This discussion focuses on the trade offs cloud architects were required to build around using traditional file systems when constructing AI infrastructure. Ryan Farris, VP of product at Qumulo, also discusses how Azure Native Qumulo resolves those trade-offs, decreasing GPU time and significantly lowering costs without sacrificing performance.