/ Writing
Writing
Notes on MLOps, real-time ML, Generative AI, and the production systems behind them.
Enterprise MLOps platform — production Kubernetes infrastructure with full CI/CD, GitOps, and workflow orchestration
DEC 3, 2025Production-grade MLOps platform on Kubernetes — Terraform, k3d, GitLab, ArgoCD, Apache Airflow, MinIO, Rancher — with end-to-end IaC, GitOps continuous delivery, and DAG-orchestrated ML pipelines. Validated against a Real-Time ML project.
#kubernetes
#mlops
#terraform
#argocd
Building a local Kubernetes cluster and provisioning DevOps services with Terraform
NOV 10, 2025How to build a local k3d cluster that hosts GitLab, Rancher, ArgoCD, and LocalStack — fully provisioned with Terraform for cross-OS reproducibility, with a complete CI/CD flow disposable in one terraform destroy.
#kubernetes
#k3d
#terraform
#helm