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Ensure governance runner records failure diagnostics in report
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name: Sentinel Governance Gates
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on:
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pull_request:
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push:
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branches: [main]
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jobs:
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governance-gates:
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runs-on: ubuntu-latest
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timeout-minutes: 20
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steps:
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- uses: actions/checkout@v4
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- uses: actions/setup-python@v5
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with:
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python-version: "3.11"
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- name: Install Python dependencies
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run: pip install -r requirements-dev.txt
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- name: Install ripgrep
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run: sudo apt-get update && sudo apt-get install -y ripgrep
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- name: Run governance gate bundle (strict OPA)
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env:
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STRICT_OPA: "1"
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OPA_VERSION: "v1.7.1"
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run: ./tools/run_governance_gates.sh --strict-opa
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- name: Upload validation report
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if: always()
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uses: actions/upload-artifact@v4
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with:
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name: sentinel-governance-validation-report
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path: /tmp/sentinel_governance_validation_report.json
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if-no-files-found: error
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# Sentinel AI Governance Stack v2.4 — Enterprise AGI/ASI Governance, Containment, and zk-Compliance Reference Architecture (2026–2035)
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## 1. Scope and Design Principles
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This blueprint defines an implementation roadmap and target architecture for Fortune 500, Global 2000, and G-SIFI institutions deploying advanced frontier AI under strict safety, model risk, operational resilience, and privacy obligations.
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### Core principles
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1. **Safety-over-availability defaults** for AGI/ASI class systems.
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2. **Provable compliance** via machine-readable controls + cryptographic attestations.
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3. **Dual-loop supervision**: autonomous supervisory agents + human accountable officers.
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4. **Containment depth**: identity, network, compute, data, and behavior constraints.
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5. **Continuous assurance**: BBOM/perpetual assurance replacing point-in-time audits.
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6. **Regulatory portability** through normalized OSCAL control abstraction.
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## 2. Reference Architecture (Logical)
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## 2.1 Layered Stack
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1. **Governance Layer (Sentinel AI Governance Stack v2.4 / G-Stack)**
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- Policy registry, regulator profile pack, board dashboards, risk appetite and delegation matrices.
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2. **Control Orchestration (WorkflowAI Pro)**
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- Workflow compiler for controls-as-code, evidence jobs, attestations, exception routing.
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3. **Safety & Containment Plane (Omni-Sentinel)**
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- Runtime guardrails, secure enclaves, process isolation, kill-switch graph, policy enforcement.
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4. **Autonomous Supervisory Agents (ASA mesh)**
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- Independent model sentinels monitoring capability drift, deception signatures, and unsafe tool use.
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5. **Observability & Response (GAI-SOC)**
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- AI-native SOC telemetry, causal graph analytics, anomaly triage, incident playbooks.
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6. **Assurance & Audit Plane**
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- Kafka event backbone, PQC signatures, WORM retention, reproducible evidence manifests.
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7. **Cryptographic Compliance Plane**
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- Circom/Groth16 (fast proving) + STARK proofs (transparency), GC-IR bridge for regulator verifiers.
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8. **Enterprise Integration Layer**
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- IAM, SIEM, ITSM, MRM platforms, treasury/risk engines, data governance and legal hold systems.
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## 2.2 Trust Zones and Data Flow
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- **Zone A (Regulated CorpNet)**: user applications, workflow interfaces.
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- **Zone B (AI Control Plane)**: orchestrators, policy engines, signed deployment artifacts.
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- **Zone C (Containment Compute Fabric)**: frontier model runtimes, tool execution sandboxes.
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- **Zone D (Assurance Vault)**: append-only audit storage, proof artifacts, regulator export bundles.
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- **Zone E (Regulator/Assessor Verifier Edge)**: read-only validation endpoints, proof verification services.
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All inter-zone calls require mTLS, hardware-backed workload identity, and signed policy tokens.
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## 3. Sentinel v2.4 Component Blueprint
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## 3.1 G-Stack Governance Kernel
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- **Policy Object Model**: risk domain, control objective, implementation assertion, evidence schema.
