Merge pull request #136 from OneFineStarstuff/sentinel-dashboard-roadmap-4113455995665251845

Add master roadmap and technical plan for Sentinel AI Governance Dashboard

Author: OneFineStarstuff

backend/models/User.js

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+{
+  "exclude": ["next-app", "artifacts", "docs", "frontend", "governance_artifacts"],
+  "lint": {
+    "rules": {
+      "exclude": ["no-unused-vars", "prefer-const", "no-undef"]
+    }
+  }
+}

backend/server.js

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+# Sentinel AI Governance Engineering Roadmap & Technical Plan (2026–2035)
+
+**Target Audience**: Senior Engineering Leadership, AI Safety Officers, Regulatory Auditors
+**Version**: 2.4.0 (Aligned with G-SIFI Roadmap)
+
+## 1. Feature Prioritization & UX Architecture
+High-density, expert-centric React 19 dashboard utilizing a "Cockpit" design pattern for high-frequency intervention.
+
+### Phase 1: Operational Foundation (Q3 2026)
+- **WORM Audit Logging**: Immutable append-only fabric using Kafka and S3 Object Lock.
+- **RBAC Enforcement**: Fine-grained access control via OPA/Rego sidecars.
+- **Hardware Attestation UI**: Real-time vTPM/TEE status indicators (PCR_MATCH=TRUE).
+- **Cognitive Attestation Gates**: Multi-step verification for high-risk model deployments.
+
+### Phase 2: Intelligence & Visualization (Q1 2027)
+- **AI-Driven Workflow Recommendation Engine**: Gemini-powered routing for optimal compliance workflows.
+- **Global Variable Map**: D3.js visualization of cross-agent dependencies and causal lineage.
+- **ComplianceDashboard v1**: Recharts-based telemetry for EU AI Act and NIST AI RMF.
+- **Web Speech API Integration**: Hands-free audit querying and voice-driven emergency overrides.
+
+### Phase 3: Assurance & Simulation (Q4 2027)
+- **EAIP Simulator Tooling**: Virtual sandbox for testing Agent Interoperability Protocol (EAIP) mesh stability.
+- **ZK-Proof Auditing (Groth16/SnarkJS)**: Generating privacy-preserving proofs for regulatory submission.
+- **PDF-Exported Reports**: Cryptographically signed evidence bundles (Annex IV / OSCAL).
+- **Global Variable Map Enhancements**: Real-time prompt injection detection and drift propagation mapping.
+
+### Phase 4: AGI/ASI Resilience (2028+)
+- **Global Kill-Switch Workflows**: "OmegaActual" decentralized multi-sig intervention protocols.
+- **Existential Risk Simulation**: Modeling catastrophic misalignment scenarios and mitigation effectiveness.
+- **Autonomous Compliance Router (ACR)**: Self-healing governance mesh for agentic systems.
+
+## 2. Compliance & Risk Monitoring (OSCAL Framework)
+Standardized mapping to global regulatory regimes using **OSCAL 1.1.2** for machine-readable compliance.
+- **EU AI Act**: High-risk system logging, risk management system (RMS) tracking.
+- **DORA / GDPR**: Resiliency monitoring and data sovereignty gates.
+- **NIST AI RMF / ISO 42001**: Mapping technical controls to organizational risk appetites.
+- **Export Capabilities**: Dynamic OSCAL/YAML generation for regulator-ready submissions.
+
+## 3. Cryptographic & Privacy Stack
+Implementing a multi-layered defense for audit integrity and institutional privacy.
+
+### PQC-WORM Audit Plane
+- **Integrity**: Audit events are hashed and signed using ML-DSA-65 (NIST FIPS 204) before being committed to an
+  S3 Object Lock bucket.
+- **Audit Traceability**: Hybrid signatures (ML-DSA + CRYSTALS-Dilithium) ensure long-term evidence durability
+  against post-quantum adversaries.
+- **Immutable Log Exports**: Cryptographically signed report exports (PDF/OSCAL) with embedded ML-DSA signatures.
+
+### Zero-Knowledge Compliance (zk-SNARKs & zk-STARKs)
+- **Groth16 Efficiency**: Primary ZK-circuit for real-time compliance attestations (e.g., verifying model
+  training data sanitization).
+- **Circom Toolchain**: Use SnarkJS/Circom for circuit design and proof generation in the browser/FastAPI sidecars.
+- **zk-STARK Migration**: High-throughput systemic risk reporting using zk-STARKs for trustless, transparent
+  scalability.
+
