diff --git a/docs/design/LANDVEX_INTELLIGENCE_LAB.md b/docs/design/LANDVEX_INTELLIGENCE_LAB.md index 58aaa7dab..35528e3d2 100644 --- a/docs/design/LANDVEX_INTELLIGENCE_LAB.md +++ b/docs/design/LANDVEX_INTELLIGENCE_LAB.md @@ -26,6 +26,70 @@ This is an internal tool. Never a customer product. **Every change must be traceable to a specific experiment, model version, dataset, and decision.** +## Quality Standards for Government & Public Sector + +**LandveX serves municipalities, government agencies, and public infrastructure owners. The Intelligence Lab must be built to standards that satisfy public sector procurement, audit, and compliance requirements.** + +### Code Quality + +| Requirement | Standard | Rationale | +|-------------|----------|-----------| +| **Type Safety** | Strict TypeScript or Rust | Eliminates entire classes of runtime errors | +| **Test Coverage** | ≥80% unit, ≥90% critical paths | Public sector demands verifiable quality | +| **Static Analysis** | ESLint + SonarQube + Snyk | Catch issues before deployment | +| **Code Review** | All changes require 2 approvals | No unreviewed code in production | +| **Documentation** | Every public API documented | Procurement requires documentation | + +### Security + +| Requirement | Standard | Rationale | +|-------------|----------|-----------| +| **Authentication** | OAuth 2.0 + MFA | Government security requirements | +| **Authorization** | RBAC with audit logging | Who did what, when | +| **Encryption** | AES-256 at rest, TLS 1.3 in transit | Data protection regulations | +| **Secrets Management** | HashiCorp Vault or AWS Secrets Manager | No secrets in code | +| **Vulnerability Scanning** | Weekly automated scans | Continuous security | + +### Audit & Compliance + +| Requirement | Standard | Rationale | +|-------------|----------|-----------| +| **Immutable Audit Log** | Append-only, signed logs | Tamper-evident history | +| **Data Retention** | Configurable per jurisdiction | GDPR, local laws | +| **Export Capability** | Full data export in standard formats | Freedom of information requests | +| **Accessibility** | WCAG 2.1 AA | Public sector requirement | +| **Localization** | Swedish + English | Government customers | + +### Infrastructure + +| Requirement | Standard | Rationale | +|-------------|----------|-----------| +| **Deployment** | GitOps (ArgoCD/Flux) | Reproducible, auditable deployments | +| **Observability** | OpenTelemetry + structured logging | Debug production issues | +| **Backup** | 3-2-1 rule, tested restores | Business continuity | +| **Disaster Recovery** | RPO < 1h, RTO < 4h | Critical infrastructure | +| **Scalability** | Horizontal scaling, stateless services | Handle peak loads | + +### AI/ML Specific + +| Requirement | Standard | Rationale | +|-------------|----------|-----------| +| **Model Versioning** | MLflow or similar | Track every model version | +| **Data Lineage** | Full provenance for all datasets | Explain model decisions | +| **Bias Testing** | Automated fairness metrics | Prevent discriminatory outcomes | +| **Explainability** | SHAP or LIME for all predictions | Right to explanation | +| **Model Cards** | Documented for every model | Transparency | + +### Development Practices + +| Requirement | Standard | Rationale | +|-------------|----------|-----------| +| **Git Workflow** | Trunk-based or GitFlow | Clear, auditable history | +| **CI/CD** | Automated testing, staging, production | No manual deployments | +| **Infrastructure as Code** | Terraform or Pulumi | Version-controlled infrastructure | +| **Dependency Management** | Renovate or Dependabot | Keep dependencies updated | +| **Incident Response** | Documented runbooks | Handle outages systematically | + ## Product Architecture ```