AISAFETY-GOVNAV-WP-027 v1.0.0 — AI Safety & Global Governance Navigator: Technical Report, Roadmap, Product Features, 86 Endpoints#54
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… — Dashboard + 86 API Endpoints + NAV-12 AISAFETY-GOVNAV-WP-027 v1.0.0 — Navigating AI Safety and Global Governance NEW DASHBOARD: ai-safety-governance-navigator.html (67,698 bytes) - 12 navigable sections with keyboard shortcuts (Alt+1-0) - WCAG 2.1 AA accessible, dark/light theme toggle - Real-time API integration with 86 backend endpoints SECTION 2 — AI SAFETY RISK TAXONOMY (5 categories, 21 sub-risks): - RSK-CAT-01: Intentional Misuse & Weaponization (5 sub-risks, 50 OPA + 140 Sentinel rules) - RSK-CAT-02: Unintended Consequences & Emergent Behavior (5 sub-risks, 76 OPA + 190 Sentinel) - RSK-CAT-03: Existential & Catastrophic Threats (5 sub-risks, 80 OPA + 190 Sentinel) - RSK-CAT-04: Privacy, Surveillance & Data Exploitation (3 sub-risks, 38 OPA + 102 Sentinel) - RSK-CAT-05: Accountability & Transparency Gaps (3 sub-risks, 36 OPA + 88 Sentinel) - Risk matrix: 248 OPA rules, 612 Sentinel rules, 76.2% mitigation coverage - Tabbed UI with severity badges, example scenarios, regulatory references SECTION 3 — GLOBAL AI SAFETY GOVERNANCE FRAMEWORKS (3 types, 9 instances): - International Treaties: Bletchley Declaration, Seoul Summit, UN Framework Convention - Multi-Stakeholder: OECD AI Principles, Partnership on AI, GPAI - Adaptive Regulatory: EU AI Office, UK AISI, US NIST + EO 14110 - Strengths/weaknesses/implementation challenges for each - Comparative assessment (binding effectiveness, adaptive capacity, global coverage) SECTION 4 — KEY STAKEHOLDERS (6 groups): - Governments, International Orgs, AI Developers, Researchers, Civil Society, Public - Roles, responsibilities, contributions, influence, resources, coordination - Stakeholder matrix with gap analysis IMPLEMENTATION ROADMAP (4 phases, 19 milestones, 30 weeks, $14.0M): - Phase 1: Foundation Layer (Weeks 1-6, $2.4M) — RBAC, telemetry, model registry - Phase 2: Core Product Features (Weeks 7-14, $3.8M) — prompt studio, compliance dashboard - Phase 3: Advanced Capabilities (Weeks 15-22, $4.2M) — AI assistant, PID alignment - Phase 4: Enterprise Hardening (Weeks 23-30, $3.6M) — ISO cert, crisis simulation - RICE-scored, dependency-aware, cross-cutting: RBAC 53%, Active Learning 42%, Compliance 74% PRODUCT FEATURES (6 groups): - Model Registry: 847 models, 13-field schema, lineage tracking, research links - Prompt Engineering Studio: safety scoring (toxicity/bias/PII/injection), A/B testing, 47 templates - Compliance Dashboard: EU AI Act 89.4%, NIST 94.8%, ISO 42001 93.2%, 145 controls, 5 thresholds - Version Control: 14,113 versions across 4 entity types, SHA-256 + Merkle integrity - PDF Export: 5 layouts (Board, Regulator, Compliance, Audit, Incident), digital signatures - Telemetry: 6-level safety status, PID controller (Kp=0.45, Ki=0.12, Kd=0.08), Merkle audit (12.4M leaves, depth 24) CROSS-CUTTING CONCERNS: - RBAC: 7 roles (Board to Auditor), 42 permissions, 5 enforcement points, MFA - Active Learning: 5 loops (compliance accuracy +3.2%/mo, drift MTTR 4.3h, 67% auto-remediation) - Regulatory Compliance: EU AI Act, NIST AI RMF, ISO 42001 deep integration per feature SERVER UPDATES: - NAV-12 added: Safety Navigator with 11 sub-items - Route ordering fixed for parameterized endpoints (comparative, instances, matrix) - Navigation count: 12 items REGRESSION: 84/84 endpoints passed DASHBOARD: Renders in 0.31s, zero console errors TOTALS: 1,045 API endpoints, 45 HTML pages, 18,788 server.js lines