+### Confidential Computing & TEE Attestation
+- **Runtime Protection**: Sensitive governance logic (e.g., SARA alignment routing) executes within AMD SEV-SNP
+  or Intel TDX enclaves.
+- **Remote Attestation**: The Dashboard verifies the vTPM PCR (Platform Configuration Register) state of all
+  connected cockpit agents (PCR_MATCH=TRUE).
+- **Data Protection**: All telemetry and audit logs are encrypted using keys managed within the HSM-backed enclave.
+
+## 4. Policy Management & Formal Verification
+- **EAIP Policy Engine**: OPA (Rego) used for runtime permissioning and message filtering.
+- **TLA+ Specification Export**: Exporting operational policies to TLA+ for formal verification of safety properties.
+- **SARA (Self-correction Agent)**: Real-time alignment routing based on resonance metrics ($C_{res} \ge 0.85$).
+
+## 5. AGI/ASI Governance & Systemic Risk
+Ensuring alignment and containment for frontier models through multi-layered systemic risk controls.
+
+### AI Safety Council & Governance Roles
+- **Council Charter**: Define multi-sig approval chains for frontier model training and deployment ($> 10^{26}$ FLOPs).
+- **Digital Governance Roles**: AI Safety Officer (ASO), Lead Ethics Auditor, Systemic Risk Quant, and
+  Independent Third-Party Watchdog.
+- **Governance Enclaves**: Execution of high-impact decisions (e.g., model release) requires cryptographic
+  signatures generated within TEE enclaves.
+
+### Existential Risk Scenarios & Mitigations
+- **Emergent Autonomy Detection**: Real-time monitoring for non-sanctioned agent recursive self-improvement using
+  routing entropy ($H_{sh}$) and ingress token density ($H_{token}$).
+- **Misalignment & Reward Hacking**: Continuous resonance monitoring ($C_{res}$) against baseline constitutional
+  values; automated throttling if alignment drops below 0.85.
+- **Hardware-Rooted Kill-Switches**: Network-level containment and "OmegaActual" hardware kill-switches integrated
+  with AMD SEV-SNP/Intel TDX attestation.
+
+### Alignment & Stability Strategies
+- **StaR-MoE Stabilization**: SARA (Self-correction & Alignment Routing Agent) for real-time stabilization
+  of MoE routing layers.
+- **Constitutional Guardrails**: Immutable OPA/Rego policies governing cross-agent interactions and model outputs.
+- **Zero-Knowledge Systemic Risk Proofs**: Groth16-based ZK proofs for G-SRI reporting, enabling regulatory
+  oversight without institutional data leakage.
+- **International Frameworks**: SIP v3.0 telemetry sharing for collective defense within the Global
+  Intelligence Enforcement Network (GIEN).
+
+## 6. Technical Report Plan (Proposed Structure)
+A formal technical report to accompany the dashboard rollout for board-level and regulator review.
+1. **Executive Summary**: Vision for G-SIFI AI safety and governance maturity.
+2. **Architecture Deep-Dive**: React 19 Frontend, FastAPI Backend, and TEE/vTPM Execution Plane.
+3. **Assurance Methodology**: Formal verification (TLA+), ZK-proof generation, and WORM integrity analysis.
+4. **Regulatory Crosswalk**: Detailed mapping of technical controls to EU AI Act, DORA, and NIST.
+5. **Systemic Risk Evaluation**: Results from "Red Dawn" chaos engineering and drift simulation.
+6. **Future Outlook**: AGI/ASI containment roadmap and international interoperability (SIP v3.0).
+
+## 7. Suggested Technical Stack
+| Tier | Choice | Justification |
+| :--- | :--- | :--- |
+| **Frontend** | React 19 / Next.js | Server Components, strict concurrency, and SSR for audit trails. |
+| **UI Components** | Radix UI + Tailwind | Unstyled primitives for maximum accessibility/WAI-ARIA compliance. |
+| **Visualization** | D3.js & Recharts | D3 for topological variable maps; Recharts for time-series telemetry. |
+| **Backend** | FastAPI (Python) | High-performance, native support for AI/ML validation libraries. |
+| **Policy** | OPA (Rego) | Industry standard for cloud-native compliance-as-code. |
+| **Verification** | TLA+ | Formal proof of containment and protocol safety. |
+| **Enclaves** | Intel TDX / SEV-SNP | Hardware-rooted Execution Plane. |

