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Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

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# Deployment Templates Production-ready deployment configurations for containerized applications. ## Research Foundation **REF-001**: BP-8 - Containerized Deployment > "Production-grade agentic workflows require containerized deployment with proper isolation, resource management, and orchestration." ## Available Templates ### Docker | Template | Purpose | |----------|---------| | `docker/node.Dockerfile` | Multi-stage Node.js build | | `docker/python.Dockerfile` | Multi-stage Python build | Features: - Multi-stage builds (smaller images) - Non-root user (security) - Health checks - Layer caching optimization ### Kubernetes | Template | Purpose | |----------|---------| | `kubernetes/deployment.yaml` | Pod specification with probes | | `kubernetes/service.yaml` | Service exposure | Features: - Resource limits and requests - Liveness and readiness probes - Security context (non-root, read-only) - Pod anti-affinity ## Usage ### Via Command ```bash /deploy-gen docker --app-name my-app --port 3000 /deploy-gen k8s --app-name my-app --port 3000 ``` ### Manual Copy ```bash cp templates/deploy/docker/node.Dockerfile ./Dockerfile # Then replace {{VARIABLES}} with actual values ``` ## Variables | Variable | Description | Example | |----------|-------------|---------| | `{{APP_NAME}}` | Application name | `my-api` | | `{{PORT}}` | Application port | `3000` | | `{{NODE_VERSION}}` | Node.js version | `20-alpine` | | `{{PYTHON_VERSION}}` | Python version | `3.11` | | `{{ENTRY_POINT}}` | Application entry point | `dist/index.js` | | `{{IMAGE_REGISTRY}}` | Container registry | `ghcr.io/org` | | `{{IMAGE_TAG}}` | Image tag | `latest` | ## Best Practices ### Docker 1. Use multi-stage builds to reduce image size 2. Run as non-root user 3. Include health check endpoint 4. Use `.dockerignore` to exclude dev files 5. Pin base image versions ### Kubernetes 1. Set resource requests AND limits 2. Include liveness AND readiness probes 3. Use ConfigMaps for configuration 4. Enable pod anti-affinity for HA 5. Use security contexts ## Success Metrics | Metric | Target | |--------|--------| | Time to containerize | <2 minutes | | Image size | Minimal (multi-stage) | | Security baseline | Non-root, read-only FS |