8 min read Overprovisioning is draining your cloud budget. Kubernetes cost optimization done right means fixing root causes, not just reading dashboards.
8 min read Pods crashing? Resources wasted? Master resource allocation in Kubernetes with proven rightsizing strategies that work in production.
6 min read The acceleration of AI-assisted development has created an asymmetric problem. Developers got their force multiplier. SREs are still using the same playbook they had five years ago, except now they're responsible for exponentially more code, written by tools that prioritize speed over operational clarity.
6 min read Part 7 of our AI SRE in Practice Series. This scenario walks through how AI-augmented knowledge transfer changes the onboarding experience, using a real example from a containers team implementing changes to HiveMQ infrastructure.
6 min read Part 6 of our AI SRE in Practice Series. In this scenario we walk through an AWS CNI IP exhaustion incident where 15 services experienced outages before platform teams identified the root cause.
5 min read For an AI SRE to be safe and effective, it cannot rely on generic training data alone. It needs context. Klaudia solves this through a dual-layer approach to context engineering: the Organization Blueprint and the Knowledge Base Integration.
6 min read Part 5 of our AI SRE in Practice Series. This scenario walks through a policy enforcement incident where a seemingly minor configuration change caused widespread pod failures that required deep investigation across the cluster to understand the scope and root cause.
3 min read This post details how to build an MCP server that connects AI agents (like Claude Desktop or Cursor) to a Kubernetes cluster, enabling natural language control over kubectl operations.
5 min read This article explores the technical realities of building Klaudia, an agentic AI solution for Cloud-Native infrastructure.