[music] [music] Hi there, I'm Paris Gupta, principal technical marketing engineer at Cisco focusing on all things AI infrastructure. Over [music] the last few months, I had the privilege of working with DDN, essentially validating our solution together, delivering the AI factories to our [music] customers. And one of the things that becomes the highlights of this validation is that the [music] fundamental promise of delivering the high performance and the high data access performance to the GPUs so that the ...