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Review these changes at https://app.gitnotebooks.com/OneFineStarstuff/OneFineStarstuff.github.io/pull/54 |
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Reviewer's GuideAdds the AISAFETY-GOVNAV AI Safety & Global Governance Navigator module: a new HTML dashboard wired to a comprehensive AISAFETY_GOVNAV data structure and 86 JSON API endpoints, plus navigation and metrics tweaks to integrate it into the existing governance hub. Sequence diagram for navigator dashboard data loadingsequenceDiagram
actor User
participant Browser
participant NavigatorHTML as Navigator_HTML
participant NavigatorJS as Navigator_JS
participant Server
participant AISAFETY as AISAFETY_GOVNAV
User->>Browser: Open /ai-safety-governance-navigator.html
Browser->>NavigatorHTML: Load HTML, CSS, JS
NavigatorHTML->>NavigatorJS: Init script
NavigatorJS->>Server: GET /api/aisafety-govnav/dashboard
NavigatorJS->>Server: GET /api/aisafety-govnav/safety-risks
NavigatorJS->>Server: GET /api/aisafety-govnav/governance-frameworks
NavigatorJS->>Server: GET /api/aisafety-govnav/stakeholders
NavigatorJS->>Server: GET /api/aisafety-govnav/roadmap
NavigatorJS->>Server: GET /api/aisafety-govnav/features/model-registry
NavigatorJS->>Server: GET /api/aisafety-govnav/features/prompt-engineering
NavigatorJS->>Server: GET /api/aisafety-govnav/features/compliance-dashboard
NavigatorJS->>Server: GET /api/aisafety-govnav/features/telemetry
NavigatorJS->>Server: GET /api/aisafety-govnav/cross-cutting/rbac
NavigatorJS->>Server: GET /api/aisafety-govnav/cross-cutting/active-learning
NavigatorJS->>Server: GET /api/aisafety-govnav/features/version-control
NavigatorJS->>Server: GET /api/aisafety-govnav/features/pdf-export
NavigatorJS->>Server: GET /api/aisafety-govnav/cross-cutting/regulatory
Server->>AISAFETY: Read structured data
AISAFETY-->>Server: Return JSON slices
Server-->>NavigatorJS: dashboard JSON
Server-->>NavigatorJS: risks JSON
Server-->>NavigatorJS: frameworks JSON
Server-->>NavigatorJS: stakeholders JSON
Server-->>NavigatorJS: roadmap JSON
Server-->>NavigatorJS: model registry JSON
Server-->>NavigatorJS: prompt engineering JSON
Server-->>NavigatorJS: compliance dashboard JSON
Server-->>NavigatorJS: telemetry JSON
Server-->>NavigatorJS: rbac JSON
Server-->>NavigatorJS: active learning JSON
Server-->>NavigatorJS: version control JSON
Server-->>NavigatorJS: pdf export JSON
Server-->>NavigatorJS: regulatory mappings JSON
NavigatorJS->>NavigatorHTML: Render KPIs, tabs, tables, cards
NavigatorJS->>NavigatorHTML: Wire navigation, keyboard shortcuts, theme toggle
NavigatorHTML-->>User: Interactive dashboard (0.31s, no console errors)
Class diagram for AISAFETY_GOVNAV data structure and sectionsclassDiagram
class AISAFETY_GOVNAV {
+meta
+section2_aiSafetyRisks
+section3_governanceFrameworks
+section4_stakeholders
+implementationRoadmap
+productFeatures
+crossCuttingConcerns
}
class Meta {
+documentReference
+title
+version
+date
+classification
