Wire · technology
Nvidia's latest AI trick: turning storage into memory relief
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Fusion42 · 30 August 2026 · Fusion42 review
Nvidia's new SCADA framework and open-source cuFile APIs allow GPUs to access storage directly, reducing DRAM pressure and improving AI inference efficiency. This move improves AI serving economics and pushes AI storage interfaces towards open industry standards but won't solve the broader memory shortage issue.
This Wire brief sits within Fusion42's coverage of AI & ML.
◆ ◆ The Wire takeaway
You can now anticipate a shift in AI system design where GPU direct access to storage reduces reliance on expensive DRAM. Founders building AI inference hardware or software must accelerate integration with open standards like Nvidia’s cuFile APIs to maintain performance and cost advantages.
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1 source · 6 Aug 2026
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