The CD Foundation is a nonprofit organization dedicated to advancing the practice of continuous delivery and fostering collaboration and innovation in the software delivery ecosystem. Through initiatives such as open-source projects, community events, and educational resources, the CD Foundation empowers practitioners to build, test, and deploy software with speed, reliability, and efficiency. By supporting industry standards and best practices, the CD Foundation drives the adoption of continuous delivery principles across diverse industries and domains.

CD Foundation

Using cake-baking as an extended metaphor, this piece breaks down the essential infrastructure components needed for sustainable AI delivery. Each ingredient represents a critical system element: CI/CD pipelines (flour), observability (eggs), governance (baking powder/salt), provenance (receipts), delegation logic (chefs), infrastructure (ovens), compute power (electricity), cooling (water), backup power (natural gas), ethics (fair-trade ingredients), data/vectors (flavorings), and AI agents (frosting). Real-world failures from Zillow, Knight Capital, Cambridge Analytica, SolarWinds, Uber, and others illustrate the consequences of missing each ingredient, along with specific tools and fixes for each component. The core argument: AI systems require disciplined engineering practices and cannot rely on experimentation alone.

The Ingredients of the Cake: Recipes for Sustainable AI Delivery