Engineering Productivity12 min
Why Faster AI Coding Assistants Haven't Made Your Team Faster
AI coding assistants speed up typing, not decisions. A four-layer context audit shows where your team's time goes and how shared organizational memory closes the gap.
Megan Liu · September 19, 2026