AI and ML storage use cases are increasing storage demands. Key-Value is the fastest-growing API for storage and underlies many database and Web-scale applications. Storage computing needs to move from general-purpose CPUs to more efficient, lower power, and faster accelerated compute platforms. Storage is lagging in this area but however, is consuming significant CPU resources. We will discuss the challenges of this evolution and how the technical issues may be solved.