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Inference Optimization

130 summarised stories about Inference Optimization, each linking back to the original source. Browse all topics →

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Thursday, 8 October 2026

AI data lakes are driving new storage demands

The New Stack 6 days ago 42

AI development is forcing hyperscale data centers to redesign data lakes because AI training and inference require continuous, concurrent, high-throughput access rather than batch-style retrieval. The article points to recent demonstrations of 256TB NVMe drives built for AI workloads. As a result, storage architectures and cloud storage tiers shift toward higher-performance all-flash offerings and higher-capacity QLC NAND systems, with SSD designs focusing on reducing unnecessary data movement to manage endurance and efficiency.

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