Day: June 9, 2026

New engineer onboarding benchmark scorecard

Engineering Probation Feedback Needs Metrics, Not VibesEngineering Probation Feedback Needs Metrics, Not Vibes

“Be more engaged with the team” is not feedback. It is a feeling pretending to be a metric. That distinction matters most during probation, onboarding, or the first months of a new engineering role. When expectations are vague, the employee thinks they are progressing because they complete tasks, attend meetings, ask questions, and take notes. […] ...

AI pilots versus production operations

Why AI Strategies Collapse After the Pilot PhaseWhy AI Strategies Collapse After the Pilot Phase

Most AI strategies do not fail in the demo. They fail after the demo works. That is the uncomfortable lesson many teams discover only after a promising pilot starts touching real users, real data, and real operational ownership. A pilot proves that a model can perform in a constrained environment. It does not prove that […] ...