DevOps Blog

Highlights What you'll build: a supervised Kubernetes agent, an LLM in a tool-calling loop that reads cluster state and takes approved actions (scaling a deployment) with real guardrails.Prerequisites: Docker running, plus kind, kubectl, and Python 3, with k...

Multi agent systems multiply coordination problems faster than capability. Here is how to pick a pattern for platform engineering and specify it so it survives production.

Highlights The MAST research annotated more than 1,600 agent traces across seven frameworks and found failure rates between 41 and 86 percent, with roughly 42 percent traced to spec...

Every new Azure OpenAI resource accepts API keys over the public internet. Here are the four layers that fix it, and the script that proves they hold.

Highlights Every Azure OpenAI resource is created with disableLocalAuth set to false and a reachable public endpoint, so the default posture accepts a shared key from anywhere on the internet.Disabling ...

Highlights What this covers: around 30 real Helm interview questions, from charts and releases to hooks, rollbacks, and the Helm 2/3/4 history.Format: each answer is what a strong candidate says out loud, plus what the i...

Scanners catch misconfigurations. They miss the authorization flaws that cause real breaches. Here is an agent that does not.

Highlights Broken object level authorization tops the OWASP API Security Top 10 and remains close to invisible to conventional scanners, because detecting it requires knowing which user should own which record.Akamai's 2026 API...