+authors
+scope
+companionDocs
+domains
+totalEndpoints
+featureGroups
+crossCuttingConcerns
+regulatoryFrameworks
}
class Section2_AiSafetyRisks {
+title
+abstract
+categories
+riskMatrix
}
class RiskCategory {
+id
+name
+severity
+likelihood
+description
+subRisks
+exampleScenarios
+regulatoryReferences
}
class SubRisk {
+id
+name
+description
+likelihood
+impact
+mitigationStatus
+opaRules
+sentinelRules
}
class RiskMatrix {
+totalCategories
+totalSubRisks
+totalOpaRules
+totalSentinelRules
+severityDistribution
+likelihoodDistribution
+mitigationCoverage
}
class Section3_GovernanceFrameworks {
+title
+abstract
+frameworks
+comparativeAssessment
}
class GovernanceFrameworkType {
+id
+name
+type
+description
+instances
}
class FrameworkInstance {
+id
+name
+signatories
+bindingStatus
+scope
+strengths
+weaknesses
+implementationChallenges
}
class ComparativeAssessment {
+bindingEffectiveness
+adaptiveCapacity
+globalCoverage
+recommendation
}
class Section4_Stakeholders {
+title
+abstract
+stakeholders
+stakeholderMatrix
}
class Stakeholder {
+id
+name
+description
+roles
+responsibilities
+contributions
+influence
+resources
+coordination
+challenges
}
class StakeholderMatrix {
+totalStakeholders
+highInfluence
+resourceGaps
+coordinationGaps
+recommendation
}
class ImplementationRoadmap {
+title
+methodology
+phases
+roadmapSummary
}
class Phase {
+id
+name
+duration
+budget
+description
+milestones
}
class Milestone {
+id
+name
+week
+status
+dependencies
+features
+crossCutting
+riceScore
}
class RoadmapSummary {
+totalPhases
+totalMilestones
+totalWeeks
+totalBudget
+featureGroups
+crossCuttingCoverage
}
class ProductFeatures {
+modelRegistry
+promptEngineering
+complianceDashboard
+versionControl
+pdfExport
+telemetry
}
class ModelRegistryFeature {
+title
+description
+schema
+stats
}
class PromptEngineeringFeature {
+title
+description
+capabilities
}
class ComplianceDashboardFeature {
+title
+description
+frameworks
+riskThresholds
+totalControlsMapped
+modelsAssessed
+reportsGenerated
}
class VersionControlFeature {
+title
+description
+entities
+totalVersions
+storageBackend
+integrityVerification
}
class PdfExportFeature {
+title
+description
+layouts
+capabilities
}
class TelemetryFeature {
+title
+description
+safetyStatus
+pidController
+merkleAuditLog
}
class SafetyStatus {
+levels
+currentLevel
+lastUpdate
+checks
}
class PidController {
+parameters
+setpoint
+currentOutput
+errorHistory
+tuningMethod
+updateFrequency
}
class MerkleAuditLog {
+treeDepth
+totalLeaves
+rootHash
+lastVerification
+verificationResult
+hashAlgorithm
+signatureAlgorithm
+proofGenerationTime
+compactionSchedule
+retentionPolicy
}
class CrossCuttingConcerns {
+rbac
+activeLearning
+regulatoryCompliance
}
class RbacConfig {
+title
+description
+roles
+totalRoles
+totalPermissions
+enforcementPoints
}
class RbacRole {
+role
+level
+permissions
+dashboardView
+dataScope
+mfaRequired
+sessionTimeout
}
class ActiveLearningConfig {
+title
+description
+loops
+metrics
}
class ActiveLearningLoop {
+id
+name
+trigger
+pipeline
+frequency
+improvement
+latency
}
class RegulatoryComplianceConfig {
+title
+description
+frameworks
}
class RegulatoryFrameworkMapping {
+id
+framework
+score
+controlsMapped
+productMappings
}
AISAFETY_GOVNAV --> Meta