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- **Regulator Mapping Engine**: maps normalized controls to EU AI Act Annex IV, NIST AI RMF, ISO/IEC 42001, Basel/SR guidance, DORA/NIS2, consumer protection rules.
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- **Board/C-suite Views**: KRIs (G-SRI), risk heat maps, unresolved exceptions, model inventory criticality.
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- **Delegation Graph**: links accountable executives (e.g., SMCR functions) to control ownership.
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## 3.2 WorkflowAI Pro Control Automation
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- DAG-based control execution with deterministic runbooks.
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- Multi-stage approvals (4-eyes/6-eyes) for high-impact model releases.
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- Evidence packaging into OSCAL assessment-results + cryptographic hash manifests.
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- CI/CD gates: policy checks, failed evidence freshness, formal spec violations.
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## 3.3 Omni-Sentinel Containment
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- **Runtime constraints**: egress allow-lists, syscall policy, capability firewalls.
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- **Tool mediation**: all external actions via broker with risk scoring.
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- **Compute governance**: quota ceilings, conditional escalation approvals, emergency pause.
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- **Cognitive tripwires**: detector ensemble for deception, self-replication attempts, covert channel behavior.
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## 3.4 Autonomous Supervisory Agents (ASA)
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- Independent model family from production models to reduce common-mode failure.
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- Supervisory protocols:
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- pre-action review for privileged actions,
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- post-action forensic consistency checks,
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- rolling challenge tests against policy constraints.
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- Escalation to human supervisory committee on confidence breach thresholds.
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## 3.5 GAI-SOC Telemetry and Red Dawn Simulations
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- **Telemetry fabric**: prompts, tool traces, policy decisions, model internal safety signals, infra events.
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- **Red Dawn**: adversarial simulation framework for model jailbreaks, insider threat, data poisoning, and emergent autonomy drills.
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- Replayable incident timelines with deterministic re-simulation and invariant checking.
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## 3.6 G-SRI (Systemic Risk Index)
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Composite risk metric:
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- capability concentration,
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- cross-institution coupling,
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- market critical function dependency,
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- model opacity,
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- containment maturity,
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- incident velocity.
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Used for board risk appetite, capital/liquidity overlays, and supervisory dialogue.
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## 3.7 BBOM / Perpetual Assurance
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- Business Bill of Operations & Models captures model lineage, dependencies, training provenance, third-party risk, and control inheritance.
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- Continuous attestation loops produce rolling “assurance snapshots” every control interval.
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## 4. Formal Methods and Control Logic
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## 4.1 TLA+ Specifications
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Define critical invariants, e.g.:
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- **Invariant C1**: No high-risk autonomous action executes without active policy token + supervisory quorum.
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- **Invariant C2**: Kill-switch always preempts model action queue within bounded latency.
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- **Invariant C3**: Evidence records are immutable and cryptographically linked.
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- **Invariant C4**: Cross-border data transfer only under jurisdictional policy satisfaction.
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Model check each release candidate; block promotion on invariant violation.
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## 4.2 OPA/Rego Compliance-as-Code
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- Rego policies evaluate deployment manifests, data access requests, and runtime actions.
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- Policy bundles versioned and signed.
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- CI/CD integrates:
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- static policy lint,
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- policy unit tests,
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- synthetic evidence tests,
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- conformance packs per jurisdiction.
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## 5. Cryptographic Assurance and zk Architecture
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## 5.1 Kafka + PQC WORM Audit Fabric
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- Kafka topics partitioned by control domain and criticality.
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- Event envelopes signed using PQC-capable schemes (hybrid mode during transition).
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- Daily Merkle roots committed to WORM storage with legal hold tagging.
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## 5.2 Circom/Groth16 + STARK Proof Strategy
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- **Groth16 circuits** for low-latency operational proofs (e.g., policy gate executed).
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- **STARK proofs** for high-assurance transparency proofs and long-term auditability.
