The lifecycle of a custom question bank - how to write, validate, deploy, and retire engineering problems
A custom question bank for engineering hiring is operational infrastructure, not a one-time content creation project. The five-stage lifecycle — generation, validation, deployment, calibration, retirement — determines whether the bank produces reliable signal over years or gradually accumulates degraded questions that affect every hiring decision. The operational discipline that distinguishes well-managed banks from neglected ones.
