Why AI Needed Its Own Protocol
If you’ve built anything with REST APIs, you know the drill. You have endpoints, you send requests, you get responses. It works. It’s been working for over two decades. But...
The Skill Isn't Prompting
Everyone’s using AI coding agents now. Claude Code, Cursor, Copilot, Gemini. You describe what you want, and code appears. Sometimes it works beautifully. Sometimes you get something completely wrong. And...
Why p95 Doesn't Always Mean What You Think It Means
Percentiles are everywhere: dashboards, SLOs, alert pages, standups. They feel intuitive and precise. p95 latency is 120ms. Seems clear enough. 95% of requests are faster than 120ms. 5% are slower....
How Auto Scaling works in Kubernetes and how to do it
Overview In this blog, we’ll learn how auto scaling (hpa) works in kubernetes and how to do it Why ? What ? and How ? First thing to understand is...
Reducing Bus Factor in observability using AI
We’ve gotten pretty good at collecting observability data, but we’re terrible at making sense of it. Most teams—especially those running complex microservices—still rely on a handful of senior engineers who...