Hi, I'm Chris. I've led AI and data teams for over a decade. Plenty of great AI tutorials and deep dives exist, but that is only part of the story. This newsletter focuses on the decisions that ship AI: practical patterns across architecture, strategy, and teams. It's for senior engineers, engineering managers, and anyone who owns AI in production.