Amazon EKS has announced support for ultra scale clusters with up to 100,000 nodes, enabling significant advancements in artificial intelligence and machine learning workloads. The enhancements include architectural improvements and optimizations in the etcd data store, API servers, and overall cluster management, allowing for better performance, scalability, and reliability for AI/ML applications.