[{"data":1,"prerenderedAt":23},["ShallowReactive",2],{"blog-tag-en-cncf":3},[4,15],{"path":5,"title":6,"description":7,"date":8,"tags":9},"\u002Fblog\u002Fen\u002Fkubernetes-ai-inference-reversal-conformance-design","Inference Has Overtaken Training: What KubeCon Japan Revealed About Kubernetes Cluster Design in the AI Era","AI compute demand has flipped from training to inference, with inference compute projected to reach 1.5x training capacity by 2030. Drawing on KubeCon Japan discussions and the CNCF AI Conformance Program, this article outlines what Kubernetes\u002FK3s clusters need to look like in the inference era.","2026-08-01",[10,11,12,13,14],"kubernetes","k3s","ai-inference","cncf","managed-kubernetes",{"path":16,"title":17,"description":18,"date":19,"tags":20},"\u002Fblog\u002Fen\u002Fcncf-graduated-project-oss-selection-criteria","Should You Trust the CNCF 'Graduated' Badge? What TOC Public Meetings Reveal About the Unglamorous Reality of the Review Process","The CNCF 'Graduated' badge is not a safety certificate. Drawing on TOC public meeting notes and official documentation, this article explains the real review process behind Sandbox, Incubating, and Graduated status, and how to judge OSS maturity before adopting it in production.","2026-07-23",[13,10,11,21,14,22],"oss","governance",1786354670028]