2017
Transformer Era Begins
Calibration cycles in July 2026 left many Senior engineers without Staff slots despite strong ratings. Companies cite headcount freezes and span-of-control limits. Scope evidence across teams matters more than ticket throughput.
This article sits in the Now (2026) phase: AI as Core Operating Layer. Business edge now depends on reliability, governance, and workflow integration.