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