Elly Chu has 10 years of experience in the semiconductor industry, specializing in leading OEM projects and controller product marketing in IC design houses. With expertise in product design-in, design-win management, and building successful customer relationships, Elly currently focuses on PCIe Gen4 and Gen5 client SSD projects, collaborating with NAND vendors and SSD module makers for SSD solutions.
As AI services migrate to the network edge, client devices must deliver enterprise-level performance while operating within the constraints of standardized hardware frameworks. This presentation introduces NVMe Dataset Management (DSM) commands as a strategic communication bridge between the host and firmware to unlock this efficiency. By utilizing DSM to provide "hints" regarding data characteristics, standardized client SSDs can achieve the sophisticated data placement and endurance typically reserved for enterprise environments. We will present exclusive insights into the IO patterns of modern AI model transactions and demonstrate how DSM-hinted data informs firmware to optimize background management. Through a real-world PCIe Gen 5.0 SSD implementation, we will show significant improvements in WAF and sustained performance across diverse edge AI workloads. Attendees will gain actionable strategies for leveraging NVMe standards to meet the aggressive endurance and performance requir