engineering standards

How Do I Balance AI-Driven Productivity Goals With Code Review and Team Buy-In?

Management has mandated roughly a twofold productivity increase through AI, measured by things like tickets closed and features released. I've been trying to follow a spec-driven development process,…

How Do You Measure Code Quality at Scale?

I'm curious about how organizations effectively measure code quality, especially when managing large teams, like 10,000 engineers. We often hear that high code coverage doesn't necessarily mean high…