AI adoption framework: from enthusiasm to governance

Fourteenth post in the series. In the previous one, we used AI for our own infrastructure work. Now: how to take an entire organization from “let’s use AI” to a governed, scalable platform. Best intentions, worst outcomes Your CTO walks into the all-hands and says: “We’re going all-in on AI.” The room buzzes. Teams brainstorm use cases before the meeting ends. Within two weeks, Slack is full of threads about GPU availability. ...

July 1, 2026 · 5 min · Ricardo Martins

Why Azure Feels Harder Than AWS

…and why that’s not an accident. If you have worked with both Azure and AWS long enough, you have probably felt it. AWS feels straightforward. Azure feels… heavier. Not worse. Not broken. Just harder to reason about. The console feels denser. The mental model feels less obvious. The number of “extra” concepts feels higher. This is not a beginner problem. Senior engineers feel it too. And the most interesting part is this: that friction is not accidental. ...

February 3, 2026 · 5 min · Ricardo Martins