AI is making software easier to build. Drawing on decades of technology experience and recent AI-assisted development work, I explore why architectural judgement remains essential—and how AI is changing the relationship between design and implementation.

Streaming businesses have more analytics than ever, yet often struggle to explain why advertising revenue changed. This article explores why specialist platforms provide valuable but partial perspectives—and why cross-system diagnosis is the missing layer.