deno.json

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+# Sentinel AI Governance Dashboard & Omni-Sentinel Cockpit: Implementation roadmap & Technical Report Plan (2026–2035)
+
+**Version**: 1.2.0
+**Last Updated**: 2026-06-15
+**Owner**: AI Governance Platform Engineering
+**Status**: Approved
+
+## 1. Executive Summary
+The **Sentinel AI Governance Dashboard** and **Omni-Sentinel Governance Cockpit** serve as the dual-
+mode command-and-control interface for G-SIFIs. The Dashboard provides high-level executive and
+regulatory visibility, while the Cockpit offers real-time operational intervention (Kill-Switches,
+Drift Mitigation) for AGI/ASI ecosystems. This roadmap integrates hardware-rooted safety, Gemini-
+driven intelligence, and OSCAL 1.1.2 compliance-as-code.
+
+---
+
+## 2. Technical Stack Recommendation (React-Centric)
+
+### Frontend (High-Assurance UI)
+- **Framework**: React 19+ with Next.js (App Router) for SSR/ISR.
+- **Service Workers**: Workbox-powered **Offline-Ready Service Workers** for critical cockpit
+functionality during network partition.
+- **Component Library**: Radix UI + Tailwind CSS (AIGOV-05 compliant accessibility).
+- **State Management**: TanStack Query + Zustand (with persistence for offline state).
+- **Visualization**: **Recharts** (high-frequency telemetry) + **D3.js** (Global Variable Map,
+causal lineage, and topological MoE maps).
+- **Accessibility**: Web Speech API for voice-driven audit queries; **PDF/UA** compliance for exported reports.
+
+### Backend & Governance Plane
+- **Primary API**: FastAPI (Python) with **Gemini API** integration for automated security
+intelligence and threat reasoning.
+- **Policy Engine**: OPA (Rego) + TLA+ runtime monitors.
+- **Audit Storage**: Kafka → S3 Object Lock (PQC-WORM) via `pqc_worm_logger.py`.
+- **Privacy/ZK**: Circom/SnarkJS (Groth16 zk-SNARKs) with a migration path to **zk-STARKs** for
+post-quantum scalability.
+- **Confidential Computing**: TEE enclaves (AMD SEV-SNP, Intel TDX) with vTPM remote attestation.
+
+---
+
+## 3. Phased Implementation Roadmap
+
+### Phase 1: Foundation, WORM Audit & Cockpit Baseline (Q3 2026)
+- **WORM Audit logs**: Immutable evidence chain with ML-DSA-65 signatures.
+- **Omni-Sentinel Cockpit (v1)**: Real-time "Kill-Switch" UI and hardware attestation (`PCR_MATCH=TRUE`).
+- **RBAC Enforcement**: OPA-based identity gates for Auditor/Admin/Operator roles.
+- **Offline-First Scaffolding**: Service worker implementation for core safety controls.
+
+### Phase 2: Intelligence, Compliance & Template Management (Q1 2027)
+- **Gemini Security Intelligence**: LLM-driven reasoning for automated incident classification and threat analysis.
+- **OSCAL 1.1.2 Mapping**: Automated alignment with EU AI Act, DORA, GDPR, and NIST AI RMF via OSCAL catalogs.
+- **Prompt Template Management**: Governed library for enterprise prompt engineering with versioning and safety scoring.
+- **Global Variable Map**: D3.js visualization of cross-agent variable dependencies and prompt injections.
+
+### Phase 3: Assurance, Drift Simulation & ZK-Compliance (Q4 2027)
+- **G-SRI Drift Simulators**: "Red Dawn" chaos engineering tool to simulate systemic risk index drift and verify MTTC.
+- **Zero-Knowledge Proof Auditing**: Groth16 proofs for privacy-preserving regulatory attestations.
+- **Audit Report Factory**: One-click assembly of cryptographically signed, PDF-exported Annex IV dossiers.
+- **EAIP Simulator**: Stress-testing Enterprise AI Agent Interoperability Protocol (EAIP) mesh robustness.
+
+### Phase 4: AGI/ASI Maturity & Autonomous Containment (Q1 2028+)
+- **Global Kill-Switch (OmegaActual)**: Decentralized multi-sig hardware intervention using AMD SEV-SNP.
+- **Council Charter & Safety Roles**: Digital twin of the AI Safety Council oversight logic and ASO workflows.
+- **Existential Risk Scenarios**: Modeling and mitigations for catastrophic misalignment or emergent autonomy.
+- **International Governance Interface**: SIP v3.0 ledger anchoring with ICGC.
+
+---
+
+## 4. Implementation Architecture & Task Breakdown
+
+### I. Governance Cockpit Architecture
+- **Layer 1: The Execution Plane**: Confidential enclaves running Omni-Sentinel sidecars.
+- **Layer 2: The Logic Plane**: OPA/Rego decisions for every inter-agent call (EAIP).
+- **Layer 3: The Interaction Plane**: React 19 dashboard with offline-ready service workers.
+
+### II. Task Breakdown (Detailed)
+
+| Task ID | Component | Description | Phase | Owner |
+| :--- | :--- | :--- | :--- | :--- |
+| GOV-001 | WORM Logic | Integrate `pqc_worm_logger.py` with Kafka event stream. | 1 | Security |
+| GOV-002 | CSP Config | Implement strict nonce-based CSP in Next.js for dashboard security. | 1 | Frontend |
+| GOV-003 | OSCAL Map | Create Rego-to-OSCAL 1.1.2 mapping matrix for EU AI Act. | 2 | Compliance |
+| GOV-004 | Gemini-SI | Deploy FastAPI agent to query Gemini for real-time risk reasoning. | 2 | AI Research |
+| GOV-005 | Drift Sim | Build D3-based G-SRI drift simulation engine. | 3 | Platform |
+| GOV-006 | ZK-Circuit | Develop Circom circuits for "Fairness" and "Privacy" proofs. | 3 | Cryptography |
+
+---
+
+## 5. Technical Report Plan
+
+- **I. Advanced UX Architecture**: Service worker partitioning for offline resilience; D3.js topological mapping.
+- **II. Regulatory Engineering**: OSCAL 1.1.2 catalog structure; mapping OPA rules to ISO 42001.
+- **III. Cryptographic Audit**: WORM plane integrity; Groth16 zk-SNARK vs. zk-STARK performance analysis.
+- **IV. AGI Safety Protocol**: "OmegaActual" TLA+ specification; Alignment Resonance ($C_{res}$) metrics.
+
+---
+
+## 6. Best Practices for High-Assurance AI Governance
+- **Controls-as-Code**: All governance rules must be versioned in Git as Rego/OPA policies.
+- **Verification-First**: High-impact containment protocols must be formally verified using TLA+.
+- **Defense-in-Depth**: Multi-layered containment (Hardware -> Logic -> Interaction).
+- **Transparency-by-Design**: Automated ZK-proof generation for third-party auditing without data leakage.
+
+---
+
+## 7. Definitions & Systemic Thresholds
+- **Alignment Resonance ($C_{res}$)**: ≥ 0.85
+- **Shannon Routing Entropy ($H_{sh}$)**: ≥ 2.5
+- **G-SRI (Global Systemic Risk Index)**: Alerts at > 85.0
+- **OSCAL (NIST 800-53)**: Open Security Controls Assessment Language (v1.1.2).

