Capability Architecture for AI-Native Engineering

A few years into the AI shift, the gap between engineers is not talent. It’s coordination: shared norms and a shared language for how AI fits into everyday engineering work. Some teams are already getting real value. They’ve moved beyond one-off experiments and started building repeatable ways of working with AI. Others haven’t, even when […]