Why it matters
For decades, developers have been valued primarily for how much code they could write and how quickly they could write it. That model no longer scales. As AI becomes a first-class collaborator, the bottleneck is no longer syntax or implementation speed—it’s clarity of intent, architectural thinking, and the ability to
My takeaway: From Writing Code to Designing Systems: How the Developer Role is Changing — Chris Noring, Microsoft is a model-evaluation signal. The practical read is to tie capability claims to evidence, launch criteria, and regression tests rather than relying on demos or benchmark headlines.