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| 1 | +# Sentinel AI Governance Dashboard: UX & Technical Roadmap (2026–2035) |
| 2 | + |
| 3 | +## 1. Vision & Executive Summary |
| 4 | +This roadmap defines the implementation of a high-assurance React-based dashboard designed for G-SIFI (Global Systemically Important Financial Institutions) AI oversight. The dashboard transitions from simple observability to autonomous, hardware-rooted containment and zero-knowledge regulatory reporting for AGI/ASI ecosystems. |
| 5 | + |
| 6 | +--- |
| 7 | + |
| 8 | +## 2. Technical Stack Recommendation |
| 9 | + |
| 10 | +### Frontend (High-Assurance UI) |
| 11 | +- **Framework**: React 19+ with Next.js (App Router) for SSR/ISR. |
| 12 | +- **Styling**: Tailwind CSS + Radix UI Primitives (for accessibility/AIGOV-05 compliance). |
| 13 | +- **State Management**: TanStack Query (Server State) + Zustand (Client State). |
| 14 | +- **Visualization**: Apache ECharts (for high-frequency telemetry) + Mermaid.js (for TLA+ state machine & lineage visualization). |
| 15 | +- **Security**: Content Security Policy (CSP) with strict nonce-based execution; vTPM-bound session tokens. |
| 16 | + |
| 17 | +### Backend (The Audit & Policy Plane) |
| 18 | +- **Primary API**: FastAPI (Python) or Node.js (Express/Deno) for low-latency governance gates. |
| 19 | +- **Policy Engine**: Open Policy Agent (OPA) running as a sidecar for Rego evaluation. |
| 20 | +- **Audit Storage**: Kafka (Event Fabric) -> AWS S3 with Object Lock (COMPLIANCE mode) for PQC-WORM evidence. |
| 21 | +- **Cryptography**: `pqc_worm_logger.py` integrating ML-DSA-65 and CRYSTALS-Dilithium. |
| 22 | +- **Formal Verification**: TLA+ runtime monitors for invariant checking (`SentinelContainmentProtocol.tla`). |
| 23 | + |
| 24 | +--- |
| 25 | + |
| 26 | +## 3. Phased Implementation Milestones |
| 27 | + |
| 28 | +### Milestone 1: Foundational Trust & WORM Observability (Q3 2026) |
| 29 | +*Focus: Hardware-rooted identity and immutable evidence.* |
| 30 | + |
| 31 | +- **Hardware Attestation UX**: Real-time vTPM/TEE status map showing `PCR_MATCH=TRUE` status across the G-Stack compute nodes. |
| 32 | +- **WORM Audit Explorer**: Time-series view of signed audit batches with Merkle-root verification UI. |
| 33 | +- **Systemic Risk Pulse**: Initial G-SRI dashboard showing CPU/Memory vs. Risk thresholds. |
| 34 | +- **Dependency**: `pqc_worm_logger.py` and `tee_tpm_attestation.go` implementation. |
| 35 | + |
| 36 | +### Milestone 2: Compliance-as-Code & OPA Tooling (Q1 2027) |
| 37 | +*Focus: Moving from manual checklists to real-time policy enforcement.* |
| 38 | + |
| 39 | +- **Rego Policy IDE**: In-browser editor for OPA policies with "Dry-Run" simulator against historical telemetry. |
| 40 | +- **Annex IV Dossier Factory**: Automatic assembly of EU AI Act technical documentation from telemetry traces. |
| 41 | +- **Mapping Visualization**: interactive matrix linking technical OPA rules to NIST AI RMF and SR 26-2 controls. |
| 42 | +- **Dependency**: Milestone 1 Audit trails; OPA sidecar deployment. |
| 43 | + |
| 44 | +### Milestone 3: StaR-MoE & EAIP Simulation (Q4 2027) |
| 45 | +*Focus: Managing emergent behavior in Mixture-of-Experts financial agents.* |
| 46 | + |
| 47 | +- **MoE Routing Heatmap**: Visualizing expert activation, Shannon Routing Entropy ($H_{sh}$), and Alignment Resonance ($C_{res}$). |
| 48 | +- **EAIP Simulator**: "Chaos Engineering" UI to inject adversarial signals and verify Enterprise AI Agent Interoperability Protocol (EAIP) containment. |
| 49 | +- **Red Dawn Scenario Runner**: Workflow UX to trigger `Rogue-Yield-Subroutine-99` simulations and record MTTC (Mean Time to Contain). |
| 50 | +- **Dependency**: StaR-MoE stabilization layer (SARA/ACR). |
| 51 | + |
| 52 | +### Milestone 4: Zero-Knowledge & OSCAL Automation (2028–2030) |
| 53 | +*Focus: Global supervisory interoperability without data leakage.* |
| 54 | + |
| 55 | +- **ZK-Proof Aggregator**: Dashboard for SnarkPack-aggregated compliance proofs for Basel III/IV. |
| 56 | +- **OSCAL Export Engine**: One-click generation of machine-readable NIST 800-53/OSCAL 1.1.2 catalogs for regulators. |
| 57 | +- **Collective Defense UI**: SIP v3.0 federated risk signal sharing across GIEN institutions. |
| 58 | +- **Dependency**: Circom/Groth16 circuits for systemic risk; SIP v3.0 protocol. |
| 59 | + |
| 60 | +--- |
| 61 | + |
| 62 | +## 4. Feature Groups & Priorities |
| 63 | + |
| 64 | +| Feature Group | Priority | Target Audience | Primary Metric | |
| 65 | +|---------------|----------|-----------------|----------------| |
| 66 | +| **Hardware Trust** | P0 | Platform Ops | % Nodes Attested | |
| 67 | +| **Audit Integrity** | P0 | Compliance/Audit | PQC Signature Verification | |
| 68 | +| **Policy Control** | P1 | Risk Managers | OPA Gate Bypass Count (Goal: 0) | |
| 69 | +| **Risk Visualization**| P1 | Board/CRO | G-SRI vs. Threshold | |
| 70 | +| **Simulation** | P2 | Red Teams | MTTC (Goal: < 2s) | |
| 71 | +| **Interop/OSCAL** | P2 | Regulators | Time to Report Delivery | |
| 72 | + |
| 73 | +--- |
| 74 | + |
| 75 | +## 5. Engineering Implementation Guidance |
| 76 | + |
| 77 | +1. **Safety-First UI**: Never allow high-risk actions (e.g., policy overrides) without dual cryptographic authorization (multi-sig) rendered in the dashboard. |
| 78 | +2. **Telemetry Aggregation**: Use SnarkPack for ZK-proofs to reduce frontend-to-backend payload size during heavy systemic stress periods. |
| 79 | +3. **Formal Parity**: Ensure the dashboard's state transitions match the `SentinelContainmentProtocol.tla` invariants. |
| 80 | +4. **Resilient UX**: The dashboard must remain operational via air-gapped EKS failover during `OMNI-BLACK` crisis scenarios. |
| 81 | + |
| 82 | +--- |
| 83 | +**Version**: 1.0.0 |
| 84 | +**Status**: DRAFT FOR ARCHITECTURE REVIEW |
| 85 | +**Ref**: Sentinel AI Governance v2.4 Stack |
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