docs/SENTINEL_ENGINEERING_ROADMAP_V2.4.md

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+# Sentinel AI Governance Dashboard Roadmap (2026-2035)
+
+**Version**: 1.2.0
+**Last Updated**: 2026-06-15
+**Owner**: AI Governance Platform Engineering
+**Status**: Approved
+
+Implementation phases for the Sentinel AI Governance Dashboard and Omni-Sentinel Cockpit. For
+detailed architecture, see the [Sentinel Dashboard Master Plan](./sentinel-dashboard-master-plan.md).
+
+## Phase 1: Foundation (Q3 2026)
+- **Focus**: Immutable evidence, access control, and cockpit baseline.
+- **Key Features**: WORM Audit Logs, RBAC (OPA), Hardware Attestation, Offline-Ready Service Workers.
+
+## Phase 2: Intelligence & Compliance (Q1 2027)
+- **Focus**: Gemini-driven security reasoning and regulatory mapping.
+- **Key Features**: Gemini Security Intelligence, OSCAL 1.1.2 Mapping, Prompt Template Management, Global Variable Map.
+
+## Phase 3: Assurance & Simulation (Q4 2027)
+- **Focus**: Proactive drift simulation and privacy-preserving audit.
+- **Key Features**: G-SRI Drift Simulators, zk-SNARK (Groth16) Proofs, Audit Report Generation, EAIP Simulator.
+
+## Phase 4: AGI/ASI Maturity (Q1 2028+)
+- **Focus**: Global systemic risk and autonomous containment.
+- **Key Features**: Global Kill-Switch (OmegaActual), Council Charter Workflows, International Governance Interface.
+
+---
+*Note: Aligned with G-SIFI prudential oversight and Sentinel AI Governance Stack v2.4.*