Building the AI‑native organization, and knowing which fences to keep.

I’m an engineering leader building the AI‑native organization: new ways of working, architecture that lasts, and teams that get stronger as their tools do.

I write about what that takes, in the open. Now that any system can be rebuilt overnight, the rarest skill is knowing why it was built before we replace it. Understanding is not the brake; it is the steering.