
Adoption Metrics Are Not Skill Metrics
AI usage numbers can look healthy while your engineers quietly stop being able to explain their own systems
When I reviewed my team's AI adoption dashboard last quarter, every number was moving in the right direction. What the dashboard couldn't show me was who had stopped understanding the systems they were shipping. Adoption metrics and skill development metrics are not the same thing. I had been treating them like they were.

