Balancing Scan Depth and Speed in Modern Pipelines
Most teams run on velocity budgets, not risk budgets. While features get sprints, milestones, and release slots, risk, on the other hand, gets hope. When scan depth and speed decisions are made without an explicit budget for risk, the outcome is predictable: throughput is optimized while exposure compounds silently in the background.