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docs: LandveX Intelligence Lab — Government Quality Standards

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- Added comprehensive quality standards for public sector:
  - Code Quality: TypeScript/Rust strict, ≥80% test coverage, static analysis,
    mandatory code review, API documentation
  - Security: OAuth 2.0 + MFA, RBAC + audit, AES-256/TLS 1.3,
    HashiCorp Vault, weekly vulnerability scans
  - Audit & Compliance: Immutable signed logs, configurable retention,
    full export, WCAG 2.1 AA, Swedish + English
  - Infrastructure: GitOps, OpenTelemetry, 3-2-1 backup, RPO<1h RTO<4h,
    horizontal scaling
  - AI/ML: MLflow versioning, full data lineage, bias testing,
    SHAP/LIME explainability, model cards
  - Development: Git workflow, CI/CD, IaC, dependency management,
    incident response runbooks

Rationale: LandveX serves municipalities and government agencies.
Intelligence Lab must satisfy public sector procurement, audit,
and compliance requirements from day one.
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@@ -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
```