Kubernetes is evolving from a microservices manager to the backbone of AI, featuring Dynamic Resource Allocation and topology-aware scheduling. With new CNCF certifications and reported 30% throughput gains, these upgrades tackle costly GPU inefficiencies, signaling the industrialization of machine learning infrastructure and a shift toward standardized, economically viable AI scaling.