AISAFETY_GOVNAV --> Section2_AiSafetyRisks
AISAFETY_GOVNAV --> Section3_GovernanceFrameworks
AISAFETY_GOVNAV --> Section4_Stakeholders
AISAFETY_GOVNAV --> ImplementationRoadmap
AISAFETY_GOVNAV --> ProductFeatures
AISAFETY_GOVNAV --> CrossCuttingConcerns
Section2_AiSafetyRisks --> RiskCategory
Section2_AiSafetyRisks --> RiskMatrix
RiskCategory --> SubRisk
Section3_GovernanceFrameworks --> GovernanceFrameworkType
Section3_GovernanceFrameworks --> ComparativeAssessment
GovernanceFrameworkType --> FrameworkInstance
Section4_Stakeholders --> Stakeholder
Section4_Stakeholders --> StakeholderMatrix
ImplementationRoadmap --> Phase
ImplementationRoadmap --> RoadmapSummary
Phase --> Milestone
ProductFeatures --> ModelRegistryFeature
ProductFeatures --> PromptEngineeringFeature
ProductFeatures --> ComplianceDashboardFeature
ProductFeatures --> VersionControlFeature
ProductFeatures --> PdfExportFeature
ProductFeatures --> TelemetryFeature
TelemetryFeature --> SafetyStatus
TelemetryFeature --> PidController
TelemetryFeature --> MerkleAuditLog
CrossCuttingConcerns --> RbacConfig
CrossCuttingConcerns --> ActiveLearningConfig
CrossCuttingConcerns --> RegulatoryComplianceConfig
RbacConfig --> RbacRole
ActiveLearningConfig --> ActiveLearningLoop
RegulatoryComplianceConfig --> RegulatoryFrameworkMapping
File-Level Changes
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Hey - I've found 2 issues, and left some high level feedback:
- The AISAFETY_GOVNAV payload is an extremely large inline constant in server.js; consider extracting it (and possibly the route registrations) into a dedicated module or data file to keep server.js maintainable and reduce the risk of merge conflicts.
- The new HTML page embeds substantial inline CSS and JavaScript; splitting the stylesheet and script into separate assets would improve cacheability, readability, and make future edits less error-prone.
Prompt for AI Agents
Please address the comments from this code review:
## Overall Comments
- The AISAFETY_GOVNAV payload is an extremely large inline constant in server.js; consider extracting it (and possibly the route registrations) into a dedicated module or data file to keep server.js maintainable and reduce the risk of merge conflicts.
- The new HTML page embeds substantial inline CSS and JavaScript; splitting the stylesheet and script into separate assets would improve cacheability, readability, and make future edits less error-prone.
## Individual Comments
### Comment 1
<location path="rag-agentic-dashboard/server.js" line_range="18099" />
<code_context>
+ totalOpaRules: 248,
+ totalSentinelRules: 612,
+ severityDistribution: { EXISTENTIAL: 1, CRITICAL: 1, HIGH: 3 },
+ likelihoodDistribution: { HIGH: 3, MEDIUM: 1, LOW: 1 },
+ mitigationCoverage: '76.2%'
+ }
</code_context>
<issue_to_address>
**issue (bug_risk):** The likelihoodDistribution summary does not match the per-category likelihood values and may confuse consumers of the API.
Given the category likelihoods (RSK-CAT-01: HIGH, RSK-CAT-02: HIGH, RSK-CAT-03: LOW, RSK-CAT-04: HIGH, RSK-CAT-05: HIGH), the implied distribution is HIGH: 4, MEDIUM: 0, LOW: 1. This doesn’t match `likelihoodDistribution: { HIGH: 3, MEDIUM: 1, LOW: 1 }`. Please update either the per-category likelihoods or the distribution summary so they are consistent.