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- **GC-IR bridge**: canonical intermediate representation allowing regulator-side verifier portability.
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## 5.3 Example Proof Statements
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1. “All production model deployments in period T passed required SR 11-7 validation controls.”
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2. “No restricted personal-data category left approved zones without lawful basis policy pass.”
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3. “All systemic-risk simulation scenarios above threshold had approved mitigation actions executed.”
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## 6. Regulatory Mapping Framework (Multi-jurisdiction)
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## 6.1 Normalized Control Families
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- GOV (governance/accountability)
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- RSK (risk management)
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- SAF (safety/containment)
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- SEC (cybersecurity/operational resilience)
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- DAT (data/privacy)
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- MOD (model lifecycle and validation)
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- AUD (auditability and assurance)
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- ETH (fairness/consumer outcomes)
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## 6.2 Mappings
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- **EU AI Act**: Annex IV technical documentation, post-market monitoring, systemic-risk GPAI obligations.
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- **NIST AI RMF 1.0 + AI 600-1 profile alignment**: govern/map/measure/manage functions.
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- **ISO/IEC 42001 AIMS**: management system clauses and control objectives.
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- **Basel III/IV + SR 11-7/SR 26-2**: model risk governance, validation independence, stress and scenario integrity.
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- **DORA + NIS2**: ICT risk, incident reporting, resilience testing.
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- **GDPR + FCRA/ECOA**: lawful basis, transparency, adverse action explainability, fairness outcomes.
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- **MAS/HKMA FEAT; FCA SMCR/Consumer Duty; HKMA Fintech 2030**: accountability and customer outcome governance.
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- **ICGC/GASO compute governance**: frontier compute registration, safety case gating, and emergency coordination protocols.
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## 7. Phased Roadmap
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## 7.1 Phase 0 (Q3 2026–Q2 2027): Foundation
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- Establish enterprise AI control taxonomy in OSCAL.
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- Stand up GAI-SOC minimum telemetry and incident runbooks.
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- Deploy baseline OPA policies for model release governance.
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- Implement TLA+ specs for top-10 high-risk workflows.
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- Begin BBOM data model and inventory normalization.
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Deliverables:
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- Control catalog v1, evidence schema v1, board-level KRI pack.
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## 7.2 Phase 1 (Q3 2027–Q4 2028): Verified Controls (ICGC Phase 1)
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- Productionize Omni-Sentinel containment with enforceable runtime boundaries.
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- Add Groth16 proofs for critical control families (GOV/SAF/MOD/AUD).
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- Integrate WorkflowAI Pro with CI/CD across all AI deployment pipelines.
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- Launch Red Dawn quarterly simulation program with regulator-observer mode.
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Deliverables:
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- zk-verified control attestations for high-risk models.
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## 7.3 Phase 2 (2029–2030): Systemic-Risk-Integrated Governance (ICGC Phase 2)
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- Extend proof coverage to cross-entity systemic-risk controls and concentration constraints.
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- Introduce STARK-based transparent audit proofs for annual supervisory reviews.
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- Mature ASA mesh with independent adjudication and confidence-weighted escalation.
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- Operationalize G-SRI as capital/risk appetite input in board governance.
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Deliverables:
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- End-to-end cryptographic compliance dossier and systemic-risk posture scorecards.
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## 7.4 2031–2035 Extension: ASI-Ready Supervisory Regime
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- Dynamic regulator profiles update automatically from signed supervisory bulletins.
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- Interbank federated simulation exchanges for contagion and coordination drills.
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- Confidential multi-party proofs for sector-wide aggregate compliance reporting.
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- Compute governance integration with civilizational risk protocols and emergency compute throttling.
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## 8. Machine-Readable Artifact Templates
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## 8.1 OSCAL Control Snippet (YAML)
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```yaml
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control:
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id: SAF-OMNI-001
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title: "Containment boundary enforcement for high-capability models"
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props:
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- name: jurisdiction
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value: "EU,US,UK,HK,SG"
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- name: criticality
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value: "systemic"
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statements:
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- id: SAF-OMNI-001_smt
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description: "All privileged model actions require broker mediation and supervisory quorum."
