Blog
Assessment frameworks, skills-based hiring, and job descriptions that work: practical guides for teams hiring engineers on proof instead of pedigree.
What a technical skills assessment should measure, four formats compared by evidence quality and candidate cost, and how to score one so it holds up.
Most Kubernetes interview questions reward memorised definitions. These probe operating skill: what each reveals, strong-answer signals, and the follow-ups that matter.
Most DevOps job ads are requirement soup that repels the engineers they need. How to write a JD around provable capabilities: structure, wording, lines to delete.
Question lists test recall, not operating skill. What each interview stage can honestly tell you, and how to build a scenario that predicts performance.
Dropping the degree requirement is the easy part. The evidence ladder, the process changes, and the honest costs nobody puts in the framework posts.
Coding-puzzle screens filter for test-takers, not engineers. Here is what they miss, why senior candidates skip them, and what to measure instead.