Organizations deploying artificial intelligence face a problem: models trained on one platform often require substantial re-engineering to run reliably on another. The Cloud Native Computing Foundation addressed this challenge by launching the Certified Kubernetes AI Conformance Program, establishing the first community-defined standard for running AI workloads consistently across different environments.