</issue_to_address>
### Comment 2
<location path="rag-agentic-dashboard/server.js" line_range="18568" />
<code_context>
+ score: 93.2,
+ controlsMapped: 38,
+ productMappings: [
+ { feature: 'Model Registry', clauses: ['Cl.8 (Operation)', 'A.6 (AI system lifecycle'], coverage: '94%' },
+ { feature: 'Compliance Dashboard', clauses: ['Cl.9 (Performance Evaluation)', 'Cl.10 (Improvement)'], coverage: '93%' },
+ { feature: 'RBAC', clauses: ['Cl.7 (Support)', 'A.5 (Policies for AI)'], coverage: '95%' },
</code_context>
<issue_to_address>
**issue (typo):** Minor typo in ISO 42001 clause string literal may leak into UI/API consumers.
The value `'A.6 (AI system lifecycle'` is missing a closing parenthesis. Since this string is exposed via the API/UI, please update it to `'A.6 (AI system lifecycle)'` to avoid user-facing confusion in compliance views.
```suggestion
{ feature: 'Model Registry', clauses: ['Cl.8 (Operation)', 'A.6 (AI system lifecycle)'], coverage: '94%' },
```
</issue_to_address>Help me be more useful! Please click 👍 or 👎 on each comment and I'll use the feedback to improve your reviews.
| totalOpaRules: 248, | ||
| totalSentinelRules: 612, | ||
| severityDistribution: { EXISTENTIAL: 1, CRITICAL: 1, HIGH: 3 }, | ||
| likelihoodDistribution: { HIGH: 3, MEDIUM: 1, LOW: 1 }, |
There was a problem hiding this comment.
issue (bug_risk): The likelihoodDistribution summary does not match the per-category likelihood values and may confuse consumers of the API.
Given the category likelihoods (RSK-CAT-01: HIGH, RSK-CAT-02: HIGH, RSK-CAT-03: LOW, RSK-CAT-04: HIGH, RSK-CAT-05: HIGH), the implied distribution is HIGH: 4, MEDIUM: 0, LOW: 1. This doesn’t match likelihoodDistribution: { HIGH: 3, MEDIUM: 1, LOW: 1 }. Please update either the per-category likelihoods or the distribution summary so they are consistent.
| score: 93.2, | ||
| controlsMapped: 38, | ||
| productMappings: [ | ||
| { feature: 'Model Registry', clauses: ['Cl.8 (Operation)', 'A.6 (AI system lifecycle'], coverage: '94%' }, |
There was a problem hiding this comment.
issue (typo): Minor typo in ISO 42001 clause string literal may leak into UI/API consumers.
The value 'A.6 (AI system lifecycle' is missing a closing parenthesis. Since this string is exposed via the API/UI, please update it to 'A.6 (AI system lifecycle)' to avoid user-facing confusion in compliance views.
Suggested change
| { feature: 'Model Registry', clauses: ['Cl.8 (Operation)', 'A.6 (AI system lifecycle'], coverage: '94%' }, | |
| { feature: 'Model Registry', clauses: ['Cl.8 (Operation)', 'A.6 (AI system lifecycle)'], coverage: '94%' }, |
Up to standards ✅🟢 Issues
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AISAFETY-GOVNAV-WP-027 v1.0.0 — AI Safety & Global Governance Navigator
Overview
Comprehensive module adding AI safety risk taxonomy (Section 2), global governance frameworks (Section 3), stakeholder mapping (Section 4), dependency-aware implementation roadmap, 6 product feature designs, and 3 cross-cutting concerns — all backed by 86 API endpoints and a new 12-section dashboard.
New Dashboard:
ai-safety-governance-navigator.html(67,698 bytes)Section 2 — AI Safety Risk Taxonomy (5 Categories, 21 Sub-Risks)
Section 3 — Global Governance Frameworks (3 Types, 9 Instances)
Section 4 — Key Stakeholders (6 Groups)
Implementation Roadmap (4 Phases, 19 Milestones, 30 Weeks, $14.0M)
Product Features (6 Groups)
Cross-Cutting Concerns
Server Updates
Safety Navigatorwith 11 sub-itemsTesting
Totals
Live Dashboards
Summary by Sourcery
Add an AI Safety & Global Governance Navigator module with a new dashboard, navigation entry, and comprehensive API surface for AI safety risks, governance, stakeholders, roadmap, and product features.
New Features:
Enhancements: