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Explore groundbreaking research in autonomous storage systems through this 48-minute conference talk from the Storage Developer Conference 2022. Discover why current storage and memory hierarchies, manually tuned at design time, cannot effectively handle tomorrow's dynamic, multi-tenant workloads. Learn about recent breakthroughs in autonomous storage systems research and understand the limitations of traditional real-time approaches. Gain insights into why static memory hierarchies underperform, the essential components for designing and implementing fully autonomous storage hierarchies that adapt to changing application workloads, and strategies for achieving efficiency, maintaining Quality of Service (QoS), meeting performance SLAs/SLOs, and managing cost tradeoffs in autonomous caches. Presented by Eric Wright from Magnition, this technical discussion demonstrates practical solutions for building truly adaptive storage systems that can meet the demands of evolving workload requirements.