Notes on communication engineering, execution, and AI-era operations

AI isn’t automatically making work easier because organizations are often applying it before deciding what work actually matters. AI still needs context, direction, and a clear definition of done—and using it effectively is turning more employees into managers of delegated work. When leadership direction is unclear, AI doesn’t solve that problem; it can amplify it by helping teams produce more, faster, without necessarily creating more value. The opportunity isn’t to find everything AI can do. It’s to identify what the business actually needs to accomplish, understand what people uniquely contribute, and then use AI to help them get there faster.