So the Infinia product um is a very different product. So Infinia has been developed from the ground. This was the project I started essentially when I joined DDN about 7 years ago.The intent of this product is very different. It is primarily an object store product but it covers much more than just object store. Object is just one of multiple data interfaces the product provides.This system has interfaces that provide database access through an SQL interface. They have capabilities to use it as a notificat ...

AI Infrastructure Challenges - AI workloads (inference, training, RAG) competing for resources can cause performance bottlenecks and delays [1] - Mixed-tenant AI loads can lead to noisy-neighbor issues, impacting performance [1] Solutions & Benefits - Next-gen AI infrastructure provides full control over the environment, regardless of workload complexity [1] - Dynamic resource isolation prevents noisy-neighbor issues [1] - Efficient scaling of AI infrastructure while maintaining performance is achievable [1] Key Learning Objectives - Guarantee performance under heavy, mixed-tenant AI loads [1] - Prevent noisy-neighbor issues with dynamic resource isolation [1] - Scale AI infrastructure efficiently while maintaining performance [1]