DevOps Engineer and AI Enthusiast
279 articles published
Build MLOps pipelines for training, evaluation, and deployment. Reproducibility and monitoring.
Practical game day scenarios for CI/CD: broken rollbacks, permission issues, and slow feedback loops—and how we fixed them.
A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.
A real story of removing console-only changes, adding drift detection, and getting Terraform back in charge.
Concrete systemd unit patterns that reduced flakiness: restart policies, resource limits, and structured logs.
How a small team moved from single-region risk to a simple active/passive multi-region setup without doubling complexity.
Design serverless apps for reliability, cold start, and cost. Event-driven patterns and observability.
