Why do senior engineers underperform in production environments? Senior engineers underperform when seniority is assumed, not simulated. This doctrine explains the coordination failures and how to enforce execution at scale.
Why do engineers who pass interviews fail in production? Technical interviews fail because they test fluency, not execution. The Cognitive Fidelity Index predicts real engineering performance in nearshore teams.