Practical articles on AI, DevOps, Cloud, Linux, and infrastructure engineering.
Running a coding agent on a laptop is a preference. Running one in a pipeline is an architecture decision about credentials, sandboxing, and non-interactive failure.
Most teams shipping retrieval do not need a dedicated vector database. Here is where Postgres runs out, and which specialist actually helps when it does.
Cutting a log bill is not a procurement exercise. It is four decisions about what you drop at the agent, what you index, how long you keep it, and what you never send at all.
The control plane fee is the least interesting number. What separates managed Kubernetes providers is upgrade cadence, how much they run for you, and where the node bill lands.
Every log platform looks affordable at proof-of-concept volume and expensive at production volume. The pricing model, not the feature list, decides which one you can live with.
The keyv compromise reached 444 packages and over two billion monthly installs through preinstall scripts. The controls that actually stop it are boring and mostly free.
ChatGPT, Claude, and Grok degraded together when Azure East US failed. Gemini stayed up. Multi-provider failover does not help when your providers share a substrate.
EC2 Capacity Blocks went up around 15% in January and again in July. The increases track the memory shortage, and they change which GPU cloud is actually cheapest for your workload.
Memory makers moved their wafers to HBM for AI accelerators, and DDR5 spot prices tripled. Here is how that reaches your instance bill and what actually reduces the exposure.
Sixty-seven enhancements shipped on August 26, but only a handful change how you run clusters. Scale-to-zero autoscaling, rootless kubelet, and a GA metrics API are the ones to read.
Swarm lost the orchestration war years ago, but it's still shipping and still simpler. Here is what that simplicity actually buys you, and what it costs.
kubectl is fine until you're juggling five namespaces across three clusters. These are the tools that make that manageable, compared.
