consumer Duty,good customer outcomes,fiduciary_outcomes,consumer_outcome_assessment,fiduciary_asa_rules | ||
| HKMA Fintech 2030,fintech risk governance and innovation controls,fintech_governance,hkma_readiness_packet,regulator_api_profile | ||
| ICGC compute governance,compute concentration and cross-border controls,compute_governance,compute_attestation_bundle,zk_proof_attestations |
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