Get occasional field notes on AWS architecture, Kubernetes, GitOps, and MLOps, straight from production platforms.
How declarative, Git-driven deployments make multi-environment releases reviewable, auditable, and reversible, and why regulated industries need exactly that.
Account boundaries are your strongest isolation primitive. A practical structure for workload, security, and shared-services accounts, expressed entirely in Terraform.
The failure modes of streaming systems are quiet: duplicates, hot partitions, lagging consumers. Design decisions that prevent them, from partition keys to replay-safe consumers.
Self-hosted GPU inference or managed models via Bedrock? An architecture view of serving LLMs in production, including RAG with vector stores and keeping costs sane.
Cloud cost problems are architecture problems. Where the savings actually are: right-sizing, spot capacity, and the observability to keep both honest.