The CNCF has launched the Certified Kubernetes AI Conformance programme to standardise artificial intelligence workloads. By establishing a technical baseline for GPU management, networking, and gang scheduling, the initiative ensures portability across cloud providers. It aims to reduce technical debt and prevent vendor lock-in as enterprises move generative AI models into production. By Mark Silvester