- Lint: golangci-lint (ai-compliance-sdk), ruff (Python), next lint (Node.js) - Tests: Go tests, pytest for backend-compliance, document-crawler, dsms-gateway - Build: Docker images for all services - Security: SBOM generation + vulnerability scanning - Deploy: manual docker compose deployment