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implemented-requirements:
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- uuid: "impl-saf-omni-001"
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by-components:
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- component-uuid: "omni-sentinel-runtime"
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implementation-status: "implemented"
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```
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## 8.2 Rego Policy Example
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```rego
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package sentinel.release
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default allow = false
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allow {
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input.model.risk_tier == "high"
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input.controls.saf_omni_001 == true
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input.controls.sr117_validation_complete == true
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input.signatures.release_bundle_verified == true
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input.supervision.quorum >= 2
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}
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```
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## 8.3 TLA+ Invariant Skeleton
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```tla
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Invariant_NoUnsanctionedAction ==
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\A a \in Actions :
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(a.risk = "high") =>
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(a.policyTokenValid /\ a.supervisoryQuorum >= 2 /\ a.containmentState = "ENFORCED")
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```
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## 8.4 zk Proof Statement Metadata (JSON)
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```json
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{
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"proof_id": "zkc-2029-q3-saf-001",
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"statement": "All high-risk actions satisfied containment and quorum constraints",
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"circuit": "circom/saf_omni_001.circom",
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"proving_system": "groth16",
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"public_inputs": ["period_hash", "policy_root", "event_merkle_root"],
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"verifier_endpoint": "gc-ir://verifier/saf_omni_001/v2"
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}
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```
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## 9. Operating Model and Accountability
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- **Board Risk Committee**: approves G-SRI thresholds and exception appetite.
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- **Chief AI Safety Officer**: owns containment and supervisory agent assurance.
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- **Chief Risk Officer / MRM**: owns model lifecycle challenge and SR 11-7 style independence.
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- **CISO / GAI-SOC Lead**: owns telemetry integrity and incident response.
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- **General Counsel / DPO**: owns privacy, cross-border controls, legal hold and disclosures.
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RACI should be encoded as machine-readable policy metadata and synchronized with HR role systems.
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## 10. Implementation KPIs and KRIs
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- Mean time to policy decision (MTPD)
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- Percentage of high-risk actions with dual supervisory approval
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- zk-proof generation success rate and verifier latency
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- TLA+ invariant violation count per release
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- Red Dawn scenario pass rate by attack class
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- G-SRI trend and systemic concentration delta
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## 11. Technical Delivery Backlog (First 12 Months)
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1. Build canonical control ontology and OSCAL pipeline.
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2. Integrate OPA into deployment gates with signed bundle distribution.
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3. Define TLA+ specs and automated model checking in CI.
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4. Implement Kafka event taxonomy + PQC signature envelope.
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5. Build initial Circom circuits for top systemic controls.
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6. Deploy WORM archive + Merkle notarization jobs.
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7. Launch ASA pilot on privileged tool-use pathways.
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8. Run first Red Dawn full-spectrum simulation and close findings.
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## 12. Executive Takeaway
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Sentinel AI Governance Stack v2.4 should be treated as a **safety-critical digital control system** rather than a conventional AI governance program. The combination of formal invariants, autonomous supervision, and cryptographic compliance evidence enables durable trust across boards, regulators, and market infrastructures while scaling toward AGI/ASI-era risk.
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## 13. Repository Artifact Pack (Implementation Starter)
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The following machine-readable starter artifacts are included to accelerate implementation:
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- `governance_artifacts/oscal/sentinel_control_catalog_v1.yaml`
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- `governance_artifacts/rego/release_gate.rego`
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- `governance_artifacts/tla/containment_invariants.tla`
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- `governance_artifacts/zk/proof_statement_schema.json`
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- `governance_artifacts/kafka/audit_event_schema.json`
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- `governance_artifacts/regulatory_profiles/eu_ai_act_annex_iv_profile.yaml`
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- `.github/workflows/sentinel-governance-gates.yml`
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These are baseline templates intended for adaptation to institution-specific control catalogs, model inventories, and supervisory reporting obligations.

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