Deploying a RAG API on

Deploying a RAG API on Kubernetes with Automated CI/CD

• Containerized a Retrieval-Augmented Generation (RAG) API using Docker for consistent, portable deployments • Deployed the application to a Kubernetes cluster (Minikube) using Deployments & Services • Configured NodePort Service for external API access and proper traffic routing • Demonstrated Kubernetes self-healing by deleting pods and validating automatic recovery • Implemented semantic testing to validate response accuracy and data quality • Integrated CI/CD pipeline using GitHub Actions for automated testing on every push • Designed mock LLM mode to ensure deterministic, repeatable CI test results • Structured project for scalability with clean separation of code, tests, workflows, and embeddings #LLMOps#GitHubActions #CICD#PlatformEngineering