Hands On Technical Assessment

Anyone Can Write Terraform. Reading a Destructive Plan Is the Job.

Cloud interviews run on IAM trivia while the expensive mistakes are all operational. Here are hands-on tasks on drifted state, a plan that will replace a database, and a module hiding a bad default, plus the cost review that reveals seniority fastest.

The Notebook Was Excellent. The Model Never Shipped.

Most ML interviews test modeling, which is the part that goes well anyway. Here are the skills that decide whether a model reaches production, and a real-environment task for each, including the LLM engineer variant.

How to Build a JavaScript Coding Test for Hiring That Actually Works

Most JavaScript coding tests measure whether a candidate can recall array methods, not whether they can work in a real codebase. Here are five tasks that test the second thing, plus the rubric to score them.

Interviewing a Security Engineer: Attack and Defend on a Live Box

A security trivia quiz cannot tell a real practitioner from a certificate collector. Give a candidate a real, vulnerable box and watch them find and fix the weakness. Here is how to scope it safely and what to score.

Interviewing Data Engineers on a Pipeline That Actually Breaks

SQL trivia and clean toy datasets miss what data engineering actually is. Hand a candidate a failing pipeline with dirty data and a broken job, and watch how they diagnose it. Here are the failures that reveal real skill.

The Live Incident Drill: Interviewing for How Someone Behaves When Prod Is Down

Calm under fire is the SRE trait you can't ask about and can't fake. Run a short simulated outage in a real environment and watch how a candidate triages. Here is how to set it up and what to score.

How to Interview a Platform Engineer With a Real Kubernetes Cluster

Asking a platform engineer to explain a pod tells you almost nothing. Give them a live, broken cluster and watch what they do. Here are the tasks that separate real operators from people who memorized the docs.