Topic
7 articles tagged “DevOps”.
Not every ML team can move data into a cloud managed service. Kubeflow is seven projects that turn a Kubernetes cluster into a training, tuning and serving platform, and it is not for everyone.
Most container vulnerabilities have nothing to do with your code, they come from the base image. Here's the migration I reach for: rebuild a normal Go service on Chainguard Images and watch the CVE count fall to near zero, plus the friction most tutorials skip.
Most LLM outages are not caused by the model. They are caused by the pipeline around the model. The retries, the routing, the fallbacks, the rate limits, the observability. A concrete playbook for hitting three-nines on an LLM-powered product.
Multi-cloud promises resilience but usually delivers doubled cost and complexity for an outage that may never come. A look at the DNS trap, AWS's 300+ SLAs, the October 2025 US-EAST-1 outage, and why multi-region discipline beats a second provider.
Most early-stage cloud stack debates are arguments about the wrong question. The tool doesn't matter nearly as much as the cost of switching, who fixes it at 3am, and whether your second engineer can read it.
Explore cloud-first architectural principles for startups and small teams. Learn why building applications with cloud-native services reduces operational overhead and total cost of ownership.
Examine whether Kubernetes is the right choice for your infrastructure needs. Learn when Kubernetes excels and when simpler alternatives like Docker Compose, AWS ECS, or Google Cloud Run make more sense.
